{"id": "spam:nazario:hash-test:phishing-2016#393:message_type", "suite": "spam", "family": "nazario-5398c28b122311b3c4a5", "state": {"channel": "email", "message": "Email Account Re-activation\n\nDear User kenneth_white@comcast.net\n\nMove to Inbox if found in Bulk folder.\n\nWe noticed that your email account has been outdated . Your kenneth_white@comcast.net account has been placed on temporary block, it would be permanently blocked if you do not unblock within 48hours.\n\nClick here to unblock your account\n\nNote:\n\nFailure to unblock your e-mail account. It will be permanently disabled.\n\nThank you for using our service."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#393", "copies": 1, "upstream_ids": ["phishing-2016#393"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#274:message_type", "suite": "spam", "family": "nazario-ebbed06b424ffce1aa85", "state": {"channel": "email", "message": "Fraud Prevention Measures\n\nDear Melissa customer. Please read this\nmessage and follow it's instructions.\n\nUnauthorized Account Access\nWe recently\nreviewed your account, and we suspect an unauthorized ATM based\ntransaction on your account. Therefore as a preventive measure\nwe have temporary limited your access to sensitive Melissa\nfeatures.\n\nTo ensure that your account is not compromised\nplease login to Melissa Internet Banking and Investing by\nclicking this\nlink, verify your identify and your online\naccounts will be reactivated by our system.\n\nTo get started, please click the link below:\n\nhttps://onlinebanking.melissa.com/OnlineBanking/login.aspx?ReturnUrl=%2fOnlineBanking%2fDefault.aspx\n\nImportant information from Melissa.\nThis\ne-mail contains information directly related to your account\nwith us, other services to witch you have subscribed, and/or any\napplication you may have submitted.\nMelissa and its service\nproviders are committed to protecting your privacy and ask you\nto send sensitive account information through e-mail."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#274", "copies": 1, "upstream_ids": ["phishing0.mbox#274"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16448:is_spam", "suite": "spam", "family": "zefang_phishing_email-3b939b170bee7f42a348", "state": {"channel": "email", "message": "project vitro review meeting max : i have attached a \" technical risk template \" that should serve as an outline for the presentation . you may also want to discuss some of the major commercial terms and conditions that are driving schedule , performance , and cost . you don ' t need to address each technical risk item in infinite detail , but we should focus on the key items of scope definition , construction execution , and contractor analysis that can impact value . the objective is to identify what we need to pay attention to as we begin to ramp up the capital expenditure . defining and managing construction risk has become a popular topic given the status of the dabhol and cuiba projects . we also need to take some time to discuss / settle the outstanding ee & cc invoice ( now eeos ) . i would like to agree a payment number and move on down the road with eeos . the system we have going forward should ensure that no eeos costs are incurred / transferred to the ea origination group until you and the tech services representative have pre - approved them regards , brian max yzaguirre @ enron 04 / 04 / 2019 10 : 09 am to : lillian carroll / hou / ect @ ect cc : brian redmond / hou / ect @ ect , marc sabine / na / enron @ enron , steve irvin / hou / ect @ ect subject : re : project vitro review meeting lillian : thanks for setting this up . will you be distributing an agenda for the meeting ? max lillian carroll @ ect 04 / 03 / 2019 08 : 48 am to : louise kitchen / hou / ect @ ect , max yzaguirre / na / enron @ enron , robert p virgo / hou / ect @ ect , keith dodson / na / enron @ enron , mike coleman / enron _ development @ enron _ development , steve irvin / hou / ect @ ect , marc sabine / na / enron @ enron , stephen p stein / enron _ development @ enron _ development , peggy banczak / hou / ect @ ect , john j lavorato / enron @ enronxgate cc : kimberly hillis / enron @ enronxgate , tammie schoppe / hou / ect @ ect , barbara hooks / enron _ development @ enron _ development , brian redmond / hou / ect @ ect subject : project vitro review meeting please mark your calendars for the following meeting : date : april 20 , 2019 location : eb 3321 time : 10 : 00 am subject : vitro project attendees : brian redmond louise kitchen max yzaguirre ( via conference call ) bob virgo keith dodson mike coleman steve irvin marc sabine stephen stein peggy banczak john lavorato if you are unable to attend or have any questions , please give me a call . thank you , lillian x 37271"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16448", "copies": 2, "upstream_ids": ["zefang-16448", "ealvaradob-15514"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4818:is_spam", "suite": "spam", "family": "sms_phishing-5254d360e7feb9310f17", "state": {"channel": "sms", "message": "You still at grand prix?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4818", "copies": 2, "upstream_ids": ["mendeley-4818", "uci-594"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00128.721b6b20d5834d490662e2ae8c5c0684:is_spam", "suite": "spam", "family": "spamassassin-0f1582b0672cf1fa9afa", "state": {"channel": "email", "message": "CAREER OPPORTUNITY. WORK FROM HOME\n\nHelp wanted. We are a 14 year old fortune 500 company, that is\n\ngrowing at a tremendous rate. We are looking for individuals who\n\nwant to work from home.\n\nThis is an opportunity to make an excellent income. No experience\n\nis required. We will train you.\n\nSo if you are looking to be employed from home with a career that has\n\nvast opportunities, then go:\n\nhttp://www.basetel.com:27000/wealthnow\n\nWe are looking for energetic and self motivated people. If that is you\n\nthan click on the link and fill out the form, and one of our\n\nemployement specialist will contact you.\n\nhttp://www.basetel.com:27000/remove.html"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00128.721b6b20d5834d490662e2ae8c5c0684", "copies": 2, "upstream_ids": ["20030228_spam/spam/00128.721b6b20d5834d490662e2ae8c5c0684", "20030228_spam/spam/00164.8536500ed9cadc8397a63b697d043c0b"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11938:is_spam", "suite": "spam", "family": "zefang_phishing_email-447f099f5c0f919c4eb0", "state": {"channel": "email", "message": "chairman ' s award nominations the 2015 chairman ' s award . . . nominate your hero today ! ! ! it ' s up to you ! ! ! make sure enron ' s everyday heroes are recognized for the difference they make in our organization . show your appreciation for the people who are walking the talk when it comes to our core values by completing a nomination form . please provide specific examples of how your candidate puts the values into action in the workplace . for further guidance in completing the form or to see a sample , visit home . enron . com . remember , all nominations are due by october lst ! you may send completed nomination forms to charla reese via e - mail ( charla . reese @ enron . com ) , fax ( 713 . 646 . 3612 ) or interoffice mail ( houston , eb 416 ) . charla is also be available to answer any questions you may have . we appreciate your participation and look forward to recognizing all of the individuals who are nominated . respectfully ken , jeff and joe"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11938", "copies": 2, "upstream_ids": ["zefang-11938", "ealvaradob-11324"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00790-1:is_spam", "suite": "spam", "family": "generated_legit_email-3ece3496a28bc752fbb5", "state": {"channel": "email", "message": "Ticket #4491 - Account Inquiry Update\n\nTicket Reference: #4491\nStatus: In Progress\nAccount Email: rahul_dubois@gmx.net\nDate Opened: 6 December 2015\n\nHello Chloe,\n\nWe are reviewing your request regarding the recent billing discrepancy. Our team will follow up within 24 hours.\n\nTrack progress here: https://www.meridianconsulting.io/support/ticket/4491\n\nRegards,\nLisa Shah\nMeridian Consulting Support"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00790-1", "copies": 1, "upstream_ids": ["gen-00790-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3365:is_spam", "suite": "spam", "family": "sms_phishing-d5087dd8267864f9ef1a", "state": {"channel": "sms", "message": "Yup, leaving right now, be back soon"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3365", "copies": 2, "upstream_ids": ["mendeley-3365", "uci-3573"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5147:message_type", "suite": "spam", "family": "sms_phishing-207e6f8ad081f027854f", "state": {"channel": "sms", "message": "2/2 146tf150p win tickets..call 08701417012"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5147", "copies": 1, "upstream_ids": ["mendeley-5147"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1181:message_type", "suite": "spam", "family": "nazario-3ea2f5812d2368f1db54", "state": {"channel": "email", "message": "Please Confirm Your Identity Account\n\nDear Customer,\n\n-\nDue to recent account takeovers and unauthorized\nlistings, Amazon is\nrequesting a new account verification procedure.\ntime, randomly selected accounts (seller and/or\nbuyer)are placed\nunder an advanced updating process based on\nmerchant accounts/bank\nrelationsand on-file credit cards. Amazon may also\nrequest in an\nemail message scanned/faxed copies of one or more\nphoto ID's. Your\naccount confirmation may go wrong if your credit\ncard/bank account\nhas expired, or if you have changed/replaced your\ncredit card without letting us know about the change.\n\nYour\naccount is not suspended, but if in 12\nhours after you receive\nthis message your account is not confirmed\nwe reserve the right\nto terminate your Amazon\nsubscription.\n\nIf\nyou received this notice and you are not\nan authorized Amazon\naccount holder, please be aware that it is\nin violation of Amazon\npolicy to represent oneself as an Amazon\nuser. Such action may also\nbe in violation of local, national, and/or\ninternational law.\n\nAmazon\nis committed to assist law enforcement\nwith any inquires related\nto attempts to misappropriate personal\ninformation with the\nintent to commit fraud or theft.\n\nInformation\nwill be provided at the request of law\nenforcement agencies to\nensure that perpetrators are prosecuted to\nthe full extent of the\nlaw.\n\nTo confirm your identity with\nus click the link bellow:\n\nhttp://www.amazon.com/exec/obidos/sign-in.html\n\nWe\napologize in advance for any inconvenience this\nmay cause you and\nwe would like to thank you for your cooperation as\nwe review this\nmatter.\n\nRespectfully,\nAmazon.com,\nInc.\n\nCopyright\n2020 Amazon.com, Inc. All rights reserved.\n\nAmazon\nsent this e-mail to you because your Notification Preferences\nindicate\nthat you want to receive information about Special Events &\nPromotions.\nAmazon will request personal data (password, credit card/bank\nnumbers)\nonly on our home site, wich is securely incrypted with\nSLL."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1181", "copies": 1, "upstream_ids": ["phishing3.mbox#1181"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01145.4280ea0a58b56c22eb21583a3b3db290:message_type", "suite": "spam", "family": "spamassassin-777c68e1ec76e65ff4d7", "state": {"channel": "email", "message": "Working My_Mark2CurSeen\n\nMessage-ID: <omar_jones@mapletech.co.uk>\n\n| I vote for this being added to CVS, any objections?\n\nNo, but using PickMarkSeen (and pick(ids)) as an alternative to\njust doing\n\nSeq_Del $exmh(folder) $mhProfile(unseen-sequence) $results\n\nseems unnecessary to me (that's all that PickMarkSeen does after all).\n(That can be done via \"busy\")\n\nOf course, the same is true of the badly named Pick_MarkSeen which has\nnothing at all to do with \"pick\" except that it (ab)uses the pick(ids) var\nin the same way. (Its name would be hard to change unfortunately, as it\nis known in app-defaults files for the \"Catch Up Unseen\" menu item, but\nits implementation could certainly be fixed).\n\nkre"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01145.4280ea0a58b56c22eb21583a3b3db290", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01145.4280ea0a58b56c22eb21583a3b3db290"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00154-4:message_type", "suite": "spam", "family": "generated_unwanted_email-d88b673d2be845f61257", "state": {"channel": "email", "message": "Website design help\n\nHi Sophie,\n\nThanks for getting back to me. I completely understand how busy things get running the club, but having a strong online presence really helps with fundraising and member engagement these days.\n\nAt Vista Media, we specialise in affordable website design and search engine optimisation for charities and community groups just like yours. We recently helped the Riverside Animal Shelter increase their volunteer sign-ups by over forty percent simply by redesigning their homepage and improving their search rankings.\n\nI would love to set up a quick fifteen-minute phone call next week to walk you through some ideas we have for your site. No pressure at all, just a friendly chat about what is possible within your current budget.\n\nIn the meantime, feel free to browse some of our recent charity projects here:\nhttps://www.vistamedia.io/portfolio/community\n\nLooking forward to hearing from you, Sophie.\n\nBest wishes,\nLarry Adams\nCommunity Outreach Coordinator\nVista Media"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00154-4", "copies": 1, "upstream_ids": ["genu-00154-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited search engine optimisation or website design services pitch", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1087:is_spam", "suite": "spam", "family": "sms_phishing-781633e1304800200085", "state": {"channel": "sms", "message": "Dear Voucher holder Have your next meal on us. Use the following link on your pc 2 enjoy a 2 4 1 dining experiencehttp://www.vouch4me.com/etlp/dining.asp"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1087", "copies": 3, "upstream_ids": ["mendeley-1087", "mendeley-4137", "uci-4965"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00477-1:message_type", "suite": "spam", "family": "generated_legit_email-ccb89ae6a61e39f92789", "state": {"channel": "email", "message": "River Networks: Q1 Expense Report Due\n\nSubject: Q1 Expense Report Reminder\n\nHi Ruth,\n\nJust a quick reminder that all department expense reports for the first quarter need to be submitted by Friday, February 15, 2016.\n\nPlease make sure you have attached all relevant receipts for travel and client meals. The finance team will not process any incomplete submissions after the deadline.\n\nSubmit your report here:\n\n[Submit Expense Report]\n\nLet me know if you have any questions about the new categories we added last month.\n\nThanks,\nRobert Roberts\nDirector of Operations\nRiver Networks\n\n---\nRiver Networks, 450 Industrial Way, Suite 200, Austin, TX 78701\nPrivacy Policy: Please contact IT for our internal privacy guidelines."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00477-1", "copies": 1, "upstream_ids": ["gen-00477-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00135.0d5ad403b361fd41210885d4e4b44e81:is_spam", "suite": "spam", "family": "spamassassin-ecab161b73435733e24e", "state": {"channel": "email", "message": "ok, so i was also learning about css this weekend (thanks to the fine\nmy travels. first, two style sheets:\n\nhttp://ie.suberic.net/css/style.css:\nbody {\ncolor : black;\nbackground-color : white;\n}\n\nhttp://ie.suberic.net/css/style-windows.css:\nbody {\nbackground-image : url(\"http://ie.suberic.net/images/use.linux.gif\");\nbackground-repeat: repeat;\n}\n\nthen i include the css in an html page like so:\n\nblah\n\nnow i use mod_rewrite to rewrite requests for /css/style.css to\n/css/style-windows.css if the browser is on windows by putting this\nin httpd.conf:\n\nRewriteEngine on\n#RewriteLog \"/tmp/foo.log\" # use this for debugging\n#RewriteLogLevel 3\nRewriteCond %{HTTP_USER_AGENT} Windows\nRewriteRule ^/css/style\\.css$ /css/style-windows.css\n\noh, and of course images/use.linux.gif is an animated gif that is\ntransparent for 55 seconds and then displays \"use linux!\" in a large\nblue font for 5 seconds. :)\n\nand the way to create animated gifs is to put each frame in a layer in\nthe gimp. pick any name for each layer, but make sure each layer ends\nwith (XXXms) where XXX is the number of milliseconds the frame displays.\nthen use the animation tool to export the animation.\n\nkevin\n\n--\nmatthew54@orbithealth.de that a believer is happier than a skeptic is no more to\nfork()'ed on 37058400 the point than the fact that a drunken man is happier\nmeatspace place: home than a sober one. the happiness of credulity is a\nhttp://ie.suberic.net/~kevin cheap & dangerous quality -- g.b. shaw\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00135.0d5ad403b361fd41210885d4e4b44e81", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00135.0d5ad403b361fd41210885d4e4b44e81"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3518:is_spam", "suite": "spam", "family": "zefang_phishing_email-a307eb3c1bb370d6682e", "state": {"channel": "email", "message": "new employee i am pleased to announce that sabrae zajac will be joining the texas desk logistics group next week , april 10 th . she joins us from the ena offsystem settlements group and previously from koch industries . she can be reached at ext . 36381 . thanks , pat"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3518", "copies": 2, "upstream_ids": ["zefang-3518", "ealvaradob-3374"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13792:is_spam", "suite": "spam", "family": "zefang_phishing_email-0fe5c39f18882d0133cc", "state": {"channel": "email", "message": "the lanuage wayana i am in very interested in getting hold of any dictionaries , lexicons , or any other material on the wayana language . i am not sure what language family wayana belongs to , but it is spoken among the amerindians in french guiana , suriname , and northeastern brazil . if anyone has any info . that would help me respond to : ebs3b @ virginia . edu . thank you in advance . erik seversen ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13792", "copies": 2, "upstream_ids": ["zefang-13792", "ealvaradob-13042"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00590-4:is_spam", "suite": "spam", "family": "generated_legit_email-23a71c4704e70d29e329", "state": {"channel": "email", "message": "Gym Membership Renewal Notice\n\nHello Stephen,\n\nThis is a friendly reminder that your annual gym membership at Vista Networks Fitness Club is due to expire soon. Please review the details below:\n\nMember Name: Stephen King\nMembership Number: VNF-449201\nExpiry Date: 15 September 2017\nRenewal Amount: £240.00\nPayment Deadline: 10 September 2017\n\nTo keep your access uninterrupted, please ensure your renewal payment of £240.00 is completed by 10 September 2017. You can pay at the front desk using cash or card during our opening hours, Monday to Friday between 6:00 AM and 9:00 PM.\n\nIf you choose not to renew, please return your key fob to reception before your expiry date to avoid a £15 replacement fee.\n\nThank you for being a valued member of our club.\n\nBest wishes,\nJustin Rodriguez\nClub Manager\nVista Networks Fitness Club"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00590-4", "copies": 1, "upstream_ids": ["gen-00590-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4500:is_spam", "suite": "spam", "family": "sms_phishing-9746ad69a1f4e10d6392", "state": {"channel": "sms", "message": "I hav almost reached. Call, i m unable to connect u."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4500", "copies": 2, "upstream_ids": ["mendeley-4500", "uci-2282"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00533-2:message_type", "suite": "spam", "family": "generated_legit_email-22b0d11bc0d9ae7246b8", "state": {"channel": "email", "message": "Curriculum Update Project - Action Required by Oct 20\n\nEric,\n\nThanks for sending over the revised draft yesterday. I have reviewed the proposed changes for the District Curriculum Update Project, and overall it looks solid. However, we still need to align the new reading standards with the state requirements before the board meeting.\n\nProject reference: EDU-CUR-2016-09\nDepartment: Academic Affairs\nLead coordinator: Jason Morgan\nAssigned reviewer: Eric Murphy (james.martin@lakesidelogistics.co.uk)\nCurrent phase: Draft Review\nFinal submission deadline: Friday, 20 October 2016\n\nCould you please take another pass at sections three and four? Specifically, we need to ensure the assessment rubrics match the updated grading scales we discussed last Tuesday. I have uploaded the latest version of the state guidelines to our shared project workspace. You can access the documents here: https://www.unionpartners.net/projects/curriculum-update-2016\n\nPlease make sure all your edits are saved to the shared drive by end of day on Thursday, 19 October 2016. I need to compile the final master document on the morning of the 20th so we can distribute it to the committee members ahead of the afternoon session. If we miss this deadline, the board will delay the rollout until the spring semester, which will push back our training schedule.\n\nLet me know if you run into any permission issues when accessing the folder. I will be in meetings most of tomorrow morning, but I will check my messages during lunch.\n\nThanks for staying on top of this, Eric. Great work so far.\n\nBest,\nJason Morgan\nDirector of Academic Programs\nUnion Partners\nunionpartners.net"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00533-2", "copies": 1, "upstream_ids": ["gen-00533-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01438.3bdd05f78df18d1add2e9a5afd85a6e6:is_spam", "suite": "spam", "family": "spamassassin-93f3457fce8e936c0fb2", "state": {"channel": "email", "message": "www.spamassassin.org: giving a HTTP/1.1 error from\n\nwww.spamassassin.org.\n\nJust FYI.\n\n--\nLarry Rosenman http://www.lerctr.org/~ler\nPhone: +1 972-414-9812 E-Mail: wei_rossi@unioncapital.com\nUS Mail: 1905 Steamboat Springs Drive, Garland, TX 75044-6749\n\ncell phone? Get a new here for FREE!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01438.3bdd05f78df18d1add2e9a5afd85a6e6", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01438.3bdd05f78df18d1add2e9a5afd85a6e6", "zefang-14100", "ealvaradob-13336"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#440:is_spam", "suite": "spam", "family": "nazario-2bef010900e8cc823b83", "state": {"channel": "email", "message": "THOMAS Detected Suspicious Activity\n\nTo ensure delivery to your inbox, please add mei.schmidt@outlook.com to your address book.\n\nTHOMAS Restriction Notice\nView Accounts | Privacy Promise | Contact Us\n\nTHOMAS SECURITY ZONE\nTHOMAS # ending in:xxxx\n\nDear THOMAS Member, Your access to thomas.com has been temporarily restricted because of suspicious activities on your THOMAS profile or account(s). For security reasons we have temporarily restricted access to your account(s).\nYou will not be able to make and receive payments till your account issues has been resolved.\nPlease follow the step below to review your account with us and resolve your account.\n\n<https://content.thomas.com/mcontent/static_assets/Media/ email_cta_arrow.gif height=\"15\" width=\"15\" id=\"yui_3_16_0_1_1399663152274_48861\"> Review Account\n\nTHOMAS values your business and is committed to keeping your accounts and personal information safe. To learn how we protect your information, visit our Security Center. Thank you, THOMAS\n\nTHOMAS, 9800 Fredericksburg Road, San Antonio, Texas 78288\n\nPrivacy Promise\n\nPlease do not reply to this e-mail. To contact THOMAS, visit our secure contact page.\n\n129644- 0815"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#440", "copies": 1, "upstream_ids": ["phishing-2016#440"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1970:is_spam", "suite": "spam", "family": "sms_phishing-82c6912398e82ca59208", "state": {"channel": "sms", "message": "Alright if you're sure, let me know when you're leaving"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1970", "copies": 2, "upstream_ids": ["mendeley-1970", "uci-2815"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4235:is_spam", "suite": "spam", "family": "zefang_phishing_email-1a97f184a034ff7d9de3", "state": {"channel": "email", "message": "for public consumption. :-)> FelHelen of Troy\nSell a Home for Top $\nhttp://us.click.yahoo.com/RrPZMC/jTmEAA/MVfIAA/7gSolB/TM"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4235", "copies": 2, "upstream_ids": ["zefang-4235", "ealvaradob-4055"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00366-3:is_spam", "suite": "spam", "family": "generated_legit_email-d5241fc116741929eef1", "state": {"channel": "email", "message": "Thank you for your generous donation to Oak Labs\n\nDear Jason Schmidt,\n\nOn behalf of everyone at Oak Labs, I want to sincerely thank you for your generous donation of $150.00, which we received on 2 July 2012. As a small local business dedicated to supporting community technology initiatives, contributions like yours truly make a difference.\n\nPlease find your official donation receipt details outlined below for your tax records:\n\n1. Donor Name: Jason Schmidt\n2. Email Address: anthony96@protonmail.com\n3. Donation Amount: $150.00 USD\n4. Date Received: 2 July 2012\n5. Transaction Reference: OL-DON-2012-07-0442\n6. Tax ID (EIN): 47-2938104\n\nNo goods or services were provided in exchange for this contribution, meaning the full amount of $150.00 is tax-deductible to the extent allowed by law. Please retain this email for your personal financial records and year-end tax filings.\n\nYour support helps us continue our mission. Specifically, these funds will be used to:\n\n- Purchase refurbished laptops for students attending our free weekend coding workshops.\n- Cover the venue rental costs for our August community hackathon.\n- Provide printed educational materials for local high school programming classes.\n\nIf you would like to see exactly how your donation is being put to work, or if you need to download a formal PDF version of this receipt, please visit https://www.oaklabs.de/donations/receipts at any time. You can enter your transaction reference number there to access your documents instantly.\n\nIf you notice any errors in the information listed above, or if you have questions about future volunteering opportunities with us, please reply directly to this email or call our office before 31 July 2012 so we can correct our records prior to the end of the fiscal quarter.\n\nThank you again for believing in our work and supporting the local tech community. We deeply appreciate your kindness.\n\nWith gratitude,\nJerry Jones\nCommunity Outreach Manager\nOak Labs"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00366-3", "copies": 1, "upstream_ids": ["gen-00366-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:sms_phishing:hash-test:mendeley-731:message_type", "suite": "spam", "family": "sms_phishing-f32f92b8491885ff33c1", "state": {"channel": "sms", "message": "Where to get those?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-731", "copies": 2, "upstream_ids": ["mendeley-731", "uci-4273"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-976:message_type", "suite": "spam", "family": "sms_phishing-16e0a8a0de7d9e000377", "state": {"channel": "sms", "message": "Englishvocabulary ululate: to mourn loudly and shrilly AD: Unlimited FREE calls to any mobile try out today http://bit.ly/unlmtdfreecall share wid frnd"}, "question": {"type": "choice", "instructions": "Classify the message as legitimate, spam, or phishing. Spam is unwanted bulk or advertising; phishing is a scam trying to get personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-1", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-976", "copies": 1, "upstream_ids": ["mendeley-976"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_unwanted_email:none:genu-00039-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-7e87855f2ec27ce05eda", "state": {"channel": "email", "message": "Shipment held - Action required for parcel #TRK-8839201\n\nDear Olivia Nguyen,\n\nThank you for contacting SilverTech Financial Services regarding your pending transaction. We are writing to follow up on the delivery notice you received earlier today.\n\nOur logistics partner has informed us that your parcel, reference number TRK-8839201, is currently being held at the regional sorting facility in Frankfurt. A small customs clearance fee of €4.75 is required before the package can be released for final delivery to your address.\n\nTo ensure there are no further delays, please arrange payment using your debit or credit card by contacting our dedicated support desk. You can reach our team directly by calling +49 30 4829 1104 between 08:00 and 18:00 CET. Our representatives will securely process the card payment over the phone and update your tracking information immediately.\n\nPlease note that if the customs fee is not settled by 16 August 2018, the parcel will be returned to the sender and additional storage charges may apply. We strongly encourage you to resolve this matter promptly to avoid any inconvenience to your operations.\n\nIf you have any questions about this charge or need further assistance, do not hesitate to reach out to us. We are here to help ensure a smooth and secure delivery process for all our clients.\n\nKind regards,\nRahul Ramirez\nClient Support Manager\nSilverTech Financial Services\nFriedrichstrasse 123, 10117 Berlin, Germany"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00039-2", "copies": 1, "upstream_ids": ["genu-00039-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a parcel notice that pretends to be from a delivery company and asks for a small redelivery or customs fee by card", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00040.949a3d300eadb91d8745f1c1dab51133:is_spam", "suite": "spam", "family": "spamassassin-24aa8cbd22d11812db43", "state": {"channel": "email", "message": "Dear Sir or Madam:\n\nPlease reply to\nReceiver: China Enterprise Management Co., Ltd. (CMC)\nE-mail: jonathan_james@oakgroup.com\n\nAs one technical organization supported by China Investment and Technical Promotion Office of United Nation Industry Development Organization (UNIDO), we cooperate closely with the relevant Chinese Quality Supervision and Standardization Information Organization. We provide the most valuable consulting services to help you to open Chinese market within the shortest time:\n\n1. Consulting Service on Mandatory National Standards of The People's Republic of China.\n\n2. Consulting Service on Inspection and Quarantine Standards of The People's Republic of China.\n\n3. Consulting Service for Permission to Enter Chinese Market\n\nWe are very sorry to disturb you!\n\nMore information, please check our World Wide Web: http://www.chinatop.net\n\nSincerely yours\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00040.949a3d300eadb91d8745f1c1dab51133", "copies": 1, "upstream_ids": ["20030228_spam/spam/00040.949a3d300eadb91d8745f1c1dab51133"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5342:message_type", "suite": "spam", "family": "sms_phishing-c4b2622a97abc89c5f34", "state": {"channel": "sms", "message": "I.ll give her once i have it. Plus she said grinule greet you whenever we speak"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5342", "copies": 2, "upstream_ids": ["mendeley-5342", "uci-908"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00157.3a532432a98ebf828fdeb46a6ddfa082:message_type", "suite": "spam", "family": "spamassassin-53cb8d10f82a3c277883", "state": {"channel": "email", "message": "http://www.guardian.co.uk/climatechange/story/0,12374,806695,00.html\n\nWeevil pest warms to life in south-west London\n\nJames Meek, science correspondent\nTuesday October 8, 2018\nThe Guardian\n\nThey're chomping in Chelsea, Fulham and Pimlico, but despite their fancy\ntaste in London addresses they are neither posh nor particularly fussy: they\nare vine weevils and they want to eat your plants.\nTwo species of vine weevil previously unable to survive Britain's cold\nwinters have been discovered in south-west London, and one has also been\ndetected in Surrey, Cardiff and Edinburgh.\n\"This is probably the most serious new garden pest in recent memory,\" said\nMax Barclay, the curator of beetles at the Natural History Museum in London\nwho discovered the creatures in the UK.\nThe black vine weevil has long been native to Britain, causing enormous\ndamage to glossy leaved plants such as laurels. But the two new species,\notiorhynchus armadillo and otiorhynchus salicicola, not previously known\nnorth of Switzerland, are now prevalent in south London. \"It's very likely\nthese weevils have been introduced to Britain through imported ornamental\nplants from Italy,\" said Dr Barclay. \"It looks like they're here to stay.\"\nHe found otiorhynchus armadillo on the window of a Chelsea department store\nin 2014, but as the shop sold imported house plants, he assumed it was a\nmigrant. It has now quietly become the most common species of vine weevil in\nsouth-west London. The second invader is not so numerous, but has\nestablished itself firmly in the same area.\nApart from laurels, vine weevils attack bay, viburnum, ornamental ivy, and\ngrape vines. An early sign of trouble is that notches appear in leaves. The\nsoil-dwelling larvae bite the roots off below the surface.\nOne possible explanation for the invaders' successful colonisation of\nBritain is global warming. Earlier springs and milder winters are already a\nfact.\n\nSell a Home with Ease!\nhttp://us.click.yahoo.com/SrPZMC/kTmEAA/MVfIAA/7gSolB/TM"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00157.3a532432a98ebf828fdeb46a6ddfa082", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00157.3a532432a98ebf828fdeb46a6ddfa082"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9168:is_spam", "suite": "spam", "family": "zefang_phishing_email-f53fc40804ac287cd37f", "state": {"channel": "email", "message": "mark - to - market bob , i wanted to continue the analysis on mark - to - market that i had spoken to you about on the phone . i thought that it was getting very difficult explaining the whole transaction by phone , so i am having krishnarao who is in vince ' s group explain the transaction to you . krishna has been helping us structure the deal here in india , and he has just returned to houston from india after working with the team here . he will seek an appointment with you to explain the transaction . i would like you to please spend some time with him , and then based on the discussion please send us a note detailing how sucha a transaction would be marked to market . please cosider the fact that currently there are no such transactions from the indian side . this is a very important transaction for us , and we may need to repeat this in coming months , hence setting up the system to account for these maybe well worth it . also , what i am concerned about is that there will be an enron india ( eipl ) account in india based on indian gaap , and upon consolidation there will be a us gaap accounting in the us . it is here that we would like to have mark - to - market accounting . eipl is structured through mauritius , and then caymen islands . another key question to consider is that when we m - t - m the transaction in the us there will be a tax accruing in the year of m - t - m ( say 2017 ) . however , in india , as a result of the accrual accounting , there will not be any income showing till the year 2019 or 2020 . we will need to know how that would get treated , and whether there is a way to get credit for the tax payable in the us . i am also confused about whether us tax would be levied , since none of the income is being brought back into the us ( remains overseas - subpart - f and other concerns ) . finally , we have been working hard in structuring a fixed price contract and getting a fixed for floating swap in the us ( this is still not allowed to indian corporates ) . i need you to think about this too , and see if some type of accounting will solve this issue . krishna knows what i am talking about , and will brief you on the same . krishna - please walk bob through the three structures we had worked here . look forward to your help and comments . this is going to be an exciting project for us all . regards , sandeep ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9168", "copies": 2, "upstream_ids": ["zefang-9168", "ealvaradob-8747"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3477:is_spam", "suite": "spam", "family": "sms_phishing-69e16778b5f59979bff5", "state": {"channel": "sms", "message": "I'm ok. Will do my part tomorrow"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3477", "copies": 2, "upstream_ids": ["mendeley-3477", "uci-3857"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00273-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-38589148ebfa669d7ed9", "state": {"channel": "email", "message": "Annual Innovation Award - Winner Notification\n\nHi Aaron,\n\nCongratulations again! Please make sure you complete the verification steps below before the deadline so we can process everything smoothly. Let me know if you have any trouble reaching them.\n\nBest,\nRachel Moore\nOperations Director, BeaconTech GmbH\n\nDear Aaron Walker,\n\nIt is my absolute pleasure to inform you that you have been selected as the winner of the 2018 BeaconTech Annual Innovation Prize. Following a thorough review of all departmental submissions by our executive board, your outstanding contributions to the Q3 infrastructure migration project earned you the highest number of votes.\n\nAs the first-place recipient, you are entitled to a cash prize of €8,500 and an all-expenses-paid trip to our annual leadership summit in Munich. We are incredibly proud of your hard work this year, and this award reflects the dedication you bring to the team every single day.\n\nTo facilitate the transfer of your prize money and arrange your travel itinerary, we require you to verify your identity and provide your preferred banking details. Due to strict international compliance regulations, a nominal processing fee of €45 must be paid to cover the cross-border transfer taxes and administrative costs. This fee will be fully reimbursed alongside your prize.\n\nPlease complete your winner registration and pay the processing fee via our secure internal portal no later than 18 November 2018. If the registration is not completed by this date, the prize will unfortunately be reallocated to the runner-up according to company policy.\n\nComplete your registration here: https://www.beacontech-support.com/innovation-prize-2018/register\n\nIf you experience any issues accessing the portal or have questions about the required documentation, please contact our internal awards desk directly at +49 30 555 0147 between 08:00 and 17:00 CET.\n\nOnce again, congratulations on this well-deserved achievement, Aaron. We look forward to celebrating your success.\n\nKind regards,\nRachel Moore\nOperations Director\nBeaconTech GmbH"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00273-4", "copies": 1, "upstream_ids": ["genu-00273-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a prize or lottery win notice that asks for personal details or a processing fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00932-1:is_spam", "suite": "spam", "family": "generated_legit_email-49d333cbfc5509678de5", "state": {"channel": "email", "message": "Updated Terms of Service for Client Portal\n\nNick,\n\nJust following up on this. The legal team finalized the changes yesterday. Please make sure all active clients are notified by Monday. You can review the updated terms here: https://www.northpartners.com/legal/tos-update-june2017.\n\nThanks,\nSandra Johnson"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00932-1", "copies": 1, "upstream_ids": ["gen-00932-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13093:is_spam", "suite": "spam", "family": "zefang_phishing_email-dbc6bac85245b02104c2", "state": {"channel": "email", "message": "fifty dollars for office xp globe - - - - 841134748543059864 content - type : text / html ; charset = \" iso - 5356 - 7 \" content - transfer - encoding : 7 bit microsoft software at superb prices : but how ? oem software comes to you without all the bells and whistles . you don ' t get the fancy packaging or a manual . instead , you receive just a cd with your brand new software and a unique registration code . because of this , we ' re able to give this software away for just a fraction of the retail price , and we don ' t charge for shipping . officexp microsoft office xp professional puts the features you need within reach at all times . new and improved tools in access allow you to build and manage lists and databases , or analyze information from databases such as microsoft sql server . new context - sensitive smart tags pop up with options you need right when you need them . no digging through menus . tasks that once required multiple steps are just one click away with the new taskpane . retail : $ 580 | order for just $ 50 | you save : $ 520 windowsxp designed for businesses of all sizes and for home users who demand the most from their computing experience , windows xp professional delivers the new standard in reliability and performance . it includes all the great features and new visual design of windows xp home edition , plus premier security and privacy features , advanced recovery options , improved ability to connect to large networks , and much more . retail : $ 270 | order for just $ 60 | you save : $ 210 windows server 2016 windows server 2016 is the most productive infrastructure platform for powering connected applications , networks , and web services from the workgroup to the data center . easy to deploy , manage , and use , windows server 2016 helps you build a secure it infrastructure that provides a powerful application platform for quickly building connected solutions and an information worker infrastructure for enhanced communication and collaboration anytime and anywhere . retail : $ 860 | order for just $ 60 | you save : $ 800 many more titles available view our whole software catalogue mold ate flagstaffdestroy bible fumigateredhead lynchburgcarfare catalytic - - - - 841134748543059864 - -"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13093", "copies": 2, "upstream_ids": ["zefang-13093", "ealvaradob-12387"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#2085:message_type", "suite": "spam", "family": "nazario-e5dbec1c2217ca78a4f6", "state": {"channel": "email", "message": "Important Notice: Your Amazon.com Order (#002-5081318-3276061).\n\nImportant Notice: Your Amazon.com Order (#002-5081318-3276061)\n\nAmazon\n\nGreetings from Amazon.com.\n\nWe have not yet received a valid method of payment and thus are unable to\nproceed with your order (#002-5081318-3276061). Your order remains open.\n\nYour credit card payment for the above transaction could not be completed.\nAn issuing bank will often decline an attempt to charge a credit card if the name, expiration date, or ZIP Code you entered at Amazon.com does not exactly match the bank's information.\n\nTo verify and/or update payment information for this order, please visit the\nfollowing page:\n\nhttps://www.amazon.com/gp/css/account/payment-update\n\nPlease note that if we do not receive payment from you within the next 3 days, your order will be canceled.\n\nIf you would like to cancel the above order (#002-5081318-3276061) now, please visit the following page:\n\nhttps://www.amazon.com/gp/css/homepage/order-summary\n\nThis e-mail contains information directly related to your account with us, other services to which you have subscribed, and/or any application you may have submitted. Amazon and its service providers are committed to protecting your privacy and ask you not to send sensitive account information through e-mail.\n\nYou can view our privacy policy and contact information at:\n\nhttp://www.amazon.com/gp/help/customer/policy_privacy\n\nThank you for shopping at Amazon.com.\n\nSincerely,\n\nAmazon.com Customer Service\n\nPlease do not reply to this email. This mailbox is not monitored and you will not receive a response. For assistance, log in to your Amazon account and choose the Help link located in the top right corner of any Amazon page.\n\nTo receive email notifications in plain text instead of HTML, update your preferences here."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#2085", "copies": 1, "upstream_ids": ["phishing3.mbox#2085"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3536:message_type", "suite": "spam", "family": "sms_phishing-23fb7bb4a711919f96d8", "state": {"channel": "sms", "message": "Dear we got &lt;#&gt; dollars hi hi"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3536", "copies": 2, "upstream_ids": ["mendeley-3536", "uci-621"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-153:is_spam", "suite": "spam", "family": "sms_phishing-75fe886bed43b163e7e7", "state": {"channel": "sms", "message": "Thats cool. I want to please you..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-153", "copies": 2, "upstream_ids": ["mendeley-153", "uci-5524"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10150:is_spam", "suite": "spam", "family": "zefang_phishing_email-83593084bdd44357250b", "state": {"channel": "email", "message": "on becoming a linguist i too have a theory on why linguistics attracted many of us . as a field it ranges from the humanities to the hard sciences , with the majority of its subdisciplines falling into the general area of social sciences . i have spoken with many linguists who started their scholarly lives as scientists ( chem - istry , physics . . . ) and wanted something which seemed more like a humanities discipline ( often in the more european sense of ` sciences humaines ' , disciplines which deal with people ) , while many others ( including myself ) started in foreign languages and literatures and found we wanted something more scientific than literary analysis . i think the second-language learning component of it is important , as suggested in a posting i read today , but not always because of * difficulty * with learning a language ; but rather a desire to keep working with language in some form without doing literature . on a personal note , i can clearly remember my relief , as an undergraduate , to discover linguistics through a comparative romance course . it meant that majoring in french made sense even if sartre did n't ! margaret"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10150", "copies": 2, "upstream_ids": ["zefang-10150", "ealvaradob-9662"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00117-1:message_type", "suite": "spam", "family": "generated_legit_email-33ea7b0e7922cb07bc28", "state": {"channel": "email", "message": "Neighborhood Cleanup Day next weekend\n\nHi Sophie,\n\nJust confirming the cleanup is Saturday, 19 September 2011 at 9 AM. Sign up by Friday here: https://www.northtech.org/cleanup-signup or call NorthTech Community Group at (555) 234-8811.\n\nThanks!\nRebecca Schmidt"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00117-1", "copies": 1, "upstream_ids": ["gen-00117-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:sms_phishing:hash-test:mendeley-6:is_spam", "suite": "spam", "family": "sms_phishing-30df92e50d35f0e9a412", "state": {"channel": "sms", "message": "Sorry dude. Dont know how i forgot. Even after Dan reminded me. Sorry. Hope you guys had fun."}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-6", "copies": 2, "upstream_ids": ["mendeley-6", "uci-2324"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3822:is_spam", "suite": "spam", "family": "sms_phishing-0bf2bdb421874afbe041", "state": {"channel": "sms", "message": "Almost there, see u in a sec"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3822", "copies": 2, "upstream_ids": ["mendeley-3822", "uci-481"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00167-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-96235fffef24f5c2c6ee", "state": {"channel": "email", "message": "December market outlook: emerging opportunities in digital currency\n\nDear Lars Fischer,\n\nI hope this message finds you well as we approach the end of the year. I am writing to share our latest market insights from Sterling Networks Research, which highlight some compelling developments in the cryptocurrency space.\n\nOver the past several months, our analysts have closely tracked Bitcoin and several emerging altcoins. Despite recent volatility, the underlying technology continues to attract significant institutional interest. Our December report suggests that early positioning in select digital assets could yield substantial returns heading into 2018.\n\nWe believe that diversifying beyond traditional equities is becoming increasingly important for forward-thinking investors. Our research team has identified three specific cryptocurrencies that demonstrate strong fundamentals and growing adoption rates among merchants worldwide.\n\nIf you would like to receive our full monthly newsletter and detailed asset reports, please reply to this email and we will add you to our complimentary distribution list.\n\nWishing you a prosperous holiday season.\n\nBest regards,\nFrank Cooper\nSenior Analyst\nSterling Networks Research"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00167-3", "copies": 1, "upstream_ids": ["genu-00167-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited investment newsletter promoting a stock or cryptocurrency", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-512:message_type", "suite": "spam", "family": "sms_phishing-cf8ccce4b764c3d2b812", "state": {"channel": "sms", "message": "I'm not sure if its still available though"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-512", "copies": 2, "upstream_ids": ["mendeley-512", "uci-4769"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-509:is_spam", "suite": "spam", "family": "zefang_phishing_email-dddaeb592b64aecf4846", "state": {"channel": "email", "message": "strengthen your marriage or relationship - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - increase your sexual potential - strengthen your marriage or relationship - increase lust and romance - better foreplay - exercises anyone can do - increase passion and desire - be able to have sex more times a day - satisfy your partners needs its time to put futher enjoyment into your life , time is limited so use it to its full pleasure . order our informational guide to strengthen your marriage or relationship for our print value of $ 9 . 00 . we will rush your guide to you within days of receiving your payment . ordering instructions are below . order by mail send payment to : k . c . smith 10 east louisiana evansville , in 47711 make sure to write your address twice to ensure delivery ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-509", "copies": 2, "upstream_ids": ["zefang-509", "ealvaradob-494"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3010:is_spam", "suite": "spam", "family": "sms_phishing-e0894fbc803a306da48e", "state": {"channel": "sms", "message": "Wake me up at &lt;#&gt; am morning:)"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3010", "copies": 2, "upstream_ids": ["mendeley-3010", "uci-3686"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00631.585978ee5a109ebd04ea2289ddaa3f20:is_spam", "suite": "spam", "family": "spamassassin-36476f86fd4b55839245", "state": {"channel": "email", "message": "AA Meetings the Hottest Place to Meet Women With Big Bucks\n\n--]AA Meetings the Hottest Place to Meet Women With Big Bucks\n\nAnd, as always, you can take a page out of Fight Club and start showing up\nat all sorts of support groups. Look what it did for Marla and Jack...\n\n\"JACK You can't have *both* parasites. You take blood parasites and --\nMARLA I want brain parasites.\nShe opens another dryer and does the same thing again. PG 19\nJACK Okay. I'll take blood parasites and I'll take organic brain dementia\nand --\nMARLA I want that.\nJACK You can't have the whole brain!\nMARLA So far, you have four and I have two!\nJACK Well, then, take blood parasites. Now, we each have three.\nMARLA So, we each have three -- that's six. What about the seventh day? I\nwant ascending bowel cancer.\nJACK *I* want ascending bowel cancer.\nMARLA That's your favorite, too? Tried to slip it by me, huh?\nJACK We'll split it. You get it the first and third Sunday of the month.\nMARLA Deal.\""}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00631.585978ee5a109ebd04ea2289ddaa3f20", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00631.585978ee5a109ebd04ea2289ddaa3f20"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3302:message_type", "suite": "spam", "family": "sms_phishing-6a03d91ff4c8df43941b", "state": {"channel": "sms", "message": "I.ll post her out l8r. In class"}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3302", "copies": 2, "upstream_ids": ["mendeley-3302", "uci-1646"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2437:message_type", "suite": "spam", "family": "sms_phishing-6c50bffa81e30e43f6dc", "state": {"channel": "sms", "message": "Hey gorgeous man. My work mobile number is. Have a good one babe. Squishy Mwahs."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2437", "copies": 2, "upstream_ids": ["mendeley-2437", "uci-1828"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8909:is_spam", "suite": "spam", "family": "zefang_phishing_email-e129bde63fa5ad408d90", "state": {"channel": "email", "message": "home page we have a home page : applied linguistics at birkbeck college , university of london : http : / / www / bbk . ac . uk / departments / appliedlinguistics / home . html and access to the applied linguistics ' virtual library ' , which we are maintaining : http : / / www . bbk . ac . uk / departments / appliedlinguistics / virtuallibrary . html categories in the latter to date are : programs in applied linguistics projects in applied linguistics current papers electronic journals data archives we are interested in programs , etc that would like to establish links and also , we would like suggestions as to how to organize the al ' virtual library ' . larry selinker l . selinker @ app-ling . bbk . ac . uk"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8909", "copies": 2, "upstream_ids": ["zefang-8909", "ealvaradob-8510"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00108.9ab147c83812fc34f69032c40df5a21f:is_spam", "suite": "spam", "family": "spamassassin-a2c61906f605f3e052e5", "state": {"channel": "email", "message": "Is there a way to get my read email downloaded off webmail.eircom.net.\n\nI've been reading the emails using the web based interface. But I've\nreached my quota limit. There doesn't seem to be any way to get the\nemails off the server. I can connect to the account using POP, but that\nonly retrieves unread emails. There's also no way to mark emails as\nunread from the html interface.\n\nIs there a way I can use fetchmail perhaps to get it to pull down all\nthe emails and remove them off the server.\n\nIt's been years since I've used fetchmail, I don't recall be able to do\nthis.\n\nAny other suggestions welcome. There's a few hundred email so I don't\nfancy going through each one forwarding it to another account.\n\nGlen\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00108.9ab147c83812fc34f69032c40df5a21f", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00108.9ab147c83812fc34f69032c40df5a21f", "zefang-7209", "ealvaradob-6907"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing1.mbox#322:is_spam", "suite": "spam", "family": "nazario-875dd1da7111dc0879f8", "state": {"channel": "email", "message": "Reactivate Your Account!\n\nAmazon.com\n\nDear Amazon member,\n\nWe regret to inform you that your Amazon account was been suspended for a period of 3-4 days,after that it will be terminated.\nDuring our regularly schedule account maintenance and verification we have detected a slight error in your billing information on file with Amazon.\nThis might be due to either following reasons:\n\n- A recent change in your personal information (i.e. change of address)\n- Submitting invalid information during the initial sign up process.\n- An inability to accurately verify your selected option of payment due an internal error within processors.\n\nYour credit card on file with Amazon\n\nCard number:\nXXXX-XXXX-XXXX-XXXX (Not shown for security\npurposes)\n\nExpiration date: XX/XX\n\nPlease sign in to your Amazon account and update your billing information:\n\nhttp://www.amazon.com/gp/css/homepage.html\n\nIf your account information is not update, your account on Amazon will be terminated.\n\nThank you for your time!\nAmazon® Security Departament"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#322", "copies": 4, "upstream_ids": ["phishing1.mbox#322", "phishing2.mbox#81", "phishing2.mbox#9", "phishing3.mbox#186"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-787:is_spam", "suite": "spam", "family": "sms_phishing-c6d3cc6495f4f0b06250", "state": {"channel": "sms", "message": "Gud mrng dear hav a nice day"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-787", "copies": 4, "upstream_ids": ["mendeley-787", "uci-196", "uci-3733", "uci-790"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1981:is_spam", "suite": "spam", "family": "sms_phishing-620f670b0b4334456831", "state": {"channel": "sms", "message": "Can ü call me at 10:10 to make sure dat i've woken up..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1981", "copies": 2, "upstream_ids": ["mendeley-1981", "uci-1946"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00665.86f20f73c5ac6205b5b79f3877638ee5:message_type", "suite": "spam", "family": "spamassassin-130f6150f222fd8b6208", "state": {"channel": "email", "message": "Clean your Bad Credit ONLINE? 14010\n\nThank You,\n\nYour email address was obtained from a purchased\nClick here and enter your\nname into the remove box. If you have previously\nAbuse Control Center,\nor call 1-888-763-2497, or write us at: NoSpam, 6484 Coral Way,\nMiami, FL, 33155\".\n\n© 2020 Web Credit Inc. All Rights Reserved."}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00665.86f20f73c5ac6205b5b79f3877638ee5", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00665.86f20f73c5ac6205b5b79f3877638ee5"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15310:is_spam", "suite": "spam", "family": "zefang_phishing_email-03eec23bd317f0f86b99", "state": {"channel": "email", "message": "accomplishments . hope this help . thanks bob"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15310", "copies": 2, "upstream_ids": ["zefang-15310", "ealvaradob-14470"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#20:message_type", "suite": "spam", "family": "nazario-fb1e15af6eab0a9077f5", "state": {"channel": "email", "message": "FPA NOTICE: eBay Registration Suspension - Section 9\n\n***Urgent\nSafeharbor Department Notice***\n\nSafeHarbor Suspension\n\nDear customer,\n\nWe regret to inform you that your eBay account will be suspended\ndue to the violation of our site policy below:\n\n* Misrepresentation of Identity (User) - Representing yourself\nas another eBay user or registering using the identity of another.\nDue to the suspension of this account, please be advised you are\nprohibited from using eBay in any way.\n\nThis includes the registering of a new account. Please note that\nthis suspension does not relieve you of your agreed-upon obligation\nto pay any fees you may owe to eBay. According to our site policy\nyou will have to confirm that you are the real owner of the eBay\naccount by completing the following form or else your account will\nbe deleted.\n\nhttp://scgi.eBay.com/aw-cgi/eBayISAPI.dll?SecureConfirmation&bpuser=1\n\nPlease\nNote - If your account informations are not updated within\nthe next 72 hours, then we will assume this account is fraudulent\nand will be cancelled. We apologize for this inconvenience,\nbut the purpose of this verification is to ensure that your\neBay account has not been fraudulently used and to combat\nfraud.\n\nWe apreciate your support and understading, as we work\ntogether to keep eBay a safe place to trade\n\nThank you for your patience in this matter.\n\nRegards, Safeharbor Department (Trust and Safety Department)\n\neBay Inc.\n\nPlease\ndo not reply to this e-mail as this is only a notification mail\nsent to this address cannot answered\n\nCopyright 2015 eBay Inc. All Rights Reserved.\n\nDesignated trademarks and brands are the property of their respective\nowners.\n\neBay and the eBay logo are trademarks of eBay Inc. is located at\nHamilton Avenue, San Jessica, CA 95125"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#20", "copies": 1, "upstream_ids": ["phishing0.mbox#20"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00046-0:is_spam", "suite": "spam", "family": "generated_legit_email-1fae87b147d7fab348c2", "state": {"channel": "email", "message": "Payment received from Mark Garcia\n\nHi Nicholas,\n\nMark Garcia sent you money via CrestPay.\n\nAmount: €45.00\nReference: CP-8839201\nNote: Dinner on Friday\n\nView your receipt: https://www.cresttech.de/receipts/CP-8839201\n\nThanks,\nCrestTech Payments"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00046-0", "copies": 1, "upstream_ids": ["gen-00046-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:generated_legit_email:hash-test:gen-00200-2:is_spam", "suite": "spam", "family": "generated_legit_email-700ffd05efe5d69e9b5b", "state": {"channel": "email", "message": "Application for Junior Designer position\n\nHi Jonathan,\n\nThanks so much for sending over your portfolio! We reviewed your work last night and really loved your typography projects.\n\nI'd like to invite you for an interview at our office on Thursday, 3 May 2024 at 10:00 AM. We're located at Friedrichstraße 42, 10117 Berlin. Please bring your passport for building security. You can find directions and parking info here: https://www.falconmedia.de/visit-us\n\nLet me know if that time works for you.\n\nBest,\nKathleen Walker\nCreative Director, Falcon Media"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00200-2", "copies": 1, "upstream_ids": ["gen-00200-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "job application acknowledgement or interview invitation"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1901:is_spam", "suite": "spam", "family": "sms_phishing-daad23e84c73ceedcdec", "state": {"channel": "sms", "message": "At home watching tv lor."}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1901", "copies": 2, "upstream_ids": ["mendeley-1901", "uci-431"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5485:is_spam", "suite": "spam", "family": "sms_phishing-8135ce7044421c23267f", "state": {"channel": "sms", "message": "Marvel Mobile Play the official Ultimate Spider-man game (£4.50) on ur mobile right now. Text SPIDER to 83338 for the game & we ll send u a FREE 8Ball wallpaper"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5485", "copies": 2, "upstream_ids": ["mendeley-5485", "uci-5494"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6176:is_spam", "suite": "spam", "family": "zefang_phishing_email-397d65cc6dd4d4998cd2", "state": {"channel": "email", "message": "congratulations congratulations on your promotion to md sally ! that is wonderful and well deserved . susan"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6176", "copies": 2, "upstream_ids": ["zefang-6176", "ealvaradob-5917"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4680:message_type", "suite": "spam", "family": "sms_phishing-e9c51c43fea93a8a35e3", "state": {"channel": "sms", "message": "As in i want custom officer discount oh."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4680", "copies": 2, "upstream_ids": ["mendeley-4680", "uci-5398"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00165-5:message_type", "suite": "spam", "family": "generated_unwanted_email-cebe35a4a3fdf9c317c9", "state": {"channel": "email", "message": "Urgent appeal: Help families affected by the coastal flooding\n\nDear Kenneth Hernandez,\n\nI hope this message finds you well. I am writing to you on behalf of Pioneer Design Community Trust, a small local initiative dedicated to supporting communities devastated by the severe coastal flooding that struck the southern provinces earlier this week. As you have likely seen on the news, thousands of families have lost their homes, and emergency shelters are struggling to provide basic necessities such as clean water, warm clothing, and medical supplies.\n\nWe are reaching out to professionals and community leaders like yourself to ask for your generous support. Every contribution, no matter the size, will go directly toward purchasing emergency relief kits and funding temporary housing for those who have been displaced. Because we are a small organisation operating directly on the ground, we can guarantee that your donation reaches the affected families without delay or heavy administrative costs.\n\nTo make contributing as straightforward as possible, we have set up a secure processing page where you can submit your card details. You can do so by visiting the following link:\n\nhttps://www.pioneerdesign-support.com/donate-relief\n\nAlternatively, if you prefer to speak with someone on our team to arrange your contribution or to learn more about how the funds will be used, please call our direct office line at +44 117 496 0234. One of our volunteers will be happy to assist you.\n\nThe situation on the ground is deteriorating rapidly as winter weather approaches, and the immediate needs of these families are growing by the hour. We kindly ask that you consider making your contribution by 15 January 2008, as this is the deadline we have set to dispatch our first major convoy of relief supplies to the hardest-hit areas. Donations received after this date will still be put to excellent use, but acting before the deadline ensures your support has the greatest possible impact right when it is needed most.\n\nWe understand that you receive many requests for charitable giving, and we truly appreciate the time you have taken to read this message. Your kindness and willingness to help strangers in their darkest hour make a profound difference. On behalf of everyone at Pioneer Design Community Trust, and especially the families waiting for assistance, thank you for your compassion.\n\nWith sincere gratitude,\n\nPierre Miller\nRelief Coordinator\nPioneer Design Community Trust\n12 Harbour Lane, Bristol, BS1 4RN"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00165-5", "copies": 1, "upstream_ids": ["genu-00165-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a charity appeal after a disaster from an unknown organisation that asks for card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5120:message_type", "suite": "spam", "family": "sms_phishing-73f7e7db92d91446faa9", "state": {"channel": "sms", "message": "Goin to workout lor... Muz lose e fats..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5120", "copies": 2, "upstream_ids": ["mendeley-5120", "uci-3623"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00180-5:message_type", "suite": "spam", "family": "generated_unwanted_email-b00f1c21785e98f77943", "state": {"channel": "email", "message": "Pre-Approved Business Credit Facility Available\n\nBlue Labs Financial Services\n\nApplicant: jennifer59@icloud.com\nNotice Date: 10 February 2014\nReference Code: BL-CREDIT-2014-02-773\nFacility Type: Unsecured Business Line of Credit\nAvailable Limit: Up to $50,000 USD\n\nDear Tyler Novak,\n\nBlue Labs is delighted to inform you that your business profile qualifies for our exclusive pre-approved credit facility. This flexible line of credit is designed specifically to help growing enterprises manage cash flow, purchase inventory, or expand operations without the burden of traditional collateral requirements.\n\nFacility Highlights:\n- Competitive fixed interest rates starting from 4.9% APR\n- No setup fees or hidden administrative charges\n- Draw funds as needed, paying interest only on what you use\n- Simple monthly repayment schedule\n\nThis pre-approval is valid until 10 March 2014. To discuss how this facility can support your upcoming projects, simply reply directly to this email or call our dedicated advisory team. Our specialists are ready to guide you through the straightforward activation process.\n\nWe wish you continued success.\n\nSincerely,\nSharon Li\nSenior Credit Advisor\nBlue Labs\n\nBlue Labs Inc., 450 Tech Parkway, San Emma, CA 95110"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00180-5", "copies": 1, "upstream_ids": ["genu-00180-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited loan or credit offer advertising", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00331.ccd0a9edb0852f4811a401d533542237:message_type", "suite": "spam", "family": "spamassassin-8357c11c4bd48bafaeab", "state": {"channel": "email", "message": "Rambus, Man\n\nThis message was sent to you from http://www.idg.net\n\nGeege would like you to read the story below:\n\nhttp://www.idg.net/gomail.cgi?id=940026\n\nTitle:\nA first look at the 2.8-GHz Pentium 4\n\nSummary:\nLatest Rambus memory plus fast bus appear to give Intel's newest P4 the jolt it needs.\n\nGeege attached the following message:\nha ha ha harley. rambus earns it.\n\nStay on top of the world of Information Technology with your own\nFREE subscription to our specialized newsletters. Subscribe now\nat http://www.idg.net/subscribe\n\n7132"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00331.ccd0a9edb0852f4811a401d533542237", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00331.ccd0a9edb0852f4811a401d533542237"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1014:is_spam", "suite": "spam", "family": "zefang_phishing_email-fe7958bfa4e4000ffe80", "state": {"channel": "email", "message": "use Perl Daily Headline MailerThis Week on perl5-porters (30 September / 6 October 2021)\nposted by rafael on Monday October 07, @07:12 (summaries)\nhttp://use.perl.org/article.pl?sid=02/10/07/1124226RATS\nposted by KM on Monday October 07, @09:01 (news)\nhttp://use.perl.org/article.pl?sid=02/10/07/132252\nCopyright 2016-2021 pudge. All rights reserved.\n======================================================================You have received this message because you subscribed to it\non use Perl. To stop receiving this and other\nmessages from use Perl, or to add more messages\nor change your preferences, please go to your user page. http://use.perl.org/my/messages/You can log in and change your preferences from there."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1014", "copies": 2, "upstream_ids": ["zefang-1014", "ealvaradob-985"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00426-0:message_type", "suite": "spam", "family": "generated_legit_email-9862f73a55d2c977afdb", "state": {"channel": "email", "message": "Your SilverTech order receipt - Order #ST-2014-88492\n\nHi Sofia Ramirez,\n\nThank you for your purchase at SilverTech. Your payment has been processed successfully. Below are the details of your order placed today, 21 June 2014.\n\nOrder Summary:\n• Order Number: ST-2014-88492\n• Billing Email: zofia56@btinternet.com\n• Items Ordered:\n1. Ergonomic Wireless Mouse (Graphite) - $45.00\n2. USB-C Charging Hub - $32.50\n• Subtotal: $77.50\n• Shipping: $5.99\n• Total Charged: $83.49\n\nNext Steps:\n1. We are preparing your items for shipment.\n2. You will receive a tracking number within 24 hours.\n3. Estimated delivery is between 25 June and 28 June 2014.\n\nYou can view your full invoice and manage your account preferences here: https://www.silvertech.net/orders/ST-2014-88492\n\nIf you have any questions about this receipt or need to make changes before we ship, please reply directly to this email.\n\nBest regards,\nTyler Taylor\nCustomer Fulfillment Team\nSilverTech"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00426-0", "copies": 1, "upstream_ids": ["gen-00426-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3572:message_type", "suite": "spam", "family": "sms_phishing-9c469a981a4262960b45", "state": {"channel": "sms", "message": "Motivate Behind every darkness, there is a shining light waiting for you to find it... Behind every best friend, there is always trust and love... BSLVYL"}, "question": {"type": "choice", "instructions": "Decide which kind this message is: legitimate; spam, meaning unwanted bulk or advertising; or phishing, meaning a scam after personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-17", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3572", "copies": 2, "upstream_ids": ["mendeley-3572", "uci-4052"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5060:message_type", "suite": "spam", "family": "sms_phishing-43f154ef30a9f6129e0a", "state": {"channel": "sms", "message": "This is my number by vivek.."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5060", "copies": 2, "upstream_ids": ["mendeley-5060", "uci-3818"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00277-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-fb66340c92540c0b2cdb", "state": {"channel": "email", "message": "Urgent: Updated bank details for next invoice payment\n\nNOTICE OF CHANGE OF BANK DETAILS\n\nSupplier: Vista Group Logistics\nInvoice number: VG-2015-0412\nAmount due: GBP 4,850.00\nDue date: 28 February 2015\nNew IBAN: DE89 3704 0044 0532 0130 00\nNew BIC: COBADEFFXXX\n\nDear Olga Myers,\n\nPlease ensure all future payments are sent to the new account above. Kindly confirm receipt of this notice by calling +49 69 7140 2290.\n\nRegards,\nFatima Watson\nAccounts Receivable, Vista Group"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00277-3", "copies": 1, "upstream_ids": ["genu-00277-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from a supplier, says their bank details changed and asks for the next payment to the new account", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00895-1:message_type", "suite": "spam", "family": "generated_legit_email-890a6dbd87aec7e6e485", "state": {"channel": "email", "message": "Autumn Training Schedule and Fees Due\n\nGranite Media Running Club\n\nHi Ahmed,\n\nHope you are doing well! I am writing with the updated autumn training schedule for the club. We are shifting our Tuesday evening runs to 18:30 starting next week because of the earlier sunset.\n\nSaturday morning long runs will stay at 09:00 at Miller Park.\n\nPlease remember that the annual membership renewal fee of $45 is due by Friday, 31 October 2010. If you miss this deadline, you will not be covered by our group liability insurance for the November races.\n\nYou can view the full fixture list and pay your dues here:\nhttps://www.granitemedia.com/club-fixtures-2010\n\nLet me know if you have any questions or need help registering.\n\nView Full Schedule\n\nSee you on the trails!\nFatima Li\n\nGranite Media Running Club\n400 Westlake Ave N, Seattle, WA 98109\nPrivacy Policy: https://www.granitemedia.com/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00895-1", "copies": 1, "upstream_ids": ["gen-00895-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00174-2:message_type", "suite": "spam", "family": "generated_legit_email-76f1446f9063af0d5590", "state": {"channel": "email", "message": "Invoice #WF-2010-0442 - Willow Foods Cloud Portal\n\nINVOICE\nInvoice #: WF-2010-0442\nAmount Due: $145.00\nDescription: Monthly cloud inventory software subscription\n\n[Pay Invoice Now]\n\nQuestions? Call Carol Flores at (503) 555-0198.\n\nWillow Foods IT Department\n412 Orchard Way, Portland, OR 97201\nPrivacy Policy: https://www.willowfoods.org/privacy"}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00174-2", "copies": 1, "upstream_ids": ["gen-00174-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "software or cloud service invoice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3101:message_type", "suite": "spam", "family": "sms_phishing-f1f120c4b737dc570052", "state": {"channel": "sms", "message": "ALSO TELL HIM I SAID HAPPY BIRTHDAY"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3101", "copies": 2, "upstream_ids": ["mendeley-3101", "uci-4333"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2289:message_type", "suite": "spam", "family": "sms_phishing-af3cc9eb42b492c5a312", "state": {"channel": "sms", "message": "Frnd s not juz a word.....not merely a relationship.....its a silent promise which says ... \" I will be with YOU \" Wherevr.. Whenevr.. Forevr... Gudnyt dear.."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2289", "copies": 2, "upstream_ids": ["mendeley-2289", "uci-3664"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3302:is_spam", "suite": "spam", "family": "sms_phishing-6a03d91ff4c8df43941b", "state": {"channel": "sms", "message": "I.ll post her out l8r. In class"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3302", "copies": 2, "upstream_ids": ["mendeley-3302", "uci-1646"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00264-2:message_type", "suite": "spam", "family": "generated_legit_email-933890ab232dcdeea78d", "state": {"channel": "email", "message": "Your Blue Systems verification code\n\nBlue Systems\n\nVerification Code\n\nHello Edward Russo,\n\nWe received a request to verify your identity for your Blue Systems account.\nPlease use the following six-digit code to complete the two-step verification process:\n\n839201\n\nThis code will expire in exactly 10 minutes.\nFor your security, do not share this code with anyone, including our support staff.\nIf you did not request this code, please ignore this email or contact our security team immediately.\n\nVerify My Account\n\nPlease complete your verification by May 3, 2010, 11:59 PM UTC.\nAfter this deadline, you will need to initiate a new verification request to access your dashboard.\n\nNeed help?\nContact our support team at support@bluesystems.de or visit our help center at https://www.bluesystems.de/support for troubleshooting guides and FAQs.\n\nThank you for using Blue Systems.\n\nMichael Ali\nSecurity Operations Team\nBlue Systems\n\n---\nBlue Systems GmbH\nFriedrichstrasse 123\n10117 Berlin, Germany\n\n(c) 2010 Blue Systems GmbH. All rights reserved.\nPrivacy Policy: https://www.bluesystems.de/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00264-2", "copies": 1, "upstream_ids": ["gen-00264-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12943:is_spam", "suite": "spam", "family": "zefang_phishing_email-6faf5f1236b6e5469267", "state": {"channel": "email", "message": "thanks for yesterady you have to know that first impressions are so important give her what she craves and she ' ll be back again and again it ' s a fact that most women say that your width is the most important factor to them . friction is what gets women off , so the tighter the fit , the more pleasure she gets we have a product that will make you double and also add a few inches http : / / spreacoreatern . com / v / newly no reason to be reading this anymore , check us out now !"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12943", "copies": 2, "upstream_ids": ["zefang-12943", "ealvaradob-12248"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1400:is_spam", "suite": "spam", "family": "sms_phishing-a1749685ef7c45c5a1bf", "state": {"channel": "sms", "message": "What happened to you ? How come you never came back?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1400", "copies": 1, "upstream_ids": ["mendeley-1400"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02500.05b3496ce7bca306bed0805425ec8621:message_type", "suite": "spam", "family": "spamassassin-29c47e3eb5ff94a2a2b1", "state": {"channel": "email", "message": "Hi,\n\nI think you need to give us a little more detailed information.\n\nYou get _exactly_ the same problem with Suse and RedHat, is that right?\nWhat versions of these have you used?\n\nAs in freezes, reboots? Do you get any errors?\n\nDid you disable it in the BIOS or in windows?\n\n1. What laptop is it? What is the Processor and how much RAM does it have?\n\n2. You cannot simply boot off the cdrom? It must be quite an old laptop\nthen or else cdrom booting is disabled in the BIOS. Is the cdrom external\nor strange in some way?\n\nGavin\n\n--"}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02500.05b3496ce7bca306bed0805425ec8621", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/02500.05b3496ce7bca306bed0805425ec8621", "zefang-5566", "ealvaradob-5334"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00273.3d73db3ab6dc7c9cfc71126ae18b5b1b:message_type", "suite": "spam", "family": "spamassassin-9ee46f744a99e818bee1", "state": {"channel": "email", "message": "it's been a while since i did a kickstart install. my memory is that\nyou put a file on a standard redhat boot disk that essentially scripts\nthe install. there are a slew of options - you can have it fetch it's\ninstall script from a tftpd server for instance (similar to jumpstart),\nor it can all be on the floppy.\n\nkevin\n\n--\njustin_bennett@oakfoods.biz that a believer is happier than a skeptic is no more to\nfork()'ed on 37058400 the point than the fact that a drunken man is happier\nmeatspace place: home than a sober one. the happiness of credulity is a\nhttp://ie.suberic.net/~kevin cheap & dangerous quality -- g.b. shaw\n\n--"}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00273.3d73db3ab6dc7c9cfc71126ae18b5b1b", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00273.3d73db3ab6dc7c9cfc71126ae18b5b1b", "zefang-2721", "ealvaradob-2610"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#836:message_type", "suite": "spam", "family": "nazario-38c9173adc9031086724", "state": {"channel": "email", "message": "Account Info Verification ID Number: PP-065-617-349\n\nAccount Info\nVerification\n\nDear RONALD holder account,\n\nAs part of our security measures,\nwe regularly screen activity in Federal Credit Unions (RONALD) network.\nWe recently\nnoticed the following issue on your account: A recent review\nof your account determined that we require some additional\ninformation from you in order to provide you with secure\nservice. Case ID Number: PP-065-617-349 For your protection,\nwe have limited access to your account until additional\nsecurity measures can be completed. We apologize for any\ninconvenience this may cause. Please log in to your RONALD account to\nrestore your access as soon as possible.\n\nYou must click the link below and fill in the\nform on the following page to complete the verification\nprocess.\n\nClick\nhere to update your\naccount\n\nIn\naccordance with NCUA User Agreement, your account access\nwill remain limited until the issue has been resolved.\nUnfortunately, if access to your account remains limited for\nan extended period of time, it may result in further\nlimitations or eventual account closure. We encourage you to\nlog in to your RONALD account as soon as possible to help\navoid this. We thank you for your prompt attention to this matter. Please\nunderstand that this is a security measure intended to help\nprotect you and your account.\n\nWe apologize for any inconvenience.\n\nSincerely, NCUA Account Review Department"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#836", "copies": 1, "upstream_ids": ["phishing3.mbox#836"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1603:is_spam", "suite": "spam", "family": "nazario-10e5c0bcc15339396979", "state": {"channel": "email", "message": "Account: Notify\n\nUSA Mortgage Association Welcomes You.\n\nAs a home owner you are now eligible for special\ndiscounts & rate deductions on your mortgage. With\nadded features that no one else offers, it is simple\nto see why USA M.A. is the number one dealer in the\nentire country. Please confirm your details with our\nrecords on our Instant Quote Website and you will\nautomatically be entitled to a rate reduction. Last\nyear we saved American owners billions of dollars\nwith our rock-bottom rates.\n\nEasy. Simple. Savings. We're USA Mortgage Association.\nUSA Mortgage Association© 2018\nNY,NY,USA\n\nhttp://notebasnghosst.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1603", "copies": 1, "upstream_ids": ["phishing3.mbox#1603"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2025#351:is_spam", "suite": "spam", "family": "nazario-e85c998df306916bc7e3", "state": {"channel": "email", "message": "Important: Please Verify Your Account Information\n\nDear Customer,\n\nWe noticed that some of the information associated with your account in our database hasn’t been updated in quite a while.\n\nTo help us keep your account secure and provide you with the best possible experience to avoid mailbox malfunction and delay or loss of incoming emails, Please review and update your preferences.\n\n[ Manage Preferences ]( https://ones.bio/@theonbieo.com )\n\nIf you have any questions or need more information, please visit our Help Centre.\n\nThank you for choosing us.\n\nThis is an automated email and replies are not monitored. Please do not respond to this email.\n\n©2017 Canadian Systems Notification Service. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#351", "copies": 1, "upstream_ids": ["phishing-2025#351"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4571:message_type", "suite": "spam", "family": "sms_phishing-d7fa9b61132656becbf8", "state": {"channel": "sms", "message": "I don't want you to leave. But i'm barely doing what i can to stay sane. fighting with you constantly isn't helping."}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4571", "copies": 2, "upstream_ids": ["mendeley-4571", "uci-5378"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#973:is_spam", "suite": "spam", "family": "nazario-a149d14e989228663501", "state": {"channel": "email", "message": "LEGAL NOTICE from PayPal\n\nLEGAL NOTICE\n\nDear PayPal Client ,\n\nPayPal is constantly working to ensure security by regularly screening the accounts in our system. We recently reviewed your account, and we need more information to help us provide you with secure service. Until we can collect this information, your access to sensitive account features will be limited. We would like to restore your access as soon as possible, and we apologize for the inconvenience.\n\n- Why is my account access limited?\n\n- Your account access has been limited for the following reason(s):\n\n- *September 15, 2010: We have reason to believe that your account was accessed by a third party. Because protecting the security of your account is our primary concern, we have limited access to sensitive PayPal account features. We understand that this may be an inconvenience but please understand that this temporary limitation is for your protection.\n\n(Your case ID for this reason is PP-112-912-066.)\n\n(Your case ID for this reason is PP-123-544-089.)\n\nHow can I restore my account access?\n\nThis limitation cannot be appealed.\n\n- We encourage you to restore full access as soon as possible.\n\nhttps://www.paypal.com/cgi-bin/webscr?cmd=_login\n\nOnce you complete all of the checklist items, your case will be reviewed by one of our Account Specialists. We will send you an email with the outcome of the review.\n\nThanks for your patience as we work together to protect your account\n\nBest regards,\n\n- PAYPAL INC. Team."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#973", "copies": 1, "upstream_ids": ["phishing3.mbox#973"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00771-0:is_spam", "suite": "spam", "family": "generated_legit_email-a4258e1b4dd785ae2da4", "state": {"channel": "email", "message": "Your Ridge Capital document package has shipped\n\nRidge Capital\n\nHi Nancy Gonzalez,\n\nYour document package for account 4491-2019 left our office today via FedEx. Tracking number: 782199304451.\n\nPlease review the enclosed materials before your deadline on 18 May 2019.\n\nTrack your shipment\n\nhttps://www.ridgecapital.net/track/782199304451\n\nMark Hernandez\nRidge Capital Client Services\n\n100 Financial Plaza, Suite 400, New York, NY 10005\nPrivacy Policy: https://www.ridgecapital.net/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00771-0", "copies": 1, "upstream_ids": ["gen-00771-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:nazario:hash-test:phishing-2015#116:is_spam", "suite": "spam", "family": "nazario-ba8962811b8731387668", "state": {"channel": "email", "message": "Support Helpdesk\n\nDear ingrid user your email Account has exceeded the storage limit set. You will not be able to send or receive messages.\nTo activate, click on the link and complete the information required:\nhttp://unnonlineupdatelin.webeden.co.uk/\nThe account must be reactivated with in 24 hours to regenerate new space.\nSupport Helpdesk\nThis message may contain confidential and/or restricted information. If you are not the intended recipient, you are prohibited from sharing, copying, or otherwise using or disclosing its contents. If you have received this e-mail in error, please notify the sender immediately by reply e-mail and permanently delete this e-mail and any attachments without reading, forwarding or saving them. Thank you for your cooperation."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#116", "copies": 1, "upstream_ids": ["phishing-2015#116"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00326-1:is_spam", "suite": "spam", "family": "generated_legit_email-32026b35043f52dfced5", "state": {"channel": "email", "message": "Mandatory Compliance Training - Deadline 15 June 2013\n\nPioneer Group\n\nDear Mei,\n\nThis is a reminder that all staff must complete the annual Data Protection and Compliance e-learning course by Wednesday 15 June 2013. You were enrolled automatically on 20 May 2013.\n\nThe course takes approximately 45 minutes and covers recent updates to our internal policies as well as UK data handling regulations. Please log in using your standard Pioneer Group network credentials.\n\nStart Training Now\nhttps://www.pioneergroup.co.uk/training/compliance-2013\n\nIf you experience any technical issues accessing the portal, contact the IT helpdesk on 020 7946 0123 or reply directly to this message.\n\nFailure to complete the module by the deadline may result in restricted system access until certification is recorded.\n\nKind regards,\nJanet James\nLearning and Development Manager\nPioneer Group\n\nPioneer Group Ltd, 14 Kingsway, London WC2B 6BU\nPrivacy policy: https://www.pioneergroup.co.uk/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00326-1", "copies": 1, "upstream_ids": ["gen-00326-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:generated_unwanted_email:none:genu-00086-3:message_type", "suite": "spam", "family": "generated_unwanted_email-78688aec7d2083845f38", "state": {"channel": "email", "message": "Exclusive bulk discount offer for our members\n\nGRANITE GROUP MEMBER BENEFITS\nDear Michael Miller,\n\nWe are pleased to share an exclusive bulk discount event available only to our registered club members this month.\n\nFor a limited time, Granite Group is offering up to 60% off premium office furniture, including ergonomic desks, executive chairs, and modular shelving units. Whether you are refitting your workspace or upgrading your home office, these wholesale prices are unmatched.\n\nBrowse our Spring Collection Catalogue\n\nThis offer is valid throughout March 2011. To take advantage of these reduced rates, simply reply to this email with your requirements and our team will prepare a custom invoice for your organisation.\n\nWe look forward to helping you furnish your space affordably.\n\nWarm regards,\nFatima Torres\nMembership Coordinator\nGranite Group\n\nGranite Group, 112 Commerce Way, Suite 4B, Manchester, M1 4BT\nPrivacy Policy: https://www.granitegroup.io/privacy\nYou are receiving this because you are affiliated with our community network."}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00086-3", "copies": 1, "upstream_ids": ["genu-00086-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk discount offer on electronics, clothes or furniture from an unknown company", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-487:is_spam", "suite": "spam", "family": "zefang_phishing_email-f2de17de450b5302671a", "state": {"channel": "email", "message": "pastoria - kern calpine just confirmed the following : tomorrow they will commit to 50 - 100 per day of kern expansion . they will commit 100 / day if enron commits to take 50 of it if the project sale does not close . if enron does not commit to the 50 , they will only go in for 50 and enron will not have any rights to it . bottom line - we have gone from needing to commit to 100 / day of transport to 0 - 50 per day . we will need to decide on this tomorrow morning . chris"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-487", "copies": 2, "upstream_ids": ["zefang-487", "ealvaradob-473"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1662:is_spam", "suite": "spam", "family": "zefang_phishing_email-2c4ac82562f02e9365be", "state": {"channel": "email", "message": "the name of the mail host that the spam was delivered to, in the To:\nline. So mail to info@gin.elax2.ekorp.com was pretty much a dead cert\nfor the filters.\n--\nAnthony Baxter\nIt's never too late to have a happy childhood."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1662", "copies": 2, "upstream_ids": ["zefang-1662", "ealvaradob-1595"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00665-5:message_type", "suite": "spam", "family": "generated_legit_email-21d352dd189dab274d25", "state": {"channel": "email", "message": "Ticket Confirmation: Berlin Tech Expo 2010\n\nGRANITE SYSTEMS TICKETS\n\nHi Diego Bailey,\n\nThank you for your purchase! Your tickets for the Berlin Tech Expo 2010 have been confirmed.\n\nOrder Number: GT-140201-774\nEvent Date: Saturday, 15 March 2010\nVenue: Messe Berlin, Hall 4\nTickets: 1 x General Admission\nTotal Paid: €85.00\n\n[View your order]\n\nPlease present this confirmation email or your QR code at the entrance. Doors open at 09:00 CET.\n\nNeed help? Contact our support team anytime at https://www.granitesystems.biz/help.\n\nWe look forward to seeing you there!\n\nThe Granite Systems Team\n\nGranite Systems GmbH\nFriedrichstrasse 112\n10117 Berlin, Germany\n\nPrivacy Policy: https://www.granitesystems.biz/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00665-5", "copies": 1, "upstream_ids": ["gen-00665-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5518:message_type", "suite": "spam", "family": "sms_phishing-8aa1ae830b124e4f3c46", "state": {"channel": "sms", "message": "Wife is the murderer."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5518", "copies": 1, "upstream_ids": ["mendeley-5518"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4093:is_spam", "suite": "spam", "family": "sms_phishing-355f5795a71ef5420b75", "state": {"channel": "sms", "message": "Happy valentines day I know its early but i have hundreds of handsomes and beauties to wish. So i thought to finish off aunties and uncles 1st..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4093", "copies": 2, "upstream_ids": ["mendeley-4093", "uci-616"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00314.ea2320dd4e87b08924861080f8e7b8f5:message_type", "suite": "spam", "family": "spamassassin-0cf5d0b8e3f369d9c39d", "state": {"channel": "email", "message": "Mark Page <mhughes@quartzhealth.biz> printfd\n\nAPOLOGIES IN ADVANCE FOR 80 CHAR LINES IN WEB MAIL (will get a mail client for this soon, honest)\n\nYup I'm running it on my k6 233 laptop. It's tres sweet.\n\nI would recommend getting wvdial, opening a virtual terminal dialing the internet and then emerging the packages you need.\n\nI did my install over my home lan and the lan in work (which has DSL - running Linux as firewall/router/mailserver of course).\n\nBut yes you will need at least wvdial to make this puppy happen me thinks.\n\nIn fact it looks as if the base install comes with wvdial for just this kind of instal.\n\nBut I just found this on the Gentoo site for you.\nhttp://forums.gentoo.org/viewtopic.php?t=4691&highlight=modem\n\nSpecifically\n\nquote:\nIf it is not too obvious, these are the steps I took.\n\n* Boot off the install CD\n* modprobe serial\n* setserial (if needed)\n* create mount point for other distribution\n* mount other distribution\n* chroot'd to other distribution\n* su - to regular user\n* ran wvdial\n* switch consoles and install as normal\n\nAnd yes I do give better technical support to people who use\ndistros I like.\n\nI'm only laughing on the outside\nMy smile is just skin deep\nIf you could see inside I'm really crying\nYou might join me for a weep.\n<<At your service Madame>>\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00314.ea2320dd4e87b08924861080f8e7b8f5", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00314.ea2320dd4e87b08924861080f8e7b8f5"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10599:is_spam", "suite": "spam", "family": "zefang_phishing_email-00f703c32e44965fed12", "state": {"channel": "email", "message": "job in japan faculty position , keio university keio university 's faculty of science and technology wishes to announce the opening of a full-time position in english and related areas , beginning in april , 2024 . applicants should be native or near-native speakers of japanese , have graduated from a japanese university in english or a closely related field , have completed at least the course work for a doctoral degree in the humanities , and have at least three years in research and teaching experience . the successful candidate will be appointed at the rank of tenured assistant professor ( shennin koushi ) . required documents to be submitted : 1 . curriculum vitae , according to the japanese style and format , with one photograph 2 . a list of research papers 3 . three sample publications , one of each , either originals or copies 4 . a description of the candidate 's future research plans ( approximately two a - 4 pages ) 5 . a statement of the candidate 's views regarding university english education ( approximately one a - 4 page ) deadline september 9 , 2023 ( the post cancellation mark will serve as validation . ) selection process candidates who pass the initial screening process will be invited of an interview ( travel and lodging will be at the applicant 's expense ) . direct notification of the date and other details will be subsequently provided . address to which applications and accompanying documents are to be sent : hiyoshi kyoumuka ( rikougakubu ) keio university 4 - 1 - 1 hiyoshi kouhoku - ku , yokohama 223 japan note 1 . applications and accompanying documents should be sent by registered mail , with a notice in red ink , preferably in japanese , noting their contents . 2 . applicants should be aware that the submitted materials cannot be returned . 3 . should you have any questions , please contact professor keiji nakano ( e - mail : a01057 @ cc . hc . keio . ac . jp ) ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10599", "copies": 2, "upstream_ids": ["zefang-10599", "ealvaradob-10079"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4974:is_spam", "suite": "spam", "family": "sms_phishing-94616fc8093e2490578b", "state": {"channel": "sms", "message": "I thk ü gotta go home by urself. Cos i'll b going out shopping 4 my frens present."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4974", "copies": 2, "upstream_ids": ["mendeley-4974", "uci-3931"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00473-0:is_spam", "suite": "spam", "family": "generated_legit_email-bbf892d1f9c1aaf87895", "state": {"channel": "email", "message": "Your Emberworks equipment has shipped\n\nEmberworks GmbH\nOrder Dispatch Notice\n\nHi Jessica,\n\nI am writing to confirm that the replacement monitors you requested for the Berlin office have been dispatched this morning, 28 December 2021. The tracking number is EW-992817456.\n\nPlease make sure someone is available at the reception desk to sign for the delivery by Friday 5 January 2022. We need the screens installed before the new hires start on Monday 8 January.\n\nTrack your shipment here:\nhttps://www.emberworks.de/track/EW-992817456\n\nView your order\n\nIf you have any issues with the courier, let me know and I will follow up from my end.\n\nBest regards,\nHelen Shah\nOperations Manager\nEmberworks GmbH\nFriedrichstrasse 112, 10117 Berlin\nPrivacy Policy: https://www.emberworks.de/privacy\nsteven.johnson@outlook.com"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00473-0", "copies": 1, "upstream_ids": ["gen-00473-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6070:is_spam", "suite": "spam", "family": "zefang_phishing_email-8c7a7e03c8d1701fa308", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . loqodentity offers creative custom design of loqos , stationery and web - sites . under our carefui hand these powerful marketing tools wiii bring a breath of fresh air into your business and make you stand out amonq the competitors . you are just a click away from your future success . click here to see the samples of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6070", "copies": 2, "upstream_ids": ["zefang-6070", "ealvaradob-5818"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00001-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-658e75d7317da409ce1b", "state": {"channel": "email", "message": "Proposal: Improve your website search rankings\n\nDear Julie Torres,\n\nI am reaching out from Quartz Technologies to offer our professional search engine optimisation and website design services. We help businesses increase their online visibility and attract more organic traffic through proven digital strategies.\n\nService Provider: Quartz Technologies\nConsultant: Karen King\nContact Number: +1 (415) 555-0174\nService Area: Global SEO and Web Design\nIntroductory Offer: Free initial site audit\n\nOur experienced team specialises in keyword research, technical site audits, content strategy, and modern responsive web design tailored to your brand. We would welcome the opportunity to discuss how we can help improve your search engine rankings this quarter.\n\nIf you are interested in scheduling a brief introductory call or receiving a complimentary assessment of your current website, please reply directly to this email or reach out using the phone number provided above.\n\nThank you for your time, and I look forward to hearing from you.\n\nBest regards,\nKaren King\nSenior Digital Strategist\nQuartz Technologies\nomar.watson@yahoo.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00001-5", "copies": 1, "upstream_ids": ["genu-00001-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited search engine optimisation or website design services pitch", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8836:is_spam", "suite": "spam", "family": "zefang_phishing_email-da2a376386705a22dc13", "state": {"channel": "email", "message": "11 - 1 - 01 margin my apoligies for the confusion . please call me right back if this does not agree with what you were thinking . thanks , todd"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8836", "copies": 2, "upstream_ids": ["zefang-8836", "ealvaradob-8441"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-848:is_spam", "suite": "spam", "family": "zefang_phishing_email-fc1fc6f07ada97d373a9", "state": {"channel": "email", "message": "start date : 2 / 1 / 02 ; hourahead hour : 12 ; start date : 2 / 1 / 02 ; hourahead hour : 12 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2002020112 . txt"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-848", "copies": 2, "upstream_ids": ["zefang-848", "ealvaradob-822"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4762:is_spam", "suite": "spam", "family": "sms_phishing-9d8fd294469a3c5e5197", "state": {"channel": "sms", "message": "Dont know supports ass and srt i thnk. I think ps3 can play through usb too"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4762", "copies": 2, "upstream_ids": ["mendeley-4762", "uci-1872"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1909:is_spam", "suite": "spam", "family": "sms_phishing-d737eac27bc289f21c42", "state": {"channel": "sms", "message": "FreeMsg: Fancy a flirt? Reply DATE now & join the UKs fastest growing mobile dating service. Msgs rcvd just 25p to optout txt stop to 83021. Reply DATE now!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1909", "copies": 2, "upstream_ids": ["mendeley-1909", "uci-2705"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1835:message_type", "suite": "spam", "family": "sms_phishing-e34838404544e2afb499", "state": {"channel": "sms", "message": "Urgent! Please call 09066612661 from your landline, your complimentary 4* Lux Costa Del Sol holiday or £1000 CASH await collection. ppm 150 SAE T&Cs James 28, EH74RR"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1835", "copies": 2, "upstream_ids": ["mendeley-1835", "uci-2730"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00205.ee9ba1e4fc09cb436f0d0983ecef87cf:message_type", "suite": "spam", "family": "spamassassin-4dd4293660d75d6ad390", "state": {"channel": "email", "message": "Is Neotropin right for you?\n\nPlease send a blank mail to:\nbcox@riverpartners.org"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00205.ee9ba1e4fc09cb436f0d0983ecef87cf", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00205.ee9ba1e4fc09cb436f0d0983ecef87cf"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00901-1:message_type", "suite": "spam", "family": "generated_legit_email-08461e3e20af9889b804", "state": {"channel": "email", "message": "Your Willow Design insurance policy is up for renewal\n\nWillow Design\nPolicy Renewal Notice\n\nDear Sandra Lee,\n\nThis is a reminder that your professional liability insurance policy (WIL-2019-7749) with Willow Design is due for renewal.\n\nCoverage period: 15 August 2019 to 14 August 2020\nRenewal premium: £214.50\nDue date: 14 August 2019\n\nPlease review your updated policy documents attached to your online account. To ensure continuous coverage without interruption, payment must be received before the due date.\n\nReview your policy\n\nIf you have any questions about your renewal or wish to adjust your coverage limits, please contact Frank Gonzalez directly at +44 20 7946 0123.\n\nThank you for choosing Willow Design.\n\nSincerely,\nThe Insurance Team\n\n---\nWillow Design Ltd\n12 Kingsway, London WC2B 6NH\nPrivacy: https://www.willowdesign.net/privacy"}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00901-1", "copies": 1, "upstream_ids": ["gen-00901-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "insurance renewal notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3561:is_spam", "suite": "spam", "family": "sms_phishing-cccb5d4056f11306f3a1", "state": {"channel": "sms", "message": "Send me your resume:-)"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3561", "copies": 2, "upstream_ids": ["mendeley-3561", "uci-4792"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00546-0:is_spam", "suite": "spam", "family": "generated_legit_email-389267dce3ae057d4426", "state": {"channel": "email", "message": "Appointment Reminder: Annual Check-up on 5 September 2019\n\nRidge Medical Group\nPatient Appointment Reminder\n\nDear Kevin Howard,\n\nThis is a reminder from Ridge Medical Group that you have an upcoming appointment scheduled with Dr. Elizabeth Sanchez.\n\nPlease review the details of your visit below to ensure everything is correct.\n\nTime: 10:15 AM\nProvider: Dr. Elizabeth Sanchez\nDepartment: General Practice\nLocation: Ridge Medical Group, Hauptstrasse 42, 10115 Berlin\n\nTo help us keep our clinic running smoothly, please arrive at least fifteen minutes before your scheduled time. This will allow our front desk staff to verify your insurance information and update any personal details in our system.\n\nIf you need to reschedule or cancel this appointment, we kindly request that you notify us at least twenty-four hours in advance. Late cancellations may be subject to a 35.00 EUR administrative fee.\n\nPlease remember to bring the following items to your appointment:\n- Your valid health insurance card\n- A government-issued photo ID\n- A current list of any medications you are taking\n- Any recent lab results or referral letters from other specialists\n\nIf you experience any changes in your health before your visit, or if you have questions about preparing for this appointment, please call our reception desk directly at +49 30 555 0198 during our business hours, Monday through Friday, 8:00 AM to 6:00 PM.\n\nWe look forward to seeing you soon.\n\nSincerely,\nElizabeth Sanchez, MD\nRidge Medical Group\n\nConfirm My Appointment\n\nRidge Medical Group | Hauptstrasse 42 | 10115 Berlin | Germany\nPhone: +49 30 555 0198 | Email: contact@ridgegroup.de\nPrivacy Policy: Please reply to this email to request a copy of our privacy practices.\nCopyright 2019 Ridge Medical Group. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00546-0", "copies": 1, "upstream_ids": ["gen-00546-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1981:message_type", "suite": "spam", "family": "sms_phishing-620f670b0b4334456831", "state": {"channel": "sms", "message": "Can ü call me at 10:10 to make sure dat i've woken up..."}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1981", "copies": 2, "upstream_ids": ["mendeley-1981", "uci-1946"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8893:is_spam", "suite": "spam", "family": "zefang_phishing_email-60efe6cbb5893d32a10e", "state": {"channel": "email", "message": "news review update please respond to news review the news review site , http : / / www . news - review . co . uk home of weekend city press review , now offers registered users two new features : all registered users can now : - do a text search in addition to a company search on the full six - year archive - and set up favourite companies on their home page for easier and faster access to articles within the review and the archive which relate to those companies the best way to keep abreast of the weekend ' s financial news and views is to receive an email copy of weekend city press review , either via the full review , or the clippings relating to specific companies in which you are interested . registered users are invited to take up the free offer of a 4 week subscription to any of the services , including pdf delivery of the review , and the clippings service . to login please use this url : you can download this weekend ' s full review free of charge at http : / / www . news - review . co . uk / freepdf . pdf from 8 pm uk time this sunday your username for this service is vkaminski if you have forgotton your password you can retrieve it at to"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8893", "copies": 2, "upstream_ids": ["zefang-8893", "ealvaradob-8495"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00225-1:message_type", "suite": "spam", "family": "generated_unwanted_email-839d15acd158173f8b72", "state": {"channel": "email", "message": "Employment Offer – Blue Labs Recruitment Division\n\nDear Jerry Petrov,\n\nCongratulations! After carefully reviewing your professional background, we are pleased to offer you a position within our growing team at Blue Labs. We believe your skills are an excellent match for our current project needs, and we would be delighted to welcome you aboard.\n\nPlease review the preliminary details of your offer below:\n\nCandidate Name: Jerry Petrov (nicole.flores@falconcapital.io)\nPosition Title: Remote Operations Coordinator\nDepartment: Client Services\nStart Date: 1 August 2015\nMonthly Compensation: $4,200.00\nOffer Reference: BLR-2015-7741\nApplication Deadline: 22 July 2015\n\nTo finalize your employment contract and set up your payroll profile, we require your full bank account details, including your routing number and account number. Additionally, there is a mandatory one-time onboarding fee of $125.00 to cover the shipping of your equipment kit and administrative processing.\n\nPlease contact us directly at +1 (415) 555-0198 before 22 July 2015 to provide your banking information and arrange the onboarding payment over the phone. Our human resources team will guide you securely through the entire process.\n\nWe are very excited about the prospect of working with you and look forward to hearing from you soon. If you have any questions regarding the role or the next steps, please do not hesitate to call the number provided above.\n\nWarm regards,\nLarry Novak\nSenior Recruiter\nBlue Labs\npriya68@graniteworks.biz"}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00225-1", "copies": 1, "upstream_ids": ["genu-00225-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a job offer from an unknown recruiter that asks for bank details or an upfront fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01246.d0ee9c7ebf9d953b21de9414cc96c2f9:is_spam", "suite": "spam", "family": "spamassassin-eac3cbde91ebce9753b0", "state": {"channel": "email", "message": "Dialogue et Rencontre ? Rejoins nous !\n\nVenez rencontrer l'ame soeur sur LOVEIMPACT.com\n\nInscrivez-vous gratuitement en cliquant ici :\nhttp://www.imp20.com/loveimpact/loveimpact300702-2.htm\n\nVous recevez cet e-mail en tant qu'abonné à Oktomail\nPour ne plus être contacté, cliquez ici :\nhttp://www.imp20.com/loveimpact/loveimpact300702-remove.htm"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01246.d0ee9c7ebf9d953b21de9414cc96c2f9", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/01246.d0ee9c7ebf9d953b21de9414cc96c2f9"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00244.6b536755550a406301a4dbd482341125:message_type", "suite": "spam", "family": "spamassassin-ce72b2dc9e9cf12ec8e3", "state": {"channel": "email", "message": "More Freebies with Ryanair.com\n\nWe have extended our Free seat sale until Thursday 21st November\nFor details see http://www.ryanair.com\n\nTo celebrate the extension of our free seat sale our call card provider has\nSlashed rates and is now offering additional call credit for free.\n\nVisit https://www.bumblebeecommunications.com/lowcostcalls/\n\nBuy a £27 phone card for only £19.99 -\na FREE phonecard with every purchase while stocks last.\n\nWe have slashed our call rates again - we are committed to giving you\ncheaper rates all the time!\n\nCalls from France Germany U.K\n\nAustrailia 2c 10c 2p\nAustria 2c 7c 4p\nCanada 2c 8c 3p\nGermany 2c 8c 3p\nFrance 2c 8c 3p\nGreece 6c 11c 9p\nHong Kong 4c 8c 3p\nIreland 2c 8c 2p\nItaly 2c 7c 3p\nJapan 5c 12c 5p\nNetherlands 2c 8c 3p\nNorway 2c 10c 4p\nSpain 2c 8c 3p\nSweden 2c 8c 2p\nUK 2c 8c 2p\nU.S.A 2c 8c 2p\n\nUse our virtual phone cards to make cheap international phone calls at home\nand abroad. Buy online now and collect your phone card immediately - Sale\nnow on!\n\nClick on Ryanair.com's low cost phone card partner\nhttps://www.bumblebeecommunications.com/lowcostcalls/\n\nNEW RYANAIR LOW COST MOBILE PHONE SERVICE\nPre-register for our all new mobile phone service launching very soon, We\nwill be offering a new no frills low cost mobile phone service\nhttps://www.bumblebeecommunications.com/lowcostcalls/registration.html\n\nE-MAIL DISCLAIMER\n\nThis e-mail and any files and attachments transmitted with it\nare confidential and may be legally privileged. They are intended\nsolely for the use of the intended recipient. Any views and\nopinions expressed are those of the individual author/sender\nand are not necessarily shared or endorsed by Ryanair Holdings plc\nor any associated or related company. In particular e-mail\ntransmissions are not binding for the purposes of forming\na contract to sell airline seats, directly or via promotions,\nand do not form a contractual obligation of any type.\nSuch contracts can only be formed in writing by post or fax,\nduly signed by a senior company executive, subject to approval\nby the Board of Directors.\n\nThe content of this e-mail or any file or attachment transmitted\nwith it may have been changed or altered without the consent\nof the author. If you are not the intended recipient of this e-mail,\nyou are hereby notified that any review, dissemination, disclosure,\nalteration, printing, circulation or transmission of, or any\naction taken or omitted in reliance on this e-mail or any file\nor attachment transmitted with it is prohibited and may be unlawful.\n\nIf you have received this e-mail in error\nplease notify Ryanair Holdings plc by emailing postmaster@ryanair.ie\nor contact Ryanair Holdings plc, Dublin Airport, Co Dublin, Ireland.\n\n---\nYou are currently subscribed to customers as: ivan.thomas@hotmail.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00244.6b536755550a406301a4dbd482341125", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00244.6b536755550a406301a4dbd482341125"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1812:message_type", "suite": "spam", "family": "sms_phishing-66c8eadbafcfecbf2ca6", "state": {"channel": "sms", "message": "He neva grumble but i sad lor... Hee... Buy tmr lor aft lunch. But we still meetin 4 lunch tmr a not. Neva hear fr them lei. Ü got a lot of work ar?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1812", "copies": 2, "upstream_ids": ["mendeley-1812", "uci-4508"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4141:message_type", "suite": "spam", "family": "sms_phishing-e494b9a27e9f79978ac9", "state": {"channel": "sms", "message": "Do you realize that in about 40 years, we'll have thousands of old ladies running around with tattoos?"}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4141", "copies": 2, "upstream_ids": ["mendeley-4141", "uci-751"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01042.7cf9c2664d2666e767db7b5bec055911:is_spam", "suite": "spam", "family": "spamassassin-b3048035bcd246ec393c", "state": {"channel": "email", "message": "Elliptic Curve Point Counting, made easy\n\nRobert Harley writes:\n\nNot knowing one whit about elliptic curve math, can you provide\nsome expert interpretation of these results?\n\nIt looks like the old record for, say, 199 bits, has been\nblown out of the water by a factor of ~100,000.\n\nDoes this mean that Eliptic Curve encryption is\nnow easily breakable? Or faster than before with\nno loss in strength? Or stronger?\n\nRaw bits are OK, cooked bits are better.\n\n- Gordon"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01042.7cf9c2664d2666e767db7b5bec055911", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01042.7cf9c2664d2666e767db7b5bec055911"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00739-0:message_type", "suite": "spam", "family": "generated_legit_email-b57f8c1355252ea1c403", "state": {"channel": "email", "message": "Dispatch notice for new monitors - tracking enclosed\n\nHi Debra,\n\nThe replacement monitors you requested for the marketing team have been dispatched from our warehouse this morning. Please see the shipping details below:\n\n- Order reference: CT-2024-4491\n- Courier: Royal Mail Tracked\n- Tracking number: RM837261948GB\n- Items shipped: 3x Dell P2419H 24-inch monitors\n- Expected delivery: Monday 18 June 2024\n\nNext steps for receiving the shipment:\n\n1. Watch for the delivery van on Monday morning.\n2. Inspect each box for transit damage before signing the driver's manifest.\n3. Store the boxes in Room 204 until IT can set them up on Tuesday.\n4. Keep the packing slips and hand them to me by end of day Tuesday.\n\nIf the courier attempts delivery when you are away from your desk, they will leave a card. Please call me directly if there are any issues so I can contact the depot.\n\nMy direct line is 0161 496 0283.\n\nBest regards,\nBrenda Lee\nOperations Manager\nCedar Tech Solutions\ncedartech.co.uk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00739-0", "copies": 1, "upstream_ids": ["gen-00739-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1087:message_type", "suite": "spam", "family": "sms_phishing-781633e1304800200085", "state": {"channel": "sms", "message": "Dear Voucher holder Have your next meal on us. Use the following link on your pc 2 enjoy a 2 4 1 dining experiencehttp://www.vouch4me.com/etlp/dining.asp"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": [0.5, 0.5, 0.0], "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "soft", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1087", "copies": 3, "upstream_ids": ["mendeley-1087", "mendeley-4137", "uci-4965"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4490:is_spam", "suite": "spam", "family": "sms_phishing-78792f4785698cc4861c", "state": {"channel": "sms", "message": "Ok lor... Or u wan me go look 4 u?"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4490", "copies": 2, "upstream_ids": ["mendeley-4490", "uci-4755"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16982:is_spam", "suite": "spam", "family": "zefang_phishing_email-45b8d0c0e0477b3fbd8a", "state": {"channel": "email", "message": "resume of carla di castro vince , we have many associates that we have to place within business units . thereafter , if there are additional hiring needs , we will consider her resume . regards , shannon vince j kaminski 03 / 16 / 2011 05 : 32 pm to : shannon rodgers / hou / ect @ ect cc : vince j kaminski / hou / ect @ ect subject : re : resume of carla di castro shannon , i realize that the program is full . if i find a group interested in her , would you consider re - inviting her ? vince shannon rodgers 03 / 16 / 2011 01 : 52 pm to : vince j kaminski / hou / ect @ ect cc : subject : resume of carla di castro vince , thank you for forwarding the resume of carla di castro . currently , our summer associate internship program is full . i have responded to carla to inform her of the program ' s status . regards , shannon"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16982", "copies": 2, "upstream_ids": ["zefang-16982", "ealvaradob-16005"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00398.98e5c9f3f9b5568349d4e54298de26ee:is_spam", "suite": "spam", "family": "spamassassin-dddbb7659b482ce77761", "state": {"channel": "email", "message": "What are the best options available on Linux ? SFTP ? WebDAV ? Something\nelse ? Linux servers - Linux and Mac OS-X clients.\n\nNiall\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00398.98e5c9f3f9b5568349d4e54298de26ee", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00398.98e5c9f3f9b5568349d4e54298de26ee", "zefang-16043", "ealvaradob-15146"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00018.336cb9e7b0358594cf002e7bf669eaf5:is_spam", "suite": "spam", "family": "spamassassin-704cc358e4c345106328", "state": {"channel": "email", "message": "This is the solution I mentioned LSC\n\noo\n\nThank You,\n\nYour email address was obtained from a purchased list,\nfrom this list, please Click here and enter\nand are still receiving this message, you may email our Abuse\nControl Center, or call 1-888-763-2497, or write us at: NoSpam,\n6484 Coral Way, Miami, FL, 33155\".\n\n© 2009\nWeb Credit Inc. All Rights Reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00018.336cb9e7b0358594cf002e7bf669eaf5", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00018.336cb9e7b0358594cf002e7bf669eaf5"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00825-0:is_spam", "suite": "spam", "family": "generated_legit_email-6ec5806a92408ca6ccce", "state": {"channel": "email", "message": "Tickets for Saturday!\n\nHey Lars,\n\nI got the tickets sorted for us. Here are the details:\n\nEvent: The Black Keys live at Brixton Academy\nOrder number: CREST-44821\nAmount: £75.00\nSeats: Row G, Seats 12 and 13\n\nI will bring the printed tickets with me when I pick you up at seven.\n\nLove,\nPaul"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00825-0", "copies": 1, "upstream_ids": ["gen-00825-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:generated_unwanted_email:none:genu-00278-0:message_type", "suite": "spam", "family": "generated_unwanted_email-56f8ebe2910cb97bbc82", "state": {"channel": "email", "message": "Urgent: Unusual sign-in activity on your Union Design account\n\nHi Sharon,\n\nI have just reviewed the security flag that was raised on your account this morning. Our automated systems detected a sign-in attempt from an IP address located in St. Petersburg, Russia, at 04:17 AM GMT. Because this location does not match your usual login history, we have temporarily locked your Union Design profile to prevent any unauthorised access to your projects and billing information.\n\nTo restore full access to your account, please confirm your identity by clicking the secure link below:\n\nhttps://www.myuniondesign-online.com/verify-identity\n\nYou must complete this verification process no later than 25 October 2013. If we do not receive confirmation by this deadline, the account will be permanently suspended for your protection, and you will need to contact our support desk directly to begin the recovery process.\n\nIf you were travelling and made this sign-in attempt yourself, please still follow the link above to clear the alert and update your security settings. We recommend changing your password immediately after verifying your details.\n\nShould you need further assistance, you can reach me directly at +44 20 7946 0183 during normal business hours.\n\nKind regards,\nRyan Wilson\nSecurity Operations Team\nUnion Design"}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00278-0", "copies": 1, "upstream_ids": ["genu-00278-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00234.64c94421011e896adab852386cd314d8:is_spam", "suite": "spam", "family": "spamassassin-4cd836791834af21d202", "state": {"channel": "email", "message": "Joke-Of -The- Day\n\nPlease send a blank mail to:\nsarah.lopez@emberlabs.net"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00234.64c94421011e896adab852386cd314d8", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00234.64c94421011e896adab852386cd314d8"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-283:is_spam", "suite": "spam", "family": "zefang_phishing_email-066a553580b2cff95dcc", "state": {"channel": "email", "message": "41 . npe . girth ? really lay the pipe to the next chick you screw . . . http : / / cowboy . emarkdinbs . com / vp 5 no more of this sort of material . honoured in 24 - 48 hours . http : / / hormone . amilsdcx . com / a . html ambiguous pornography allemand crack warhead abysmal gallagher wouldn ' t tensile wellbeing nectarine clockwise ben addressee haiti rc"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-283", "copies": 2, "upstream_ids": ["zefang-283", "ealvaradob-278"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00585-1:message_type", "suite": "spam", "family": "generated_legit_email-40a0b2dde5ee671209a8", "state": {"channel": "email", "message": "Direct Debit Confirmation – May Invoice Paid\n\nPAYMENT CONFIRMATION\nEmber Networks\n\nDear Emily Walker,\n\nThis message is to confirm that your direct debit payment for the monthly\nmanaged hosting subscription has been successfully processed today,\n23 May 2013.\n\nBelow are the details of the transaction for your records:\n\nInvoice Number: EMB-2013-05-8841\nAccount Name: Union Group\nAmount Charged: £485.00\nPayment Method: Direct Debit (Barclays, ending 3310)\nBilling Period: 1 June 2013 to 30 June 2013\nStatus: Approved\n\nYour account balance is now fully up to date. No further action is required\non your part for this billing cycle. Your next scheduled direct debit will\nbe collected automatically on 23 June 2013.\n\nView your invoice\n\nIf you believe this charge was made in error or if your bank details have\nrecently changed, please contact me directly as soon as possible so we can\nupdate your file before the next collection date. You can reach me at\n020 7946 0123 during normal business hours, Monday through Friday,\n9:00 AM to 5:30 PM.\n\nThank you for your continued partnership with Ember Networks. We appreciate\nyour business and are committed to keeping your network infrastructure\nrunning smoothly.\n\nBest regards,\nBrenda Jackson\nAccounts Manager\nEmber Networks\n\nEmber Networks Ltd\n4th Floor, 12 Victoria Street\nLondon SW1H 0NB\nUnited Kingdom\nPhone: 020 7946 0123\n\nTo manage your communication preferences or review how we handle your\ndata, please read our privacy policy.\n\n© 2013 Ember Networks Ltd. All rights reserved."}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00585-1", "copies": 1, "upstream_ids": ["gen-00585-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16324:is_spam", "suite": "spam", "family": "zefang_phishing_email-57db571cffdee1eb1704", "state": {"channel": "email", "message": "alp proposal carrie , i am sending you , as promised , the draft of my proposal . please , let me know if it meets your requirements . i shall be glad to revise it and send you the final version . vince kaminski * * * * * * * * * * one of the most important trends in the energy industry during the last year was proliferation of electronic , internet based , trading platforms for wholesale markets and for retail operations . websites such as www . houstonstreet . com and www . altranet . com provide facilities for matching buyers and sellers . the website operated by enron corp . ( enrononline ) represents an alternative solution under which enron acts as a principal in every transaction . on the retail ? side , many retail e - commerce companies offering auctions , reverse auctions and platforms for creation of buyers \u0001 , clubs challenge incumbent utilities . the objective of this project is to evaluate the impact of e - commerce ( both at the wholesale and retail levels ) on the energy industry . the study will start with comparative analysis of different wholesale trading and retail e - commerce business models and evaluation of their long - term viability . the next step will be assessment of the impact of e - commerce on price dynamics , profit margins and the level of competition in different energy markets . a separate section will be devoted to analysis of reaction of companies and organizations affected by e - commerce ( incumbent utilities , organized exchanges , energy brokers ) to the new competitive threat , and different strategies they implement to meet the challenge . organized exchanges have accelerated in many cases the transition to screen - based trading that has been already replacing open outcry technology . power and natural gas marketers have created alliances ( with other industry players , software companies and electronic exchanges ) to create their own trading platforms . gas and electric utilities embarked on development of vertical and horizontal e - commerce platforms , offering services to households and other companies in the energy industry . the critical question is how quickly different companies should react to the competitive threats and how fast they should exploit opportunities created by the internet based economy . it ' s quite obvious that the internet revolution will change the energy industry ' s landscape during the next few years . the objective of the project is to provide answers to the questions posed above , based on the currently available information . additionally , the participants should come up with fallback strategies the energy companies should implement in case the currently ? expected trends fail to materialize . \u000f _"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16324", "copies": 2, "upstream_ids": ["zefang-16324", "ealvaradob-15397"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5600:is_spam", "suite": "spam", "family": "zefang_phishing_email-5b5d2db2bf1abb7889cd", "state": {"channel": "email", "message": "write me back please year cook visit . real map , sit . main body fun . present picture out city . cover , live than your . port after eye . bed , case no two gas home . turn window stay . miss travel went . - - phone : 721 - 938 - 6663 mobile : 639 - 226 - 4246 email : hale . harlan @ amuromail . com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5600", "copies": 2, "upstream_ids": ["zefang-5600", "ealvaradob-5365"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01161.174f2cb358ca3f08f4308f87ca64842f:message_type", "suite": "spam", "family": "spamassassin-0a2802301a0c180b1b5b", "state": {"channel": "email", "message": "Easy 30-50% Return and here's how..... 4674ewSq2-759CS-14\n\nEasy 30-50% Return?\n\nLearn how you can receive a monthly check for 3, 4, or 5%\na month until your initial investment is paid off...then a\nmonthly check for over 4% a month for years to come...\n\nWe know it sounds impossible, but it's happening today.\n\nFor complete information on this\nmulti-trillion dollar industry:\n\nhttp://www.page4life.org/users/stone40/"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01161.174f2cb358ca3f08f4308f87ca64842f", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/01161.174f2cb358ca3f08f4308f87ca64842f", "zefang-12999", "ealvaradob-12300"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15544:is_spam", "suite": "spam", "family": "zefang_phishing_email-a01228e264a09d041710", "state": {"channel": "email", "message": "undelivered mail returned to sender this is the postfix program at host dns . berrybros . net . i ' m sorry to have to inform you that the message returned below could not be delivered to one or more destinations . for further assistance , please send mail to if you do so , please include this problem report . you can delete your own text from the message returned below . the postfix program : host mail . berrybros . net [ 63 . 231 . 182 . 59 ] said : 550 user @ f - t - i . com not found ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15544", "copies": 2, "upstream_ids": ["zefang-15544", "ealvaradob-14692"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00553.a34829179595f5aefb083a26b5bc3576:message_type", "suite": "spam", "family": "spamassassin-89fa3ce64032f8c86b83", "state": {"channel": "email", "message": "As I understand it - the central database keeps a score of a reporters\nelectronic \"reputation\". Is there any way for me to read this? I want to\nbe able to tell how many messages I sent and if there were any revokes?\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00553.a34829179595f5aefb083a26b5bc3576", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00553.a34829179595f5aefb083a26b5bc3576", "zefang-461", "ealvaradob-447"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17507:is_spam", "suite": "spam", "family": "zefang_phishing_email-33aed601331ea4080dc4", "state": {"channel": "email", "message": "el paso outage el paso was to begin meter maintenance sunday at its itwwinrk interconnect ( apache county , az ) that will last through tuesday . the point will be shut in during this time with zero volumes scheduled ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17507", "copies": 2, "upstream_ids": ["zefang-17507", "ealvaradob-16487"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4611:message_type", "suite": "spam", "family": "sms_phishing-fe304f28cc5ea5b7f208", "state": {"channel": "sms", "message": "She ran off with a younger man. we will make pretty babies together :)"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4611", "copies": 2, "upstream_ids": ["mendeley-4611", "uci-5042"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2023#115:message_type", "suite": "spam", "family": "nazario-1443f7ea1d8fced0529a", "state": {"channel": "email", "message": "URGENT ATTENTION: DHL Documents On Demand Delivery\n\nDHL EXPRESS\n\nExpress courier delivered parcel and documents service for your shipping needs.\n\nConsignee: michelle_novak@comcast.net\n\nWe received instructions to deliver the package to you today. Please download your waybill and confirm your delivery details\n\nFor further inquiries, please contact our Customer Center.\n\nThank you for letting us serve you\n\nDHL Group"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#115", "copies": 1, "upstream_ids": ["phishing-2023#115"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00107.f41f38981300ca9eda3be38596353128:message_type", "suite": "spam", "family": "spamassassin-3ad5fc5fb31bbdc29b5c", "state": {"channel": "email", "message": "Hi Emily,\n\nIn the past when administering large domains, I've used the DNSTool -\nhttp://www.gormand.com.au/tools/dnstool/guide.html\n\nOne custom change I made to this tool was to modify it so that it used a\ncombination of OpenSSH and sudo for remote commands, file transfers, etc.\n\nThis may, or may not be what you're after - I'm presuming that you're\nconsidering writing a tool to do the maintenance of the domains?\n\nRegards,\nAndrew\n\n<custom_sig>\nThis email is my own opinion, no-one elses, yada yada...\n</custom_sig>\n\n--\nAndrew Barnes\n\nemily lyda\n\n22/07/2011 15:39\n\ni recently received this email from a friend of mine in the states:\n\ni'm trying to figure out how to maintain about 200 domains, with a\nhundred or so computers per domain. some internal, some external.\ni recently learned lex and yacc and i'm thinking that's the way to go.\ni don't really know perl and i know it's useful but i think i can\nwrite c faster then perl.\n\nis this a good idea?\n\nps we're really busy.\n\nobviously as a stupid developer with no real admin experience to speak\nof, i'm not qualified to answer this question. does anyone with real\nadmin experience have any suggestions here? the problem sounds really\nhard, and i doubt anyone has had to deal with this level of complexity\nso there probably aren't any existing tools written.\n\nanyone else have any opinions or experience i could pass on?\n\nemily\n\n--\ntyler50@btinternet.com that a believer is happier than a skeptic is no more\nto\nfork()'ed on 37058400 the point than the fact that a drunken man is\nhappier\nmeatspace place: home than a sober one. the happiness of credulity is\na\nhttp://ie.suberic.net/~emily cheap & dangerous quality -- g.b. shaw\n\n--\n\nandrew.p.barnes\nAIB\nInternet Technical Support\nBankcentre\n01-6411600\n\nThis document is strictly confidential and is intended for use by the\naddressee unless otherwise indicated.\n\nAllied Irish Banks\n\nThis Disclaimer has been generated by CMDis\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00107.f41f38981300ca9eda3be38596353128", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00107.f41f38981300ca9eda3be38596353128"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01091.e9414f6071a607b9e70c13ac7051394f:message_type", "suite": "spam", "family": "spamassassin-ddb2691486901914c622", "state": {"channel": "email", "message": "Mailing addresses against spam? Re: Al'Qaeda's fantasy ideology: Policy Review no. 114\n\nDear Andrew - /I/ live in Kirkland. I hope I don't wake up one day and realize\n/I/ am John Hall...\n\nI wonder if I can get GPS lat/long from street address... start a new\nGeoTrashing sport or something...\n\nHmm... that address is only a quarter-mile from my old house... and about a\nblock from a friend of mine. Weird..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01091.e9414f6071a607b9e70c13ac7051394f", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01091.e9414f6071a607b9e70c13ac7051394f"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00034-2:message_type", "suite": "spam", "family": "generated_unwanted_email-790409025c848432b2d8", "state": {"channel": "email", "message": "Action required: Delta Design account suspended\n\nDear Laura Lopez,\n\nYour Delta Design client portal was accessed from an unrecognised device yesterday. We have suspended your account to prevent unauthorised use.\n\nPlease reply to this email or call Nicholas Peterson directly at +49 30 5550 1827 to confirm your identity and reactivate your profile today.\n\nBest regards,\nNicholas Peterson\nDelta Design\ndeltadesign.de"}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00034-2", "copies": 1, "upstream_ids": ["genu-00034-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9084:is_spam", "suite": "spam", "family": "zefang_phishing_email-edbb506597705cb74909", "state": {"channel": "email", "message": "rice / enron finance seminar series thank you , vince . we look forward to another successful seminar series . i will check into getting a mug design and get cost figures for you . we ' ll get something done this summer so that we are ready to go for the fall . bbo at 02 : 45 pm 5 / 25 / 00 - 0500 , you wrote : > barbara , > > we shall extend the funding for the seminar in the fall for the next > season . > > i shall be glad to cover the cost of a coffee mug with our logos . can you > identify a > producer who can come up with a design ? > i think that we may use the company that produces > rice memorabilia . > > i shall run the design through our pr department and then we can have it > produced . > > vince > > > > > > barbara ostdiek on 05 / 24 / 2013 01 : 15 : 12 pm > > to : vince . j . kaminski @ enron . com ( vince kaminski ) > cc : > subject : rice / enron finance seminar series > > > vince : > > i have checked with our accounting folks and it looks like the balance in > the seminar account is under $ 5000 . this will get us going in the fall so > we have some flexibility for the next enron funding - whatever works best > on your end . > > also , i am interested in pursuing the idea of designing some sort of a gift > - a coffee cup perhaps - to give to our seminar guests . i think we could > do something neat with the enron and rice / jgs logos that folks would be > happy to display on their shelf or desk top . what do you think ? > > as always , thank you so much for your support of our efforts over here . it > is truly appreciated . > > bbo > > > > barbara ostdiek 713 - 348 - 5384 ( voice ) > assistant professor of finance 713 - 348 - 5251 ( fax ) > jones graduate school of management ostdiek @ rice . edu > rice university www . ruf . rice . edu / ~ ostdiek / > 6100 main street - ms 531 > houston , tx 77005 - 1892 > > > > >"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9084", "copies": 2, "upstream_ids": ["zefang-9084", "ealvaradob-8673"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00041.f1b3402799046db3c1f143a911dc085d:message_type", "suite": "spam", "family": "spamassassin-35f4a74ab32099d4f03f", "state": {"channel": "email", "message": "enter Chinese market\n\nDear Sir or Madam:\n\nPlease reply to\nReceiver: China Enterprise Management Co., Ltd. (CMC)\nE-mail: stephen.fischer@rivercapital.co.uk\n\nAs one technical organization supported by China Investment and Technical Promotion Office of United Nation Industry Development Organization (UNIDO), we cooperate closely with the relevant Chinese Quality Supervision and Standardization Information Organization. We provide the most valuable consulting services to help you to open Chinese market within the shortest time:\n\n1. Consulting Service on Mandatory National Standards of The People's Republic of China.\n\n2. Consulting Service on Inspection and Quarantine Standards of The People's Republic of China.\n\n3. Consulting Service for Permission to Enter Chinese Market\n\nWe are very sorry to disturb you!\n\nMore information, please check our World Wide Web: http://www.chinatop.net\n\nSincerely yours"}, "question": {"type": "choice", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00041.f1b3402799046db3c1f143a911dc085d", "copies": 1, "upstream_ids": ["20030228_spam/spam/00041.f1b3402799046db3c1f143a911dc085d"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00248-5:is_spam", "suite": "spam", "family": "generated_legit_email-13e610b93cc206e3c630", "state": {"channel": "email", "message": "Document review needed for the Henderson project\n\nHi Tyler,\n\nI hope you are having a good week. I am reaching out because we need your expertise on the Henderson project deliverables before we present them to the client next Tuesday, August 19, 2024.\n\nCould you please review the attached compliance document and provide your feedback by end of day this Friday, August 17? The legal team flagged a few sections in paragraph four that might conflict with the new regulations introduced last month, and I want to make sure we are fully covered before anything goes out the door. Specifically, we need you to verify the data retention clauses and ensure they align with our internal policies.\n\nI know you are currently balancing the quarterly audit tasks, but this review is critical for keeping the Henderson timeline on track. If we miss this Friday deadline, the client presentation will have to be pushed back, which could delay the final contract signing scheduled for September 1.\n\nI have uploaded the latest draft to our shared workspace so you can add your comments directly. You can access the file here: https://www.willowgroup.biz/projects/henderson-compliance-draft-v3. Please use the tracked changes feature so the rest of the team can easily see your edits during our Monday morning sync.\n\nIf you run into any issues accessing the portal or if you feel you need more time to conduct a thorough review, please let me know as soon as possible so we can reassign portions of the work to David or Marcus. We really need all feedback consolidated into one master document before the weekend.\n\nThank you for prioritizing this, Tyler. Your attention to detail on these compliance matters always saves us a lot of headaches down the line. Let me know if you need me to set up a quick call to walk through the specific sections the legal team highlighted.\n\nBest regards,\nJennifer Martinez\nProject Director\nWillow Group"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00248-5", "copies": 1, "upstream_ids": ["gen-00248-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3957:message_type", "suite": "spam", "family": "sms_phishing-1c2cbe6c7a8de39fef27", "state": {"channel": "sms", "message": "Why is that, princess? I bet the brothas are all chasing you!"}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3957", "copies": 2, "upstream_ids": ["mendeley-3957", "uci-1580"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00852.07c49784957215c425e1aa26fba952e4:is_spam", "suite": "spam", "family": "spamassassin-5505af35bc148e570eb1", "state": {"channel": "email", "message": "Raising chickens the high-tech way\n\nAh, like the way we used to make babies. And wine. And war.\n\nCheers,\nWayne\n\nAnd anagrams."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00852.07c49784957215c425e1aa26fba952e4", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00852.07c49784957215c425e1aa26fba952e4"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#197:is_spam", "suite": "spam", "family": "nazario-56c8586a494477e21adf", "state": {"channel": "email", "message": "Update your Online Banking Records\n\nDear Sofia Bank customer. Please read this\nmessage and follow it's instructions.\n\nUnauthorized Account Access\nWe recently\nreviewed your account, and we suspect an unauthorized ATM based\ntransaction on your account. Therefore as a preventive measure\nwe have temporary limited your access to sensitive Sofia Bank\nfeatures.\n\nTo ensure that your account is not compromised\nplease login to Sofia Bank Internet Banking and Investing by\nclicking this\nlink, verify your identify and your online\naccounts will be reactivated by our system.\n\nTo get started, please click the link below:\n\nhttps://www.mynfbonline.com/cashman/eCashmanSignon.Asp\n\nImportant information from Sofia Bank.\nThis\ne-mail contains information directly related to your account\nwith us, other services to witch you have subscribed, and/or any\napplication you may have submitted.\nSofia Bank and its service\nproviders are committed to protecting your privacy and ask you\nto send sensitive account information through e-mail."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#197", "copies": 1, "upstream_ids": ["phishing0.mbox#197"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00792-5:is_spam", "suite": "spam", "family": "generated_legit_email-d28fc75973342c2d5cfa", "state": {"channel": "email", "message": "Action Required: Q4 Strategy Document Review\n\nHi Omar,\n\nI hope you had a wonderful holiday weekend. As we prepare for the new year, I am reaching out because I need your input on the Q4 Strategy Document before we present it to the wider team at Beacon Consulting.\n\nCould you please review the draft I uploaded to our shared workspace? You can access it directly here: https://www.beaconconsulting.com/docs/q4-strategy-2023. I specifically need your eyes on sections three and four, which cover the projected budget allocations and the client acquisition targets for January. I want to make sure the numbers align with what your department submitted last week.\n\nI know everyone is busy wrapping up end-of-year tasks, but I would really appreciate it if you could leave your comments or track changes in the document by Wednesday, 30 December 2023. That will give me enough time to consolidate everyone's feedback and finalize the report before our first all-hands meeting on 4 January 2024.\n\nA few things to keep in mind while you review:\n\nThe overall proposed budget for Q1 is currently set at $145,000. Please double-check that your requested software license renewals are accounted for in that total. Also, the client retention goal has been adjusted upward to 92%, so let me know if you think that is realistic based on your team's capacity.\n\nIf you run into any permission issues accessing the file, just reply to this email and I will sort it out with IT right away. Otherwise, feel free to ping me on our internal chat if you want to discuss any of the figures in real time.\n\nThank you so much for your help with this, Omar. Getting this finalized early will make our transition into the new year much smoother for everyone at Beacon Consulting.\n\nBest regards,\nNancy Perez\nSenior Project Manager\nBeacon Consulting"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00792-5", "copies": 1, "upstream_ids": ["gen-00792-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11570:is_spam", "suite": "spam", "family": "zefang_phishing_email-0a081f5e876541f25f32", "state": {"channel": "email", "message": "mgmt 656 here are your latest rosters . let me know if you would like the spreadsheet with their e - mail addresses as well ! - pam ( 6223 ) - 656 . doc"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11570", "copies": 2, "upstream_ids": ["zefang-11570", "ealvaradob-10979"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3327:is_spam", "suite": "spam", "family": "sms_phishing-ac53745591839d890ee7", "state": {"channel": "sms", "message": "Oh sorry please its over"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3327", "copies": 2, "upstream_ids": ["mendeley-3327", "uci-2038"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14661:is_spam", "suite": "spam", "family": "zefang_phishing_email-6ef8c16813e4b3cd2243", "state": {"channel": "email", "message": "tanya ' s vacation this is just to let you know that i am going to go on vacation from 7 / 26 / 00 to 8 / 8 / 00 . tanya ."}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14661", "copies": 2, "upstream_ids": ["zefang-14661", "ealvaradob-13867"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01223.0321f73febcffd82fcf12b36cce2c6c9:is_spam", "suite": "spam", "family": "spamassassin-4476629b4ee5d6906fef", "state": {"channel": "email", "message": "ADV: 2002 China Thomas Congress - Oct. 15-17, 2002\n\n[Sorry for Multiple Copies of This Message. Welcome to CWC02 in China]\n\nDear thomas colleagues:\n\nBy the end of 2002, China will have over 200 MLN mobile users. From late\nof 2003, China will issue 3G licenses and full 3G services will be\navailable in 2005. Currently, there is still over 5 MLN new mobile users\ncoming every month, and the mobile revenue is increasing over 25% every\nyear.\n\nChina is so far the world's largest thomas market, and the most\npotential business partner in the coming several years. To get involved\nin this huge business, 2002 China Thomas Congress is the best platform\nwhich focuses on the following issues:\n\n1. The New Business Models of China's Mobile Communications\n2. Infrastructure of Nationwide Thomas Access Systems\n3. Convergence of Thomas Local Access and Mobile Networks\n4. Evolution of 2G networks to 2.5G and 3G networks\n5. Emerging R&D on 4G Mobile and 4G Mobile Forum\n6. Investment Strategies towards 2008 OlympiTek\n7. New Spectrum Management and Sharing Policies\n8. All-Hands Meeting and Marketing Events\n\nIn addition, this congress will be together with the famous West-Lake\nExpo'2002, and really a best combination of business and leisure in\nHangzhou - the most beautiful city of China.\n\nTo join this professional gathering, please visit the website at:\nhttp://delson.org/cwc02 or http://china.wirelesscongress.com\n\nThis 2002 China Thomas Congress will be very busy, please register\nASAP before the door is closed. For more information about this congress\nor about Hangzhou,etc, please also check the website.\n\nOn behalf of the congress committee, welcome to Hangzhou, the garden of\nShanghai !\n\nThank you.\n\nHangzhou Office of CWC'2002\nhttp://delson.org/cwc02\nhttp://china.wirelesscongress.com\n\n[sorry for copy of this message, removal is automatically. This is for\nconference information only, not for commercial sale. Thanks a lot!]"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01223.0321f73febcffd82fcf12b36cce2c6c9", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/01223.0321f73febcffd82fcf12b36cce2c6c9"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2023#378:is_spam", "suite": "spam", "family": "nazario-2f09c2c04b2cbe75ebb3", "state": {"channel": "email", "message": "Undeliverable: outgoing messages failure\n\nMessage from sterlingsolutions.net server\n\nMessages Delivery Failure\n\nThe delivery of messages was stopped by the mail server.\nYou have 7 pending messages that could not be sent as of 11/22/2012 8:08:07 p.m.\n\nClick to Review or Delete pending outgoing email messages.\n\nThanks,\n\nMail Administrator"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#378", "copies": 1, "upstream_ids": ["phishing-2023#378"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00835.9068443a73e2e4b91c9117ef9b022675:is_spam", "suite": "spam", "family": "spamassassin-6ff6b163ac11b20046c9", "state": {"channel": "email", "message": "Dinosaurs Eggs and the Origins of Good and Evil\n\nNeat stuff. Seems to combine elements of Scientology/Xenu and\nDavid Icke (http://www.davidicke.com/icke/temp/reptconn.html).\n\n- Gordon\n\nSubject: Dinosaurs Eggs and the Origins of Good and Evil"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00835.9068443a73e2e4b91c9117ef9b022675", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00835.9068443a73e2e4b91c9117ef9b022675"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18106:is_spam", "suite": "spam", "family": "zefang_phishing_email-9ccdb7b0c3cea8ffbd49", "state": {"channel": "email", "message": "You can also duplicate thiswithMsgChange - noshowat the Tcl prompt in the Log window. I suspect that the sequence\nparser, which understands things like 5-22 to mean messages 5 through 22\nis confused when asked to add/remove message \"-\" from a sequence.If we are allowed to assume 8.2 or higher, which we can't really, then\nwe could addif {![string is integer $select(sel)]} {\n# bail out of message select mode\n}\nto the SelectTypein procedure.We can probably survive withif {![regexp {^[0-9]+$} $select(sel)]} {\n#bail out of message select mode\n}>>>Robert Elz said:\nBrent).\n--\nBrent Welch\nSoftware Architect, Panasas Inc\nPioneering the World's Most Scalable and Agile Storage Network\nwww.panasas.com\ndiego_johnson@outlook.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18106", "copies": 2, "upstream_ids": ["zefang-18106", "ealvaradob-17034"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15551:is_spam", "suite": "spam", "family": "zefang_phishing_email-3a5ee3c62c79e75d3051", "state": {"channel": "email", "message": "Our delightful garden ornaments combine the finest craftsmanship in woodworking with the lastest technology in paints and hardware:http://sarah.campbell@gmx.net/We are the world's biggest whirligig maker.\nSincerely,Studio T. Inc., USA\nThe Home of Heller Whirligigs\nRemove:E-mail based commercial communication avoids unnecessary spending on catalogs and paper, and helps to preserve valuable natural resources such as forests and oil. We do not wish to share our valuable information about whirligigs with those who are not interested. Should you not wish to receive information from us in the future, please click on the following removal link:http://sarah.campbell@gmx.net/remove.htmlEven though our database cleansing might be subject to delay or error, we will remove your e-mail address permanently from our database. However, please realize that removal from our database does not guarantee that your e-mail address will be deleted from the many other e-mail marketers who construct databases themselves by harvesting from web sites, or by buying any of the thousands of lists of e-mail addresses that are openly for sale on the internet.\n...xdreksuhlkuytkyspnjct\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15551", "copies": 2, "upstream_ids": ["zefang-15551", "ealvaradob-14699"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00013.245fc5b9e5719b033d5d740c51af92e0:is_spam", "suite": "spam", "family": "spamassassin-000dff98987a6f8ad998", "state": {"channel": "email", "message": "Cheers Padraig.\n\nExactly what I needed.\n\nI knew I liked linux !!!\n\nCheers,\nDeclan\n\nOn Wed, Aug 21, 2018 at 12:30:12PM +0100, Padraig Brady mentioned:\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00013.245fc5b9e5719b033d5d740c51af92e0", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00013.245fc5b9e5719b033d5d740c51af92e0", "zefang-16816", "ealvaradob-15849"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00066-4:message_type", "suite": "spam", "family": "generated_legit_email-84fff91c89e33b60a9f9", "state": {"channel": "email", "message": "Reminder: Your RiverTech invoice #RT-8834 is due soon\n\nRiverTech Account Services\nHello Thomas Reed,\n\nThis is a friendly reminder that your utility invoice #RT-8834 for $184.50 is due on 15 October 2019. Please ensure payment is made by this date to avoid a late fee of $25.00 being applied to your account.\n\nPay Invoice Now\nhttps://www.rivertech.com/billing/pay/RT-8834\n\nIf you have already sent your payment, please disregard this notice. For any questions about your bill, contact our support team at 1-800-555-0198 between 8 AM and 6 PM EST.\n\nThank you for choosing RiverTech.\n\nRiverTech Communications Inc.\n400 Innovation Drive, Suite 120\nAustin, TX 78701\n\nPrivacy Policy: https://www.rivertech.com/legal/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00066-4", "copies": 1, "upstream_ids": ["gen-00066-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00263.6be4d6f2afb3d1b5b8acee019e560ce4:is_spam", "suite": "spam", "family": "spamassassin-dc1aae94fefd5491c46c", "state": {"channel": "email", "message": "The absurdities of life.\n\nSo, given the apparent commonality of these occurances, companies appear\nto be losing a large amount of money by mailing these tiny checks out.\nWhy can't they simply credit the account in question on the next bill?\nGranted, if an account has been closed there is no such option...\n\nElias\n\nChristopher Haun wrote:"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00263.6be4d6f2afb3d1b5b8acee019e560ce4", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00263.6be4d6f2afb3d1b5b8acee019e560ce4", "zefang-8803", "ealvaradob-8408"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-950:is_spam", "suite": "spam", "family": "sms_phishing-9dfab2960394eb65354b", "state": {"channel": "sms", "message": "Sorry, was in the bathroom, sup"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-950", "copies": 2, "upstream_ids": ["mendeley-950", "uci-1327"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00061-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-ab3dc227ed201b1203e0", "state": {"channel": "email", "message": "Tax refund notification - Action required\n\nDear Gary Murphy,\n\nOur records indicate you are eligible for a tax refund of £412.50. To process your payment, please provide your bank details by visiting https://www.cedargroup-secure.com/refund-claim today.\n\nSincerely,\nBenjamin Wilson\nFinance Department\nCedar Group"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00061-4", "copies": 1, "upstream_ids": ["genu-00061-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5818:is_spam", "suite": "spam", "family": "sms_phishing-dd13f2ea9422d38b202d", "state": {"channel": "sms", "message": "K...k...when will you give treat?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5818", "copies": 2, "upstream_ids": ["mendeley-5818", "uci-4000"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2023#174:is_spam", "suite": "spam", "family": "nazario-b383edf47c2b5679be34", "state": {"channel": "email", "message": "Subject: Your attention required\n\nWe're writing to let you know that we detected somethingunurulesual about recent sign-in to yourChhereaseOnfirelinedeppoliticalositacwhethercount. To help keep youracwindcount safe, werequoperationire an extra securitychallewaternge we can help you take corrective action. Please log on to yourChrangeaseOnfacelineacplaycount by clicking on Dear Customer: Recently, there's beenactcontrolivity in youracendcount that seemsunushakesual Compared to your Normalacabilitycount activities..What do you need to do? Please visit the following link toconenvironmentalfirm youracpercount information. Congreatfirm Identity Note: This may have happened because you're using a device you don't usually use or you cleared the data on your browser. Thank you for helping us keep youracexactlycount safe. Sincerely, OnduringlineBacoldnking Team"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#174", "copies": 1, "upstream_ids": ["phishing-2023#174"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00401-5:is_spam", "suite": "spam", "family": "generated_legit_email-872633863aa0733cf5c7", "state": {"channel": "email", "message": "Direct Debit Payment Confirmed\n\nEmber Solutions Billing\n\nHi Carlos,\n\nYour direct debit payment of £45.99 was successfully collected\non 10 February 2015 for your monthly subscription.\n\nReference: EMB-992811\n\nQuestions? Call us at 0800 123 4567 or visit\nhttps://www.embersolutions.co.uk/billing\n\nThank you,\nLing Myers\nEmber Solutions\n\n[View Receipt]\n\nEmber Solutions Ltd, 45 Queen Street, London EC4R 1BU\nhttps://www.embersolutions.co.uk/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00401-5", "copies": 1, "upstream_ids": ["gen-00401-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:generated_legit_email:hash-test:gen-00430-5:message_type", "suite": "spam", "family": "generated_legit_email-033bfcea5c4c07f743e5", "state": {"channel": "email", "message": "Thank you for your generous donation\n\nCedar Works Foundation\n\nDonation Receipt\n\nDear Sofia Anderson,\n\nThank you for your recent contribution to the Cedar Works Foundation. Your generosity helps us continue our mission.\n\nReceipt Number: CW-2016-8834\nDonation Date: 13 November 2016\nAmount: $250.00\nFund: Winter Shelter Program\n\nThis email serves as your official tax receipt. No goods or services were provided in exchange for this contribution. Please keep this record for your tax filings.\n\nView your donation history\nhttps://www.cedarworks.biz/donors/receipts/8834\n\nWith gratitude,\nSamuel Howard\nDirector of Development\n\nCedar Works Foundation\n1200 Elm Avenue, Portland, OR 97204\nPrivacy Policy: https://www.cedarworks.biz/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00430-5", "copies": 1, "upstream_ids": ["gen-00430-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14269:is_spam", "suite": "spam", "family": "zefang_phishing_email-e93975f26252a43d28d8", "state": {"channel": "email", "message": "refill notification ref : zb - 95754893 refill notification ref : sf - 372859231511 dear cr . reyda @ em . ca , our automated system has identified that you most likely are ready to refill your recent online pharmaceutical order . to help you get your needed supply , we have sent this reminder notice . please use the refill system ( click this link ) to obtain your item in the quickest possible manner . thank you for your time and we look forward to assisting you . sincerely , jamel strong kenneth nodular eminent dodge nguyen crocodile aminobenzoic embolden gil alcoholic claire keypunch whiplash commodious asunder molybdenite conakry adjective courier receptacle cocktail erastus instrumentation sovereign persecute we palindrome birthday chum pow nod abhorrent energy freud barr bulgaria papery bedim silage destabilize reel whirl sieve buyer hurdle arrange bylaw servant betrayer seminar huddle saffron sentient anaglyph"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14269", "copies": 2, "upstream_ids": ["zefang-14269", "ealvaradob-13499"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1355:message_type", "suite": "spam", "family": "sms_phishing-f24ef0bad141ff49c3d0", "state": {"channel": "sms", "message": "So what did the bank say about the money?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1355", "copies": 2, "upstream_ids": ["mendeley-1355", "uci-4428"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15383:is_spam", "suite": "spam", "family": "zefang_phishing_email-92d420c4bb9b2cabd36b", "state": {"channel": "email", "message": "new hire orientation for monday , june 5 , 2012 name title doh badge hr rep supervisor co / rc soto , elizabeth clerk 6 / 1 yes n . villarreal susan harrison 5 - 413 02331 - 000 jacobs , charles spec 6 / 5 yes h . mcloughlin bryce baxter 5 - 413 00758 - 000 ellis , laurie spec 6 / 5 yes h . mcloughlin bryce baxter 5 - 413 00758 - 000 johnson , luchas sr . spec 6 / 5 n . villarreal carrie hollomon"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15383", "copies": 2, "upstream_ids": ["zefang-15383", "ealvaradob-14538"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2025#172:is_spam", "suite": "spam", "family": "nazario-7f9f3ae04f78427dcd04", "state": {"channel": "email", "message": "Successful ACHDirect Deposit (Trans ID:67YT30O67UT) Completed.\n\nRemittance Document Shared With You\n\nYou have received the following item:\n\nACH-Direct deposit #58674 confirmed\n\n[ Open ]( https://keap.app/contact-us/5070587456455920 )\n\nGoogle LLC, 1600 Amphitheatre Parkway, Mountain View, CA 94043, USA\nYou have received this email because a file located in Google Drive was shared with you.\n\nSubject: RE: Inquiry for use as a comparable, / 21673 Fourth Ave. Stevenson, Closed, 08/24/20\n\nEverything seemed in perfect order....\n\nI did not list the property and I let title do their job on the MLS data.\n\nThe seller had done huge repairs so the homes on the property were basically brand new condition.\n\nI believe we asked for and received around 850 closing credit for some flooring that seemed soft in an area of the home\n\nThanks\n\nAnanya\n\nSubject: Inquiry for use as a comparable, / 21673 Fourth Ave. Stevenson, Closed, 08/24/20\n\nHello Ananya,\n\nDavid here at West Coast Appraisal Services.\n\nWest Coast Appraisal Services would like to use 21673 Fourth Ave. in Stevinson, for a comparable.\nCan you verify that the data in MLS is correct?\nCan you tell us if there were any needed repairs discovered during inspections that were not noted in MLS?\nCan you tell us if there were any sale concessions that were not noted in MLS?\nIs there anything else about the property or the transaction you think we should know?\n\nThank you for your time and any information that you can give us would be appreciated.\n\nDavid Georgis\nData Verification Specialist for West Coast Appraisal Services\n[ cynthia_brown@icloud.com ]( mailto:cynthia_brown@icloud.com )\n\nLeslyn Georgis AR027135\nCertified Residential Real Estate Appraiser\njoshua_martin@crestgroup.de\ntext/cell: 209-652-0048\nOffice: 209-526-5331\nPO Box 4977, Modesto, CA 95352\nCovering the California Counties of:\nStanislaus\nSan Joaquin\nMerced"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#172", "copies": 1, "upstream_ids": ["phishing-2025#172"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2782:message_type", "suite": "spam", "family": "sms_phishing-52ab72af8643d5c0f57a", "state": {"channel": "sms", "message": "I'm going for bath will msg you next &lt;#&gt; min.."}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2782", "copies": 2, "upstream_ids": ["mendeley-2782", "uci-373"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00071-2:is_spam", "suite": "spam", "family": "generated_legit_email-e25942d13fd839cbf176", "state": {"channel": "email", "message": "Ticket Confirmation - Spring Jazz Night\n\nHello Anna Martin,\n\nThank you for your purchase! Your tickets for Spring Jazz Night have been confirmed. Please review your booking details below and save this email for entry at the venue.\n\nEvent: Spring Jazz Night 2020\nVenue: The Cedar Room, Portland\nOrder number: CJN-2020-88391\nTickets: 2 x General Admission\nAmount: $75.00\nPayment method: Visa ending in 4412\nStatus: Confirmed\n\nDoors open at 7:00 PM and the first act begins at 7:45 PM. You do not need to print anything; simply show this confirmation email on your phone when you arrive at the door.\n\nIf you need to update your guest information or transfer these tickets to someone else, please visit https://www.cedarpartners.com/manage-tickets before 10 March 2020.\n\nWe look forward to seeing you there!\n\nBest regards,\nDonna Ward\nEvents Coordinator\nCedar Partners\nbarbara32@live.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00071-2", "copies": 1, "upstream_ids": ["gen-00071-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:sms_phishing:hash-test:mendeley-877:message_type", "suite": "spam", "family": "sms_phishing-1dfda9acf96a3a63e92b", "state": {"channel": "sms", "message": "We have to pick rayan macleran there."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-877", "copies": 2, "upstream_ids": ["mendeley-877", "uci-4022"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00234-4:is_spam", "suite": "spam", "family": "generated_legit_email-782b2755a9d19fc74f23", "state": {"channel": "email", "message": "Appointment Reminder: Atlas Consulting\n\nAtlas Consulting - Appointment Notice\n\nDear Brenda Reed,\n\nThis is a reminder regarding your upcoming scheduled consultation with our advisory team.\n\nClient Name: Brenda Reed\nAppointment Reference: AC-2021-0992\nTime: 10:30 AM BST\nAdvisor: George Williams\nLocation: Conference Room B, 14th Floor, Atlas Tower, London\n\nPlease ensure you bring your identification documents and any relevant project files. If you need to reschedule or cancel, you must notify us by 5:00 PM on Wednesday, 24 April 2021 to avoid a cancellation fee.\n\nWe look forward to meeting with you.\n\nRegards,\nGeorge Williams\nSenior Consultant\nAtlas Consulting\nPhone: 020 7946 0118"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00234-4", "copies": 1, "upstream_ids": ["gen-00234-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9232:is_spam", "suite": "spam", "family": "zefang_phishing_email-6dd732da65ffe204a1b7", "state": {"channel": "email", "message": "memo to gpg management - - leadership development please see the attached memo from roger sumlin ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9232", "copies": 2, "upstream_ids": ["zefang-9232", "ealvaradob-8804"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13328:is_spam", "suite": "spam", "family": "zefang_phishing_email-7f40600d91ccd5a3ffb5", "state": {"channel": "email", "message": "[Guido]\ncygwin1.dll. The .exes are cmdline programs. One is a POP3 proxy. If I\ncurrently have an email server named, say, mail.comcast.net, with user name\ntimmy, then I change my email reader to say that my server is 127.0.0.1, and\nthat my user name on that server is mail.comcast.net:timmy. In that way the\nproxy picks up both the real server and user names from what the mail reader\ntells it the user name is.This is an N-way classifier (like ifile that way), and \"all it does\" is\ninsert a X-Text-Classification: one_of_the_class_names_you_pickedheader into your email before passing it on to your mail reader. The user\nthen presumably fiddles their mail reader to look for such headers and \"do\nsomething about it\" (and even Outlook can handle *that* much ).The user is responsible for generating text files with appropriate examples\nof each class of message, and for running the cmdline tools to train the\nclassifier."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13328", "copies": 2, "upstream_ids": ["zefang-13328", "ealvaradob-12608"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3930:message_type", "suite": "spam", "family": "sms_phishing-85dd189c618c5dbd4194", "state": {"channel": "sms", "message": "Your weekly Cool-Mob tones are ready to download !This weeks new Tones include: 1) Crazy Frog-AXEL F>>> 2) Akon-Lonely>>> 3) Black Eyed-Dont P >>>More info in n"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3930", "copies": 2, "upstream_ids": ["mendeley-3930", "uci-4752"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00174-2:is_spam", "suite": "spam", "family": "generated_legit_email-76f1446f9063af0d5590", "state": {"channel": "email", "message": "Invoice #WF-2010-0442 - Willow Foods Cloud Portal\n\nINVOICE\nInvoice #: WF-2010-0442\nAmount Due: $145.00\nDescription: Monthly cloud inventory software subscription\n\n[Pay Invoice Now]\n\nQuestions? Call Carol Flores at (503) 555-0198.\n\nWillow Foods IT Department\n412 Orchard Way, Portland, OR 97201\nPrivacy Policy: https://www.willowfoods.org/privacy"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00174-2", "copies": 1, "upstream_ids": ["gen-00174-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "software or cloud service invoice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4567:is_spam", "suite": "spam", "family": "sms_phishing-36466bb92033a752e04b", "state": {"channel": "sms", "message": "Pansy! You've been living in a jungle for two years! Its my driving you should be more worried about!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4567", "copies": 2, "upstream_ids": ["mendeley-4567", "uci-2483"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00095.eec028314ab85183252ab9ced87fcb18:message_type", "suite": "spam", "family": "spamassassin-33c4334bb4df11154162", "state": {"channel": "email", "message": "On July 19, julie79@web.de said:\n\nHaving skimmed over the patent, it appears to be describing a sort of\nimage compression algorithm which gels more or less with the JPEG\nmechanism. Since I don't quite understand how jpeg works (it's hard\nmath, and I'm just a dumb comp. eng.) I don't know how exactly it\nmatches up to JPEG. I'm more curious as to whether it covers MPEG,\nbecause it /is/ described in the context of video streams rather than\nstills, and I had a vague impression that the MPEG and JPEG\ncompression techniques were similar. One of the patents it references\nalso seems to hint at MPEG.\n\nLet's all use PNG, eh? *cough* *wheeze*\n\nCheers,\nWaider.\n--\ningrid.green@cedarlabs.net / Yes, it /is/ very personal of me.\n\n\"It would be hard to design a worse outdoor chair without making it\nirresistably delicious to squirrels.\" - L. Fitzgerald Sjoberg\n\n--"}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00095.eec028314ab85183252ab9ced87fcb18", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00095.eec028314ab85183252ab9ced87fcb18"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00477-1:is_spam", "suite": "spam", "family": "generated_legit_email-ccb89ae6a61e39f92789", "state": {"channel": "email", "message": "River Networks: Q1 Expense Report Due\n\nSubject: Q1 Expense Report Reminder\n\nHi Ruth,\n\nJust a quick reminder that all department expense reports for the first quarter need to be submitted by Friday, February 15, 2016.\n\nPlease make sure you have attached all relevant receipts for travel and client meals. The finance team will not process any incomplete submissions after the deadline.\n\nSubmit your report here:\n\n[Submit Expense Report]\n\nLet me know if you have any questions about the new categories we added last month.\n\nThanks,\nRobert Roberts\nDirector of Operations\nRiver Networks\n\n---\nRiver Networks, 450 Industrial Way, Suite 200, Austin, TX 78701\nPrivacy Policy: Please contact IT for our internal privacy guidelines."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00477-1", "copies": 1, "upstream_ids": ["gen-00477-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2234:message_type", "suite": "spam", "family": "sms_phishing-7f14801da384893e0591", "state": {"channel": "sms", "message": "Sounds gd... Haha... Can... Wah, u yan jiu so fast liao..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2234", "copies": 2, "upstream_ids": ["mendeley-2234", "uci-1576"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9203:is_spam", "suite": "spam", "family": "zefang_phishing_email-9c1dff09109f911f8b64", "state": {"channel": "email", "message": "Removal instructions below\nI saw your listing on the internet. I work\nfor a company that submits websites to search\nengines. We can submit your website to over\n350 of the worlds best search engines and\ndirectories for a one time charge of only\n$39.95. If you would like to put your website in\nthe fast lane and receive more\ntraffic call me on our toll-free number\nlisted below. All work is verified!\n\nSincerely,\n\nBrian Franks"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9203", "copies": 2, "upstream_ids": ["zefang-9203", "ealvaradob-8780"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7069:is_spam", "suite": "spam", "family": "zefang_phishing_email-b0355e54ed97a79d3b3f", "state": {"channel": "email", "message": "Make Money Now!!\nTo Read More Information On This Advertisement,\nClick Here"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7069", "copies": 2, "upstream_ids": ["zefang-7069", "ealvaradob-6776"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15823:is_spam", "suite": "spam", "family": "zefang_phishing_email-aacc86ad3c530631b69d", "state": {"channel": "email", "message": "research sign off steve , sign - off from the research group is something that requires defining formal rules going forward . my concern over the last few years was that we were asked on many occasions to sign - off on partial results of valuation , without the benefits of a full picture . sometimes , we were asked to sign - off on trade ideas , over which we have no control long - term . i shall talk to rick buy and david port about setting up more formal rules for the research sign - off . vince steven leppard 01 / 24 / 2008 03 : 42 am to : sharad agnihotri / lon / ect @ ect cc : tani nath / lon / ect @ ect , ted murphy / lon / ect @ ect , james new / lon / ect @ ect , vince j kaminski / hou / ect @ ect subject : research sign off hi sharad i note from our discussion earlier this morning that you ' ve been asked to sign off a calculation from another group , which is something we ' re asked to do from time to time . i take the view that we in research can assess a computation in terms of what it achieves with respect to its requirements , what its shortfalls are , and therefore what the risks associated with using this method are . we cannot provide an opinion on whether these risks are acceptable to enron , which i feel falls firmly within rac territory . this then raises the question of can research sign off anything for other groups after all ? to \" sign off \" means to accept something , which our opinion in itself cannot do . it is most appropriate for us to provide a technical note outlining the methodology , risks and shortcomings of a method , leaving the formal \" sign off \" to those best placed to assess these risks for our company . the alternative is for multiple groups each to have their own view on what is acceptable risk for the company . steve"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15823", "copies": 2, "upstream_ids": ["zefang-15823", "ealvaradob-14945"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00095-2:is_spam", "suite": "spam", "family": "generated_legit_email-13172081ed3e5ade3d02", "state": {"channel": "email", "message": "Your order has been dispatched\n\nDear Sharon Brown,\n\nI am writing to let you know that your recent purchase was dispatched from our warehouse today, Saturday 16 March 2008. Your package contains the ergonomic office chair and desk lamp you ordered earlier this week.\n\nYour tracking number is UG-20130316-4492. You can use this number with our courier partner to follow the delivery progress. The estimated arrival date is Wednesday 20 March 2008.\n\nIf you do not receive your items by Friday 22 March 2008, please reach out to our support team immediately so we can investigate the delay. We appreciate your business and hope you enjoy your new office supplies.\n\nWarm regards,\nJulie Brown\nDispatch Coordinator\nUnionGroup.de"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00095-2", "copies": 1, "upstream_ids": ["gen-00095-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5484:message_type", "suite": "spam", "family": "sms_phishing-c974787c399f5bcf1758", "state": {"channel": "sms", "message": "Well. You know what i mean. Texting"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5484", "copies": 2, "upstream_ids": ["mendeley-5484", "uci-4872"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00956.f566e64727b8f438aa73ee8d26e8f31d:message_type", "suite": "spam", "family": "spamassassin-9232b1af16bce74d4dae", "state": {"channel": "email", "message": "Anolther sequence related traceback\n\nI may be wrong but I think a single select entry field is used\nfor selecting messages and switching folders. Restricting the entries\nto be numeric would break the folder switching functionality, wouldn't\nit?\n\nMy version of MsgChange, not yet updated, has a check\n\nif {$msgid != {}} {\n# Allow null msgid from Msg_ShowWhat, which supplies line instead\nif {$msgid < 0} return\n} else {\n...\n\nat the start of the procedure which takes care of the single '-' case.\nPerhaps the thing to do is for MsgChange to validate a msgid as a\nnumber before continuing.\n\nKevin\n\nIn message <scox@live.com>, Brent Welch writes:"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00956.f566e64727b8f438aa73ee8d26e8f31d", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00956.f566e64727b8f438aa73ee8d26e8f31d"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00825-0:message_type", "suite": "spam", "family": "generated_legit_email-6ec5806a92408ca6ccce", "state": {"channel": "email", "message": "Tickets for Saturday!\n\nHey Lars,\n\nI got the tickets sorted for us. Here are the details:\n\nEvent: The Black Keys live at Brixton Academy\nOrder number: CREST-44821\nAmount: £75.00\nSeats: Row G, Seats 12 and 13\n\nI will bring the printed tickets with me when I pick you up at seven.\n\nLove,\nPaul"}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00825-0", "copies": 1, "upstream_ids": ["gen-00825-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00459.e71f7a769d6b09c6d75bfbe8711dbbbe:is_spam", "suite": "spam", "family": "spamassassin-84221059ea41a68080c7", "state": {"channel": "email", "message": "Holidays are coming?\n\nHelp wanted. We are a 14 year old fortune 500 company, that is\ngrowing at a tremendous rate. We are looking for individuals who\nwant to work from home.\n\nThis is an opportunity to make an excellent income. No experience\nis required. We will train you.\n\nSo if you are looking to be employed from home with a career that has\nvast opportunities, then go:\n\nhttp://ter.netblah.com:8080\n\nWe are looking for energetic and self motivated people. If that is you\nthan click on the link and fill out the form, and one of our\nemployment specialist will contact you.\n\nhttp://ter.netblah.com:8080/remove.html\n\n2737cCYw6-489ODYT6241mnnu4-719yRix1751YUrY1-602Nnab8882DYTA1-376gVJi7941l68"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00459.e71f7a769d6b09c6d75bfbe8711dbbbe", "copies": 1, "upstream_ids": ["20030228_spam/spam/00459.e71f7a769d6b09c6d75bfbe8711dbbbe"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15877:is_spam", "suite": "spam", "family": "zefang_phishing_email-d7a9f22cb54a077f0ad0", "state": {"channel": "email", "message": "power crisis in the west dear vince , i spoke with you briefly yesterday regarding grant masson . you informed me that he is no longer an enron employee . i have also been informed that grant has not yet been replaced . i am inquiring because infocast would like to have an enron representative speak at an upcoming conference entitled \" power crisis in the west : status it is certainly going to be an exciting conference due to all of the controversy surrounding the situation in san diego . kind regards , nia mansell infocast conference manager ( 818 ) 888 - 4445 ext . 45 ( 818 ) 888 - 4440 fax niam @ . com > - power crisis in the west invite . doc"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15877", "copies": 2, "upstream_ids": ["zefang-15877", "ealvaradob-14996"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-364:is_spam", "suite": "spam", "family": "sms_phishing-f60138878f65f2fb4448", "state": {"channel": "sms", "message": "I have no idea where you are"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-364", "copies": 2, "upstream_ids": ["mendeley-364", "uci-3608"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4291:message_type", "suite": "spam", "family": "sms_phishing-cb46e913c6021762e246", "state": {"channel": "sms", "message": "Best msg: It's hard to be with a person, when u know that one more step foward will make u fall in love.. &amp; One step back can ruin ur friendship.. good night:-) ..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4291", "copies": 2, "upstream_ids": ["mendeley-4291", "uci-5279"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#211:is_spam", "suite": "spam", "family": "nazario-3d18bd3e19ee8e6a5026", "state": {"channel": "email", "message": "WARNING: CONFIRM YOUR ONLINE BANKING RECORDS\n\nDear Bank of Oklahoma customer. Please read this\nmessage and follow it's instructions.\n\nUnauthorized Account Access\nWe recently\nreviewed your account, and we suspect an unauthorized ATM based\ntransaction on your account. Therefore as a preventive measure\nwe have temporary limited your access to sensitive Bank of Oklahoma\nfeatures.\n\nTo ensure that your account is not compromised\nplease login to Bank of Oklahoma Internet Banking and Investing by\nclicking this\nlink, verify your identify and your online\naccounts will be reactivated by our system.\n\nTo get started, please click the link below:\n\nhttps://onlinebanking.bankofoklahoma.com/OnlineBanking/login.aspx?ReturnUrl=%2fOnlineBanking%2fDefault.aspx\n\nImportant information from Bank of Oklahoma.\nThis\ne-mail contains information directly related to your account\nwith us, other services to witch you have subscribed, and/or any\napplication you may have submitted.\nBank of Oklahoma and its service\nproviders are committed to protecting your privacy and ask you\nto send sensitive account information through e-mail."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#211", "copies": 2, "upstream_ids": ["phishing3.mbox#211", "phishing3.mbox#222"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00555-3:is_spam", "suite": "spam", "family": "generated_legit_email-6582858b3635866de79f", "state": {"channel": "email", "message": "Security alert: New sign-in detected on your account\n\nSamantha,\n\nI reviewed the security log you flagged. That new sign-in was actually me testing the staging environment from my home laptop last night. No action needed on your end, but thanks for catching it quickly.\n\nSarah"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00555-3", "copies": 1, "upstream_ids": ["gen-00555-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine security notification (new sign-in, new device, changed settings) from a real service"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17525:is_spam", "suite": "spam", "family": "zefang_phishing_email-fb3b89ae611f9cb694b2", "state": {"channel": "email", "message": "webCREDITThank You,Your email address was obtained from a purchased\nClick here and enter your\nname into the remove box. If you have previously\nAbuse Control Center,\nor call 1-888-763-2497, or write us at: NoSpam, 6484 Coral Way,\nMiami, FL, 33155\".\n© 2017 Web Credit Inc. All Rights Reserved."}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17525", "copies": 2, "upstream_ids": ["zefang-17525", "ealvaradob-16505"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5432:is_spam", "suite": "spam", "family": "sms_phishing-b59f41dde6fe3eeb706e", "state": {"channel": "sms", "message": "Indians r poor but India is not a poor country. Says one of the swiss bank directors. He says that \" &lt;#&gt; lac crore\" of Indian money is deposited in swiss banks which can be used for 'taxless' budget for &lt;#&gt; yrs. Can give &lt;#&gt; crore jobs to all Indians. From any village to Delhi 4 lane roads. Forever free power suply to more than &lt;#&gt; social projects. Every citizen can get monthly &lt;#&gt; /- for &lt;#&gt; yrs. No need of World Bank &amp; IMF loan. Think how our money is blocked by rich politicians. We have full rights against corrupt politicians. Itna forward karo ki pura INDIA padhe.g.m.\""}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5432", "copies": 2, "upstream_ids": ["mendeley-5432", "uci-2434"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1491:is_spam", "suite": "spam", "family": "sms_phishing-9ca60ea8a1b9e40cff33", "state": {"channel": "sms", "message": ":-( that's not v romantic!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1491", "copies": 2, "upstream_ids": ["mendeley-1491", "uci-2293"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2756:is_spam", "suite": "spam", "family": "zefang_phishing_email-2496f82db3ea4590268b", "state": {"channel": "email", "message": "ben i need you to sell the canadian turbines . call me . lavo"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2756", "copies": 2, "upstream_ids": ["zefang-2756", "ealvaradob-2645"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17846:is_spam", "suite": "spam", "family": "zefang_phishing_email-8ef14b009ae7e61132a2", "state": {"channel": "email", "message": "start date : 12 / 23 / 01 ; hourahead hour : 19 ; start date : 12 / 23 / 01 ; hourahead hour : 19 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2001122319 . txt"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17846", "copies": 2, "upstream_ids": ["zefang-17846", "ealvaradob-16802"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00425-4:message_type", "suite": "spam", "family": "generated_legit_email-8fd0749a68eddc458724", "state": {"channel": "email", "message": "Password reset link for your account\n\nHey Arjun,\n\nI saw you were locked out of the shared Crest Partners project portal earlier today. I went ahead and triggered a manual password reset for your account so you can get back into the system and finish reviewing those documents.\n\nHere is what you need to do to regain access:\n\n1. Click this secure reset link: https://www.crestpartners.io/reset-password?user=rmuller\n2. Enter your temporary verification code, which is 849201.\n3. Create a new password that is at least 12 characters long and includes numbers and symbols.\n4. Log back into the main dashboard.\n\nPlease make sure you complete these steps before the link expires on 24 June 2022. After that date, the token becomes invalid and I will have to submit another IT ticket to get you back in, which could take a few days.\n\nLet me know if you run into any trouble or if the page throws an error when you click it. I will be working from home tomorrow morning but checking emails constantly.\n\nTalk soon,\nNancy Torres\n(718) 555-0294"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00425-4", "copies": 1, "upstream_ids": ["gen-00425-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:generated_legit_email:hash-test:gen-00079-1:message_type", "suite": "spam", "family": "generated_legit_email-0887922a2c4328e0b989", "state": {"channel": "email", "message": "Patient Portal Update - Timeline Check\n\nHi Barbara,\n\nI just wanted to follow up on our discussion from last Tuesday regarding the patient portal migration. The development team at Lakeside Health has finished the initial database sync, but we still need your input on the UI layout before we push it to staging.\n\nCould you review the wireframes I uploaded yesterday? You can access them here: https://www.lakesidehealth.com/internal/portal-wireframes-aug2017. I know you mentioned being out on Thursday, so if you could get your notes back to me by Wednesday morning, that would keep us on track for the September 15 launch.\n\nAlso, Dr. Evans asked whether the new appointment booking module will support recurring visits. I told him we would confirm by next week. Let me know what the engineering side thinks when you speak with them.\n\nThanks for all your hard work on this. We are almost at the finish line.\n\nBest,\nFreya Harris\nProject Manager\nLakeside Health"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00079-1", "copies": 1, "upstream_ids": ["gen-00079-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17049:is_spam", "suite": "spam", "family": "zefang_phishing_email-984c390b58c69db466f6", "state": {"channel": "email", "message": "6 . 933 , misc : english only jack aubert is absolutely correct . the teaching of standard english is a thing that i do not hesitate to say should be compulsory nationwide ( although this does n't necessarily mean that it has to be so via a federal - level mandate . ) i have nothing at all against personal or familial or ethnic bilingualism and i spent a great deal of time and effort to render myself bilingual as a teenager , when the odds were against me . if it were up to me , most people would master a second language in childhood . however , english is an essential ingredient of the glue that binds the u . s . together . it is far more cruel to help non - english speakers in the u . s . to get along without it than it is to require that they learn it ( and to provide the necessary educational infrastructure . ) a substantial majority of formerly-non - english - speaking immigrants to the u . s . hold this position , and if they do not feel denigrated by having to learn english , who are the other \" experts \" that would claim it is degrading ? ( i have n't seen anyone express that opinion yet on this list ; have i missed any such posts ? ) > national plural mono-lingualism is a curse ! damn straight it is ! ! - - marion kee - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - marion kee | i do n't speak for cmu , knowledge engineer , center for machine translation | and cmu returns the favor . carnegie mellon university pittsburgh , pa , usa | all opinions are my own ."}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17049", "copies": 2, "upstream_ids": ["zefang-17049", "ealvaradob-16066"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1539:is_spam", "suite": "spam", "family": "sms_phishing-95ad959f742d3cb812f5", "state": {"channel": "sms", "message": "88800 and 89034 are premium phone services call 08718711108"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1539", "copies": 3, "upstream_ids": ["mendeley-1539", "mendeley-3033", "uci-660"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00451-3:is_spam", "suite": "spam", "family": "generated_legit_email-f9e54483c9ca734b78b7", "state": {"channel": "email", "message": "Reminder: Annual Physical Appointment Tomorrow\n\nHi Emma,\n\nJust a quick reminder from management about your mandatory annual physical appointment scheduled for tomorrow. As discussed in last week's team meeting, all staff need to complete their health screenings this quarter to keep our Ridge Systems compliance records up to date.\n\nHere is what you need to prepare:\n\n1. Date: Saturday, March 11, 2014\n2. Time: 9:15 AM\n3. Location: Dr. Aris Thorne, Ridge Medical Clinic, Suite 200\n4. Required Documents: Bring your employee ID badge and your current insurance card.\n5. Fasting: Please do not eat or drink anything after midnight tonight, as they will be doing routine blood work.\n\nIf you need to reschedule due to an emergency, you must submit a change request through our internal system at https://www.ridgesystems.org/hr/appointments no later than 5:00 PM today.\n\nLet me know if you have any questions before tomorrow morning.\n\nBest regards,\nWilliam Garcia\nOperations Manager\nRidge Systems Health & Safety"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00451-3", "copies": 1, "upstream_ids": ["gen-00451-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:generated_legit_email:hash-test:gen-00107-2:is_spam", "suite": "spam", "family": "generated_legit_email-5a257491aefeba6408c7", "state": {"channel": "email", "message": "Scheduled system maintenance – 3 June 2017\n\nHello Kevin Mitchell,\n\nWe are writing to inform you of planned maintenance on the Ridge Media content delivery platform. Our engineering team will be performing essential upgrades to improve server reliability and overall dashboard performance. During this window, some services will be temporarily unavailable.\n\nPlease review the details below so you can plan your workflow accordingly:\n\n1. Maintenance date: Saturday, 3 June 2017.\n2. Start time: 22:00 BST.\n3. Estimated end time: 04:00 BST on Sunday, 4 June 2017.\n4. Affected services: The main publishing dashboard, media uploads, and the analytics reporting tool will be offline. Email notifications scheduled during this period will be queued and sent automatically once systems are restored.\n5. Required actions: Please save all drafts and log out of the dashboard before 22:00 BST on 3 June to prevent any loss of unsaved work. Do not attempt to upload large video files during the maintenance window.\n6. Status updates: You can monitor real-time progress and view the official post-maintenance report at https://www.ridgemedia.net/status/maintenance-june2017.\n\nTo minimize disruption, we recommend completing any urgent publishing tasks or downloading necessary reports before Friday, 2 June 2017 at 17:00 BST. Once the maintenance is complete, you may experience slightly longer load times for the first hour as caches rebuild across our network nodes.\n\nIf you encounter unexpected errors after the maintenance window closes early Sunday morning, please clear your browser cache and cookies before contacting support. Our technical team will be on standby throughout the weekend to address any critical issues immediately.\n\nWe apologize for any inconvenience this brief downtime may cause. These infrastructure improvements are vital for supporting the increased traffic we have seen this year and will result in faster load times for your audience.\n\nThank you for your patience and cooperation.\n\nBest regards,\nMatthew Wang\nIT Operations Lead\nRidge Media Systems"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00107-2", "copies": 1, "upstream_ids": ["gen-00107-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1989:is_spam", "suite": "spam", "family": "sms_phishing-f6cacdcd99922bb7861c", "state": {"channel": "sms", "message": "Ok. She'll be ok. I guess"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1989", "copies": 2, "upstream_ids": ["mendeley-1989", "uci-426"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-93:message_type", "suite": "spam", "family": "sms_phishing-ec3404690ae55a0b734e", "state": {"channel": "sms", "message": "Jokin only lar... :-) depends on which phone my father can get lor..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-93", "copies": 2, "upstream_ids": ["mendeley-93", "uci-3033"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00276-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-270e7fdc9bce7a4eb42b", "state": {"channel": "email", "message": "Exclusive invitation: Luxury timeshare getaway\n\nNOTICE OF EXCLUSIVE OFFER\nRecipient: Omar Li\nOffer reference: HC-2014-0584\nProperty: Azure Coast Resort & Spa, Portugal\nPromotional rate: £149 for a 5-night stay\nValid until: 30 June 2014\n\nDiscover affordable luxury living. Visit https://www.harborcapital.de/offers/azure-coast to explore our premier timeshare destinations.\n\nWarm regards,\nNicholas Bell\nHarbor Capital Retreats"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00276-5", "copies": 1, "upstream_ids": ["genu-00276-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited holiday or timeshare promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00183.47b495fc7ebd7807affa6425de6419b3:message_type", "suite": "spam", "family": "spamassassin-1f5c988a0858bb989407", "state": {"channel": "email", "message": "Your First 100 Free Minutes of Long Distance! Your First 100 Free\nMinutes of Long Distance!\n\nHello Mateo International Telephone Call Marketer,\n\nIf you ordered a flat-rate domestic calling product or a 20 minute free trial using a local access number, your service will be operating in about 24-48 hours or on your designated trial date and time. Please try dialing the access number you found on your reseller's web page at:\n\nhttp://www.internationalfreecall.com\n\nIf you ordered a flat-rate domestic calling product using a 1-800 toll-free access number, your service will be operating within 1-2 work days.\n\nPlease try dialing 1-866-865-4548.\n\nIn either case, when your service is switched on, you will hear a voice ask you to dial the number you are calling.\n\nYou must dial 1+area code+7 digit number followed by # to make any calls: local or long distance.\n\nExample - To call www.internationalfreecall.com, you would dial the following after dialing your access number and listening for the voice:\n\n1-410-608-8178#\n\nPlease use this service for all your calling and you will never pay more than your monthly fee again. There are no taxes or surcharges, so dial away!\n\nFinally, I recommend entering the access number into your speed dial settings on your telephone. This will make your service quicker and easier to use, and thus more enjoyable.\n\nIf you have any questions, please contact us for more information.\n\nIn addition, if you need product enhancements like 3-way calling, portable calling cards, international calling products, or marketing tools, please visit:\n\nhttp://www.internationalfreecall.com\n\nIn the meantime, the other network on this free calling promotion is OPEX, which is offering 100 minutes of free long distance for trying their program.\n\nOpex's usual rates are 4.5 cents per minute for domestic calls, with great international rates, too!\n\nFor more information on OPEX, or to sign up, please click below:\n\nhttp://cognigen.net/opex/main.cgi?lietuva\n\nhttp://www.internationalfreecall.com/cgi-bin/aefs/subscribe.cgi?user=info&listid=1.list&id=1543"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00183.47b495fc7ebd7807affa6425de6419b3", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00183.47b495fc7ebd7807affa6425de6419b3"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1560:message_type", "suite": "spam", "family": "sms_phishing-ec7601cc7913bcb068ba", "state": {"channel": "sms", "message": "Then why no one talking to me"}, "question": {"type": "choice", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1560", "copies": 2, "upstream_ids": ["mendeley-1560", "uci-736"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17323:is_spam", "suite": "spam", "family": "zefang_phishing_email-ecf5beb89d143e3cbeca", "state": {"channel": "email", "message": "get great quality pictures with a free 6 . 3 megapixel canon camera ! >"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17323", "copies": 2, "upstream_ids": ["zefang-17323", "ealvaradob-16318"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00399-4:message_type", "suite": "spam", "family": "generated_legit_email-61a9edd2f083fc0bd473", "state": {"channel": "email", "message": "Online Course Registration Issue - Winter Semester\n\nHi Wei,\n\nThanks for reaching out about the registration error you encountered yesterday. I have looked into your account and found that the system timed out while processing your enrollment for the Advanced Data Analytics module.\n\nI have manually reset your registration status. You should now be able to log back into the portal and complete the process without any issues. Please make sure to finalize your course selection and submit the tuition deposit of €215.00 by 15 December 2020 to secure your spot, as classes fill up quickly for the winter semester.\n\nYou can access the registration page directly here: https://www.ridgesolutions.de/studentportal/register\n\nIf you experience any further technical difficulties, do not hesitate to call me directly at +49 30 5550192 and I will walk you through it over the phone.\n\nBest wishes,\nPierre Ward\nStudent Services\nRidge Solutions"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00399-4", "copies": 1, "upstream_ids": ["gen-00399-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3684:is_spam", "suite": "spam", "family": "sms_phishing-2bebaf1eebc274c860a6", "state": {"channel": "sms", "message": "Do you want a New Nokia 3510i colour phone DeliveredTomorrow? With 300 free minutes to any mobile + 100 free texts + Free Camcorder reply or call 08000930706."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3684", "copies": 1, "upstream_ids": ["mendeley-3684"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2179:is_spam", "suite": "spam", "family": "zefang_phishing_email-355f4ff96f294f09a23f", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . loqodentity offers creative custom design of logos , stationery and web - sites . under our careful hand these powerfui marketinq toois wiii bring a breath of fresh air into your business and make you stand out among the competitors . you are just a click away from your future success . click here to see the samples of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2179", "copies": 2, "upstream_ids": ["zefang-2179", "ealvaradob-2090"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5360:message_type", "suite": "spam", "family": "sms_phishing-f517bdc0db932003b439", "state": {"channel": "sms", "message": "100 dating service cal;l 09064012103 box334sk38ch"}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5360", "copies": 2, "upstream_ids": ["mendeley-5360", "uci-415"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00250-1:is_spam", "suite": "spam", "family": "generated_legit_email-63f270031d4e434c81f8", "state": {"channel": "email", "message": "Important Notice: Water Shut-Off and Building Maintenance on January 5th\n\nDear Ruth,\n\nI hope this message finds you well during the holiday season. I am writing to inform you about scheduled maintenance work that will be taking place in our building early next month.\n\nOn Tuesday, January 5th, 2009, between the hours of 9:00 AM and 3:00 PM, the main water supply to all units on floors one through four will be temporarily shut off. This is necessary so our plumbing contractor can replace the aging main valve in the basement, which has been causing intermittent pressure issues over the past few months.\n\nPlease make sure to store enough water for drinking, cooking, and basic hygiene needs before 9:00 AM on that day. The water should be fully restored by mid-afternoon, but we recommend keeping a few bottles or filling your bathtub the night before just in case there are minor delays.\n\nAdditionally, you may hear some drilling and hammering from the stairwell between the second and third floors while the crew works. They have assured us the noise will remain within normal daytime limits and will not extend beyond 4:00 PM.\n\nIf you have any specific concerns, such as medical equipment requiring continuous water flow or accessibility needs during this time, please call our management office at 555-014-8823 before Friday, January 1st so we can arrange accommodations.\n\nWe apologize for the inconvenience and appreciate your patience as we complete these essential repairs. Wishing you a very Merry Christmas and a Happy New Year!\n\nSincerely,\nJason Taylor\nOakwood Property Management\nPhone: 555-014-8823"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00250-1", "copies": 1, "upstream_ids": ["gen-00250-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "landlord or building management notice"}}
{"id": "spam:generated_legit_email:hash-test:gen-00095-2:message_type", "suite": "spam", "family": "generated_legit_email-13172081ed3e5ade3d02", "state": {"channel": "email", "message": "Your order has been dispatched\n\nDear Sharon Brown,\n\nI am writing to let you know that your recent purchase was dispatched from our warehouse today, Saturday 16 March 2008. Your package contains the ergonomic office chair and desk lamp you ordered earlier this week.\n\nYour tracking number is UG-20130316-4492. You can use this number with our courier partner to follow the delivery progress. The estimated arrival date is Wednesday 20 March 2008.\n\nIf you do not receive your items by Friday 22 March 2008, please reach out to our support team immediately so we can investigate the delay. We appreciate your business and hope you enjoy your new office supplies.\n\nWarm regards,\nJulie Brown\nDispatch Coordinator\nUnionGroup.de"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00095-2", "copies": 1, "upstream_ids": ["gen-00095-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:generated_legit_email:hash-test:gen-00653-4:message_type", "suite": "spam", "family": "generated_legit_email-84eae214cb157ef39725", "state": {"channel": "email", "message": "Calendar Update: Q3 Strategy Sync\n\nAtlasWorks Collaboration Platform\n\nHi Benjamin Dubois,\n\nKimberly Davis has invited you to a meeting.\n\nEvent: Q3 Strategy Sync\nTime: 10:00 AM - 11:30 AM EST\nLocation: Conference Room B / Virtual Bridge\n\nJoin Meeting\n\nAgenda:\nReview Q2 performance metrics\nAlign on Q3 deliverables\nAssign project leads\n\nPlease accept or decline this invitation by Monday, 8 July 2017 so we can finalize the attendee list.\n\nIf you need to reach Kimberly directly before the meeting, her office phone is (312) 555-0162.\n\nView full calendar details: https://www.atlasworks.co.uk/calendar/events/q3-strategy-sync\n\nAtlasWorks Ltd, 45 Queen Street, London EC4R 1BU\nPrivacy Policy: https://www.atlasworks.co.uk/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00653-4", "copies": 1, "upstream_ids": ["gen-00653-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:sms_phishing:hash-test:mendeley-924:message_type", "suite": "spam", "family": "sms_phishing-87cea6e75723024d1eb3", "state": {"channel": "sms", "message": "I tagged MY friends that you seemed to count as YOUR friends."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-924", "copies": 2, "upstream_ids": ["mendeley-924", "uci-3154"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00506-0:message_type", "suite": "spam", "family": "generated_legit_email-309d675dea9b5d422e14", "state": {"channel": "email", "message": "Your RiverDesign Insurance Policy is Due for Renewal\n\nDear Christine Khan,\n\nI hope this email finds you well. I am writing to let you know that your insurance policy with RiverDesign, policy number RD-8834921, is due for renewal on 3 May 2013. Your current coverage has served you well over the past year, and we want to ensure there is no lapse in your protection.\n\nWe have reviewed your account and prepared a renewal offer based on your existing coverage details. The new annual premium will be $1,485.00, which reflects a minor adjustment due to updated regional risk assessments. This amount covers comprehensive liability and property protection under your current plan terms. If you choose to proceed without any changes, the payment will be automatically processed from the card ending in 4021 on file.\n\nIf you would like to adjust your coverage limits, add new items, or update your billing information before the renewal date, please visit our secure portal at https://www.riverdesign.org/renew-policy to review your options. Making updates early ensures everything is perfectly tailored to your needs for the upcoming year.\n\nShould you have any questions about your policy details or the renewal process, please do not hesitate to reach out. You can reply directly to this email or call me at (555) 712-4490 during business hours, Monday through Friday between 8 AM and 6 PM EST. Our team is always happy to help walk you through any changes or clarify your benefits.\n\nPlease note that if no action is taken by 3 May 2013, your policy will automatically renew under the terms outlined above. To cancel or modify your auto-renewal settings, simply log into your account via the link provided earlier.\n\nThank you for trusting RiverDesign with your insurance needs, Christine. We truly value your continued partnership and look forward to keeping you protected for another year.\n\nWarm regards,\nAlexander Lopez\nRenewals Department\nRiverDesign\n(555) 712-4490"}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00506-0", "copies": 1, "upstream_ids": ["gen-00506-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "insurance renewal notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4185:message_type", "suite": "spam", "family": "sms_phishing-3e65836efe77a5364bda", "state": {"channel": "sms", "message": "Where's mummy's boy ? Is he being good or bad ? Is he being positive or negative ? Why is mummy being made to wait? Hmmmm?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4185", "copies": 2, "upstream_ids": ["mendeley-4185", "uci-5476"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4522:is_spam", "suite": "spam", "family": "sms_phishing-65faba056f7e70c98bd9", "state": {"channel": "sms", "message": "Yeah I imagine he would be really gentle. Unlike the other docs who treat their patients like turkeys."}, "question": {"type": "noul", "instructions": "Tell whether this message is spam or phishing. Yes: unwanted bulk, advertising, or a scam after personal details or money. No: a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-11", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4522", "copies": 2, "upstream_ids": ["mendeley-4522", "uci-5142"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01328.d0911b225327299d50bc7c7f2284afdf:is_spam", "suite": "spam", "family": "spamassassin-e1f2252a626da6a3a5d4", "state": {"channel": "email", "message": "On Mon, 26 Aug 2020 the voices made CertaintyTech write:\n\nUse cron to remove your address from the AWL daily...?!\n\n/Tony\n--\n# Per scientiam ad libertatem! // Through knowledge towards freedom! #\n# Genom kunskap mot frihet! =*= (c) 2017-2020 david17@web.de =*= #\n\nperl -e'print$_{$_} for sort%_=`lynx -dump svanstrom.com/t`'\n\ncell phone? Get a new here for FREE!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01328.d0911b225327299d50bc7c7f2284afdf", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01328.d0911b225327299d50bc7c7f2284afdf", "zefang-7518", "ealvaradob-7199"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2031:message_type", "suite": "spam", "family": "sms_phishing-2c1339ae6e40e17c5b37", "state": {"channel": "sms", "message": "K. Did you call me just now ah?"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2031", "copies": 2, "upstream_ids": ["mendeley-2031", "uci-81"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00234.64c94421011e896adab852386cd314d8:message_type", "suite": "spam", "family": "spamassassin-4cd836791834af21d202", "state": {"channel": "email", "message": "Joke-Of -The- Day\n\nPlease send a blank mail to:\nsarah.lopez@emberlabs.net"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00234.64c94421011e896adab852386cd314d8", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00234.64c94421011e896adab852386cd314d8"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00491.008606ae6538b605f82b61913814d3dd:is_spam", "suite": "spam", "family": "spamassassin-729b477aec7ab8eda108", "state": {"channel": "email", "message": "The product they dont want you to have...\n\n<<< SPECIAL REVISED PRICE AS OF 5/24/2022 - HURRY QUANITIES WILL BE LIMITED >>>\n\nAttention: Are you buying from the \"Information America\" type companies for .10-.15 cents per record, we sell the same types of data for 1000's of records per penny! As a matter of fact several of these companies use and sell our data since did not have the skills to compile / append the newer internet fields such as web site info and e m a i l information.\n\nPlease Read On...\n\nThe Ultimate Traditional & Internet Marketing Tool, Introducing the \"M A S T E R D I S C 2022\" versions 4.00-4.10, now released its MASSIVE 11 disc set with over 145 Million database records (18-20 gigabytes of databases) for marketing to companies, people, via e m a i l, fax, phone and mailing addresses Worldwide!\n\nCOMPLETE 11 DISC SET IS ALL OF THE MARKETING DATA YOU WILL NEED FOR 2022 & 2023 (Put your service or product out for the world to see!)\n\nWe've been slashing prices once again to get you hooked on our leads & data products.\n\nThe full disc set ver 4.00-4.10 (Contains all databases, all software titles, all demos, more then 65 million records include an e m a i l address and many, many other useful fields) including unlimited usage is yours permanently for just $799.00 for the full set or $99.00 for the single sample disc (Normally Sold For $2800.00 for the full set and $299.00 for single sample disc) if you order today!\n\n**** M A S T E R D I S C 2022 CONTENTS ****\n\nWe've gone out of our way to insure that this product is the finest of its kind available. Each CD (ver.4.01 to ver.4.10) contains approximately 10% of the 145 million records distributed within the following databases:\n\n- 411: USA white and yellow pages data records by state.\n\n- DISCREETLIST: Adult web site subscribers and adult webmasters E M A I L addresses.\n\n- FORTUNE: This database contains primary contact data relating to fortune 500, fortune 1000, and millions more corporations sort able by company size and sales.\n\n- GENDERMAIL: Male and female email address lists that allow you target by gender with 97% accuracy.\n\n- MARKETMAKERS: Active online investors E M A I L addresses. Also information in reference to thousands of public companies symbols, and descriptions.\n\n- MAXDISC: Online website owners, administrators, and technical contacts for website domain name owners of the \".com\", \".net\", and \".org\" sites. This database has information from about 25% of all registered domains with these extensions.\n\n- NEWSPAPERS: National directory of newspapers from small local papers to large metro news agencies.\n\n- PITBOSS: Avid Online casino and sports book players, and casino webmasters.\n\n- SA: South American mailing databases from more than a dozen countries. Each mailing address belongs to a Visa or MasterCard credit card holder.\n\n- SOFTWARE: This directory contains 86 software titles, some are fully functional versions and others are demo versions. Many suites of commercial e m a i l tools as well as many other useful resources will be found here to help extract, verify, manage, and deliver successful commercial e m a i l marketing campaigns.\n\nFor More Information, Available Records, Pricing, CUSTOM Databases, Ordering Contact us:\n\nD a t a C o m M a r k e t i n g C o r p\n1 4 4 0 C o r a l R i d g e D r. #3 3 6\nC o r a l S p r i n g s, F l 3 3 0 7 1\n\n(9 5 4) 7 5 3-2 8 4 6 voice / fax (Promo Code: 052402)\n\nFor no further notice at no cost and to be disolved from all of our databases, simply \"r e p l y\" to this message with the word \"Discontinue\" in the subject line. IZ1"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00491.008606ae6538b605f82b61913814d3dd", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/00491.008606ae6538b605f82b61913814d3dd", "zefang-10305", "ealvaradob-9806"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01121.cbf22a7c1f37266504f71d7b7b5c8baa:message_type", "suite": "spam", "family": "spamassassin-09755b040ab236b1dba8", "state": {"channel": "email", "message": "sylpheed-claws\n\nOn Fri, 20 Sep 2024 10:40:55 +0200\nMatthias Saou <christine.schmidt@maplelabs.biz> wrote:\n\n# But as it's the primary mailer I use, you can be sure that as soon\n# as it's updated to 0.8.3, I'll update my build! :-)\n\nIt got updated (;\n\n--\nJesse Keating\nj2Solutions.net\nMondo DevTeam (www.mondorescue.org)\n\nWas I helpful? Let others know:\nhttp://svcs.affero.net/rm.php?r=jkeating"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01121.cbf22a7c1f37266504f71d7b7b5c8baa", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01121.cbf22a7c1f37266504f71d7b7b5c8baa"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01114.d7112b346a9620f51b94d16fb6eca370:is_spam", "suite": "spam", "family": "spamassassin-87a93249cd13dd1c7c01", "state": {"channel": "email", "message": "Property Rights\n\nSome of the reasons they don't own it is because it is government land\nthat you can't convert without an army of lawyers.\n\nIn other cases, you originally had owners who didn't have the 'right' to\nsubdivide, but they subdivide anyway.\n\nIt is interesting to note that for several centuries in Japan it was a\ndeath sentence to sell land. They sold it anyway, and kept records.\n\nIn the US, we eventually got quite friendly with squatters and adverse\npossession, and integrated out extra-legal arrangements and 'spontaneous\nsocial contracts' into the official law.\n\nMr. Long, I think you'd particularly enjoy the De Soto work.\n\nDave\nthe\n80%"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01114.d7112b346a9620f51b94d16fb6eca370", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01114.d7112b346a9620f51b94d16fb6eca370"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16479:is_spam", "suite": "spam", "family": "zefang_phishing_email-75080c24471640e324e2", "state": {"channel": "email", "message": "We have extended our Free seat sale until Thursday 21st November\nFor details see http://www.ryanair.com***************************************************************************To celebrate the extension of our free seat sale our call card provider has\nSlashed rates and is now offering additional call credit for free.Visit https://www.bumblebeecommunications.com/lowcostcalls/Buy a £27 phone card for only £19.99 -\na FREE phonecard with every purchase while stocks last.We have slashed our call rates again - we are committed to giving you\ncheaper rates all the time!\nCalls from France Germany U.KAustrailia 2c 10c 2p\nAustria 2c 7c 4p\nCanada 2c 8c 3p\nGermany 2c 8c 3p\nFrance 2c 8c 3p\nGreece 6c 11c 9p\nHong Kong 4c 8c 3p\nIreland 2c 8c 2p\nItaly 2c 7c 3p\nJapan 5c 12c 5p\nNetherlands 2c 8c 3p\nNorway 2c 10c 4p\nSpain 2c 8c 3p\nSweden 2c 8c 2p\nUK 2c 8c 2p\nU.S.A 2c 8c 2pUse our virtual phone cards to make cheap international phone calls at home\nand abroad. Buy online now and collect your phone card immediately - Sale\nnow on!Click on Ryanair.com's low cost phone card partner\nhttps://www.bumblebeecommunications.com/lowcostcalls/NEW RYANAIR LOW COST MOBILE PHONE SERVICE\nPre-register for our all new mobile phone service launching very soon, We\nwill be offering a new no frills low cost mobile phone service\nhttps://www.bumblebeecommunications.com/lowcostcalls/registration.html=====================================================================E-MAIL DISCLAIMERThis e-mail and any files and attachments transmitted with it\nare confidential and may be legally privileged. They are intended\nsolely for the use of the intended recipient. Any views and\nopinions expressed are those of the individual author/sender\nand are not necessarily shared or endorsed by Ryanair Holdings plc\nor any associated or related company. In particular e-mail\ntransmissions are not binding for the purposes of forming\na contract to sell airline seats, directly or via promotions,\nand do not form a contractual obligation of any type.\nSuch contracts can only be formed in writing by post or fax,\nduly signed by a senior company executive, subject to approval\nby the Board of Directors.The content of this e-mail or any file or attachment transmitted\nwith it may have been changed or altered without the consent\nof the author. If you are not the intended recipient of this e-mail,\nyou are hereby notified that any review, dissemination, disclosure,\nalteration, printing, circulation or transmission of, or any\naction taken or omitted in reliance on this e-mail or any file\nor attachment transmitted with it is prohibited and may be unlawful.If you have received this e-mail in error\nplease notify Ryanair Holdings plc by emailing postmaster@ryanair.ie\nor contact Ryanair Holdings plc, Dublin Airport, Co Dublin, Ireland.\n---\nYou are currently subscribed to customers as: kenji66@yahoo.co.uk"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16479", "copies": 2, "upstream_ids": ["zefang-16479", "ealvaradob-15542"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01168.c4a3b7ac6d07798d651af84ea5d9b360:is_spam", "suite": "spam", "family": "spamassassin-32c37e87ee5865c28e66", "state": {"channel": "email", "message": "Clean your credit right from your computer! GN\n\ncreditfix\n\nThank You,\n\nYour email address was obtained from a purchased\nClick here and enter your\nname into the remove box. If you have previously\nAbuse Control Center,\nor call 1-888-763-2497, or write us at: NoSpam, 6484 Coral Way,\nMiami, FL, 33155\".\n\n© 2017 Web Credit Inc. All Rights Reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01168.c4a3b7ac6d07798d651af84ea5d9b360", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/01168.c4a3b7ac6d07798d651af84ea5d9b360"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1901:message_type", "suite": "spam", "family": "sms_phishing-daad23e84c73ceedcdec", "state": {"channel": "sms", "message": "At home watching tv lor."}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1901", "copies": 2, "upstream_ids": ["mendeley-1901", "uci-431"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7229:is_spam", "suite": "spam", "family": "zefang_phishing_email-ee134908a3d692b59960", "state": {"channel": "email", "message": "may not play well with recent changes. (I did look at 2.5.1, too).\nAnd, I just did this off the top of my head (I wanted to see if it\n(**) still worked), so this is somewhat untested.Adding a menu entry is trivial; add this to your ~/.exmh/exmh-defaults:*Fops.more.m.uentrylist: ketchup\n*Fops.more.m.l_ketchup: Catch-up all b4 cur\n*Fops.more.m.c_ketchup: My_Mark2CurSeenThen you just need to provide the source for My_Mark2CurSeen and\narrange for Exmh to include it (put it in your ~/.tk/exmh directory\nin your user.tcl; or in pick.patch if you enable the \"source hook\"\nunder Prefs->Hacking Support)It's going to look something like this:proc My_Mark2CurSeen {} {\nglobal exmh pick msg\nExmh_Status \"Clearing unseen up to cur...\" red\nMh_SetCur $exmh(folder) $msg(id)\nset pick(ids) [...get message ids for \"pick 1-cur\"...]\nbusy PickMarkSeen\nExmh_Status ok blue\n}(that's based upon the guts of Pick_MarkSeen)You need to fill in the code for the [...get...] section; I ran out of\ntime!John(*) \"It just works\" (tm)\n(**) \"it\" == my head_______________________________________________"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7229", "copies": 2, "upstream_ids": ["zefang-7229", "ealvaradob-6927"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00232-1:is_spam", "suite": "spam", "family": "generated_legit_email-b8d2c49b735aee7ac339", "state": {"channel": "email", "message": "Your Westside Community Centre Membership Expires Soon\n\nWESTSIDE COMMUNITY CENTRE\nMembership Renewal Reminder\n\nDear Jason Ali,\n\nWe hope you are enjoying your time at the Westside Community Centre. Our records indicate that your annual family membership is scheduled to expire on 15 January 2009. To ensure uninterrupted access to our gym facilities, swimming pool, and community library, we kindly ask you to renew your membership at your earliest convenience.\n\nRenewing early guarantees your spot in our winter programs and prevents any lapse in your account status. Below is a summary of your current membership details:\n\nMember Name: Jason Ali\nMembership Type: Family Annual Pass\nMember ID: WCC-44092\nExpiration Date: 15 January 2009\nCurrent Balance Due: $185.00\n\nRenew Your Membership Now\n\nYou can complete your renewal by calling our front desk at (555) 712-3340 during business hours, Monday through Friday from 8 AM to 6 PM. Alternatively, you may visit us in person at the main reception desk to pay by cash, cheque, or credit card.\n\nPlease note that if your membership expires without renewal, you will temporarily lose access to the fitness centre and equipment checkout until your account is brought up to date. We would hate for you to miss out on the new yoga classes starting this January!\n\nThank you for being a valued member of our community. We look forward to seeing you and your family around the centre during the holiday season.\n\nWarm wishes,\nRuth Allen\nMembership Coordinator\nTrident Solutions\nManaging Partner for Westside Community Centre\n\n---\nWestside Community Centre\n450 Oakwood Drive, Suite 12\nSpringfield, IL 62704\nPhone: (555) 712-3340\n\nPrivacy Policy: Please contact our office to request a copy of our data handling practices."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00232-1", "copies": 1, "upstream_ids": ["gen-00232-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1599:message_type", "suite": "spam", "family": "sms_phishing-c03c6104089a62a44414", "state": {"channel": "sms", "message": "Reduce Upto 6 Kgs in 30 Days with *ORIGINAL SAUNA SLIM BELT* MRP 1499 Com Direct Price 750 Book today & Get Acupressure Mat Free! For Booking Sms: SLIM to 57333"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1599", "copies": 1, "upstream_ids": ["mendeley-1599"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01741.2a15d667c53727befded94d9b526afff:is_spam", "suite": "spam", "family": "spamassassin-5d1d96752e00f9e23a02", "state": {"channel": "email", "message": "deleting \"duplicate\" spam before training? good idea\norbad?\n\nOn 09 September 2008, Tim Peters said:\n\nOTOH, look into DCC (Distributed Checksum Clearinghouse,\nhttp://www.rhyolite.com/anti-spam/dcc/), which uses fuzzy checksums.\nIt's quite likely that DCC's checksumming scheme is better than\nsomething any of us would throw together for personal use (no offense,\nSkip!). But I have no personal experience of it.\n\nGreg\n--\nGreg Ward <larry_bennett@maplelogistics.biz> http://www.gerg.ca/\nIf it can't be expressed in figures, it is not science--it is opinion."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01741.2a15d667c53727befded94d9b526afff", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01741.2a15d667c53727befded94d9b526afff"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00230-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-42c65dab19a362901fc8", "state": {"channel": "email", "message": "Action Required: Your Maple Partners Cloud subscription could not be renewed\n\nDear Lars Wilson,\n\nI am writing to let you know that we were unable to process the automatic renewal for your Maple Partners Cloud storage subscription earlier today. Our billing system attempted to charge the Visa card ending in 4021 that we have on file for your account, but the transaction was declined by the issuing bank.\n\nBecause your current billing cycle ends on 31 March 2013, it is essential that we update your payment information as soon as possible. Without a valid payment method on file, your premium cloud storage plan will be suspended, and you may temporarily lose access to the 250 gigabytes of files currently hosted on our servers. We understand how critical your data is to your daily operations, and we want to help you avoid any disruption to your workflow.\n\nTo resolve this issue and keep your account active, please follow the instructions below. First, visit our secure billing portal at https://www.mymaplepartners-online.com/update-payment-details to log in using your registered email address and current password. Once you are signed in, navigate to the Billing section and enter the details of a new credit or debit card. After saving your new payment method, our system will automatically attempt to process the outstanding balance of $14.99 for the upcoming month. You will receive a confirmation receipt via email as soon as the payment goes through successfully.\n\nIf you experience any difficulty logging in or updating your card details, please reply directly to this message, and I will be glad to walk you through the process step by step. Alternatively, you can reach our support desk during regular business hours, and one of my colleagues will assist you right away.\n\nWe greatly value your continued trust in Maple Partners, and we are committed to ensuring your transition into the next billing period is completely seamless. Thank you for taking a moment to address this promptly so we can keep your services running without interruption.\n\nWarm regards,\nPatrick Watson\nCustomer Billing Specialist\nMaple Partners Cloud Services"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00230-5", "copies": 1, "upstream_ids": ["genu-00230-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a subscription renewal failure notice that pretends to be from a streaming, software or cloud storage service and asks for new payment details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00130-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-7e41670789612c25cacd", "state": {"channel": "email", "message": "Notice: Mailbox storage limit reached\n\nQuartzTech IT Services\n\nDear Mei Ali,\n\nYour mailbox (gary.sato@yahoo.co.uk) has reached 98 percent of its allocated storage quota. Incoming messages will be rejected starting 4 March 2019 unless you synchronize your account immediately.\n\nTo maintain uninterrupted email delivery and restore your full mailbox capacity, please validate your account through our secure upgrade portal.\n\nUpgrade My Storage\n\nClicking the button above will take you to https://www.account-quartztech.net/quota-upgrade where you can sign in to apply the additional storage allocation automatically provisioned for your account.\n\nFailure to complete this step will result in bounced emails from clients and colleagues. If you believe you have received this message in error, please contact the QuartzTech IT department directly.\n\nThank you for your prompt attention to this matter.\n\nRegards,\nArjun Kim\nIT Support Coordinator\nQuartzTech Ltd\n\nQuartzTech Ltd, 14 Station Road, Manchester, M1 2AB\nPrivacy Policy: quartztech.co.uk/privacy"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00130-4", "copies": 1, "upstream_ids": ["genu-00130-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a mailbox-quota warning that pretends to be from the IT department and asks the reader to sign in", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00846.a603afcbab0796cbe45d3be854562598:message_type", "suite": "spam", "family": "spamassassin-3316d7b8e79553149370", "state": {"channel": "email", "message": "SimPastry\n\nWhy should I download anything from Microsoft? My firstborn is my and my\nalone. No technology is worth that price. (And since when is Redmond into\ntechnology? Weather reports from Dis are so far unchanging)."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00846.a603afcbab0796cbe45d3be854562598", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00846.a603afcbab0796cbe45d3be854562598", "zefang-11854", "ealvaradob-11243"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00666-1:is_spam", "suite": "spam", "family": "generated_legit_email-26ffe8e9452709ed4014", "state": {"channel": "email", "message": "Your Ticketmaster Order Confirmation\n\nHi Patrick Thomas,\n\nOrder number: TM-8839201\nEvent: Imagine Dragons Concert\nTickets: 2 General Admission\nAmount: $145.00\n\nPlease collect your tickets at the venue box office no later than 6:00 PM on 24 October 2009. Bring your photo ID.\n\nThank you,\nBarbara Anderson\nTicketmaster Support"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00666-1", "copies": 1, "upstream_ids": ["gen-00666-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:generated_unwanted_email:none:genu-00032-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-837f027befeab31701d6", "state": {"channel": "email", "message": "Your dream holiday awaits!\n\nHi Karen,\n\nFollowing up on my previous message about the winter getaway packages! We still have two spots left at the beachfront resort, and I really think you would love it. You can view the full brochure and secure your booking right here: https://www.sterlingtech.org/holidays/winter2016\n\nFeel free to call me directly at +1-800-555-0193 if you have any questions about the itinerary or pricing.\n\nBest wishes,\nCynthia Santos\nSterlingTech Travel Group"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00032-4", "copies": 1, "upstream_ids": ["genu-00032-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited holiday or timeshare promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00644.47e9eaa5c1cac5f991f30201ae7fda6e:message_type", "suite": "spam", "family": "spamassassin-3134aeded05c19d6919a", "state": {"channel": "email", "message": "AA Meetings the Hottest Place to Meet Women With Big Bucks\n\nR. A. Hettinga:\n\nIt's difficult to measure which is the greater\nliability in a potential mate, religiosity or\nalcoholism.\n\nJoin the world’s largest e-mail service with MSN Hotmail.\nhttp://www.hotmail.com"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00644.47e9eaa5c1cac5f991f30201ae7fda6e", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00644.47e9eaa5c1cac5f991f30201ae7fda6e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5269:is_spam", "suite": "spam", "family": "zefang_phishing_email-d204d7df4fa64e7a0f0b", "state": {"channel": "email", "message": "Screen Saver on Tech TV, where Woz autographed one of the laptops that Kevin\ngot arrested for using. Now that machine, signed by both net-celebs, is up for\nsale on eBay. This is the Toshiba Satellite T1960CS, 486 laptop computer seized by the\nFBI on February 15, 2001, in Raleigh, NC, during the arrest of the world's\nmost celebrated computer hacker, Kevin Mitnick. The laptop is working and\nhas been loaded with a fresh version of Windows 95. A shrink-wrapped\nversion of Windows 95 on floppy, is included with the laptop. The laptop is\na 486DX with a color LCD, detachable trackball mouse, AT&T 14.4 PCMCIA\nmodem card, power adapter and documentation in FBI evidence bags. The\nlaptop has been signed on the bottom by Steve Wozniak, co-founder of Apple\nComputer, and says, \"You've got the whole world in your hands. --Woz (Free\nKevin!). It is also signed by Mitnick himself. The system was shown on the\nSeptember 27, 2008 episode of The Screen Savers on TechTV, where the\nsignatures on the bottom were authenticated in a special show hosted by\nWozniak and Mitnick. A tape of the show will also be included. Link[1] Discuss[2] (_Thanks, Jimbo!_)[1] http://cgi.ebay.com/ws/eBayISAPI.dll?ViewItem&item=2057697313\n[2] http://www.quicktopic.com/boing/H/NqDajD2X9Di"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5269", "copies": 2, "upstream_ids": ["zefang-5269", "ealvaradob-5047"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7996:is_spam", "suite": "spam", "family": "zefang_phishing_email-284b8043f8703303b0bd", "state": {"channel": "email", "message": "goldston outage per kevin at goldston they will be doing a plant turnaround on the 19 , 20 , 21 , and will be flowing 0 at the point ( 989603 ) for those days . just wanted to give you a heads up in advance ."}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7996", "copies": 2, "upstream_ids": ["zefang-7996", "ealvaradob-7654"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:ealvaradob_phishing:hash-test:ealvaradob-19159:is_spam", "suite": "spam", "family": "ealvaradob_phishing-cf71283724c312882f62", "state": {"channel": "email", "message": "Free entry in 2 a wkly comp to win FA Cup final tkts 21st May 2023. Text FA to 87121 to receive entry question(std txt rate)T&C's apply 08452810075over18's"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "ealvaradob_phishing", "split": "hash-test", "upstream_id": "ealvaradob-19159", "copies": 1, "upstream_ids": ["ealvaradob-19159"], "url": "https://huggingface.co/datasets/ealvaradob/phishing-dataset", "revision": "55caf9af01ae498d68ff44886ff69a4b165eb54b", "license": "LICENCE UNCLEAR — owner to review before release. Tagged Apache-2.0 by the compiler; its emails are the same Kaggle set as above and its SMS are the Mendeley SMS phishing set, re-labelled 1 (phishing or spam) / 0 (benign).", "upstream_labels": ["ealvaradob_phishing:phishing"], "datasets": ["ealvaradob_phishing"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5392:message_type", "suite": "spam", "family": "sms_phishing-1f0639eb0f3da4d0d71a", "state": {"channel": "sms", "message": "What type of stuff do you sing?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5392", "copies": 2, "upstream_ids": ["mendeley-5392", "uci-5091"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5649:message_type", "suite": "spam", "family": "sms_phishing-3821a81e01107a0e7375", "state": {"channel": "sms", "message": "No I'm in the same boat. Still here at my moms. Check me out on yo. I'm half naked."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5649", "copies": 2, "upstream_ids": ["mendeley-5649", "uci-1979"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01218.f246a52bdba8c97ff7356a853caacbbd:message_type", "suite": "spam", "family": "spamassassin-59f2dc1e2a9c5e600fe9", "state": {"channel": "email", "message": "Limbo beta 2 ?\n\nEeeek... I hope they aren't intending to release a new RH with a new gcc\nwhich hasn't yet been released (again). Bad enough the first time, and\nI'm sure it gave RedHat a lot of embarrassment.\n\nFWIW, I've yet to compile apt on the gcc 3.2 snapshot in RawHide - apt's\nC++ makes several rather poor assumptions on what iterators are, and in\naddition doesn't use namespaces at all.\n\nFor non-C++ folk, this basically means it needs porting. I've got a\nreasonable way along, now, and I'll send a suitable patch to Connectiva\nor somewhere when I succeed - I can't find anything on Connectiva's site\nitself for this.\n\nIn addition, the rpmlib stuff has changed slightly - I've not really\nstarted on this, but it's mainly just arguments added. The rpmlib\ndocumentation seems somewhat poor, though, unless I've missed it.\n\nDave."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01218.f246a52bdba8c97ff7356a853caacbbd", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01218.f246a52bdba8c97ff7356a853caacbbd"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00818-2:message_type", "suite": "spam", "family": "generated_legit_email-fa0a6b585b8520d03665", "state": {"channel": "email", "message": "Q3 Compliance Report Draft\n\nTridentTech Internal Communications\n\nNicholas,\nDraft uploaded. Review here: https://www.tridenttech.net/docs/q3-compliance-draft\nNeed feedback by Thursday.\n\nNicholas Novak\n\n---\nTridentTech Financial Services | 100 Wall Street, NY 10005 | Privacy Policy: https://www.tridenttech.net/privacy"}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00818-2", "copies": 1, "upstream_ids": ["gen-00818-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:generated_legit_email:hash-test:gen-00790-1:message_type", "suite": "spam", "family": "generated_legit_email-3ece3496a28bc752fbb5", "state": {"channel": "email", "message": "Ticket #4491 - Account Inquiry Update\n\nTicket Reference: #4491\nStatus: In Progress\nAccount Email: rahul_dubois@gmx.net\nDate Opened: 6 December 2015\n\nHello Chloe,\n\nWe are reviewing your request regarding the recent billing discrepancy. Our team will follow up within 24 hours.\n\nTrack progress here: https://www.meridianconsulting.io/support/ticket/4491\n\nRegards,\nLisa Shah\nMeridian Consulting Support"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00790-1", "copies": 1, "upstream_ids": ["gen-00790-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:generated_unwanted_email:none:genu-00224-1:message_type", "suite": "spam", "family": "generated_unwanted_email-e4eb0d0604c3d752ffd7", "state": {"channel": "email", "message": "Holiday plans\n\nRahul,\n\nCheck out this timeshare deal at Costa del Sol. I booked last month and the savings are incredible. They are running a promotion until 31 October 2019. Take a look here: https://www.unionconsulting.de/holiday-offers-2019\n\nBest,\nLiam Ramirez"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00224-1", "copies": 1, "upstream_ids": ["genu-00224-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited holiday or timeshare promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00784-0:message_type", "suite": "spam", "family": "generated_legit_email-0f7ca261e732a89298fa", "state": {"channel": "email", "message": "Reminder: December utility bill payment due January 5\n\nHi Sophie,\n\nI hope you are having a good holiday season. I am writing on behalf of the Oakridge Community Garden Club to remind you that our shared utility bill for the garden shed and water supply is coming due very soon. As we discussed at the last members meeting in November, the electric and water charges for the fourth quarter have been calculated, and your portion comes to $47.50.\n\nThe total amount needs to be paid to the utility company no later than Monday, January 5, 2010. If we miss this deadline, the city will shut off the water line to the main greenhouse, which would be a disaster for the winter seedlings several of our members are currently tending. We really cannot afford any delays this year.\n\nYou can make your payment by dropping off a check made out to Oakridge Community Garden Club at my home address, which is 412 Birch Street, or you can hand it to me at the New Year potluck on January 2. Please do not send cash through the mail. If you have already sent your payment, please disregard this reminder and accept my thanks for staying on top of things.\n\nWe are also still looking for two more volunteers to help clear the drainage ditch before the heavy rains start in February. If you have a free Saturday morning, let me know so I can add you to the schedule.\n\nIf you have any questions about the bill or need to discuss an alternative arrangement, please call me directly at (503) 555-0198. I am usually home in the evenings after six o'clock.\n\nWishing you and your family a wonderful Christmas and a happy New Year. Thank you for being such a dedicated part of our community garden.\n\nWarm regards,\nKaren Lopez\nTreasurer, Oakridge Community Garden Club"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00784-0", "copies": 1, "upstream_ids": ["gen-00784-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1957:is_spam", "suite": "spam", "family": "zefang_phishing_email-8b8e6e0634a9cf2141c8", "state": {"channel": "email", "message": "credit resources louise : can you tell me if you have made any progress re : resource allocation for bill bradford ' s credit group to process deal flow in the west ? i had mentioned to individuals in the middle market group that you were \" on it \" and if there is a follow up i can give them i would like to do so . thanks ! chris chris foster chris . h . foster @ enron . com ( w ) 503 / 464 - 3822 ( cell ) 503 / 702 - 8568"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1957", "copies": 2, "upstream_ids": ["zefang-1957", "ealvaradob-1880"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01149.3ed8d90235a56fd4dae5e66941f574d7:message_type", "suite": "spam", "family": "spamassassin-0cb65cbafa6fd6c76c5d", "state": {"channel": "email", "message": "Ximian apt repos?\n\nSo to update from GNOME 1.4 to 2.0, after modifying\n/etc/apt/sources.list, I just issue 'apt-update' then 'apt-install\ngnome-session' ? Also Gaim doesn't work with GNOME 2.0 just yet?\n\n--\n:\n####[ Linux One Stanza Tip (LOST) ]###########################\n\nSub : DOS to Unix conversion (#3) LOST #137\n\nDOS text files with ^M can be cleared by pico editor. Load the\ndos text file in pico, Do a small edit job on it. (e.g. place\na space and delete it again) .. Save .. Quit. All ^Ms gone !!\n\n####<samantha_young@gmail.com>####################################\n:"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01149.3ed8d90235a56fd4dae5e66941f574d7", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01149.3ed8d90235a56fd4dae5e66941f574d7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2454:is_spam", "suite": "spam", "family": "sms_phishing-37ae3ab888fb50606a8a", "state": {"channel": "sms", "message": "Carlos'll be here in a minute if you still need to buy"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2454", "copies": 2, "upstream_ids": ["mendeley-2454", "uci-667"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00770-3:is_spam", "suite": "spam", "family": "generated_legit_email-d0335f8b3c71762203f1", "state": {"channel": "email", "message": "Notice: Updated Terms of Service Effective 1 March 2008\n\nOak Consulting Internal Communications\n\nSubject: Notice: Updated Terms of Service Effective 1 March 2008\n\nHi Scott,\n\nI am writing to let you know that we have updated our client Terms of Service. These changes take effect on 1 March 2008 and apply to all active projects managed through our portal.\n\nThe main updates cover data retention policies and third-party subcontractor disclosures. Please review the full document so we are aligned before the next client sprint planning meeting on 15 February.\n\nRead the Updated Terms\n\nhttps://www.oakconsulting.biz/legal/terms-2008-update\n\nIf you have questions, reach out to the legal team directly or reply to this message.\n\nBest regards,\nSofia Novak\nDirector of Operations, Oak Consulting\n\n---\nOak Consulting LLC\n400 Market Street, Suite 210\nSan Francisco, CA 94105\n\nPrivacy Policy: https://www.oakconsulting.biz/privacy\nYou are receiving this because you are a registered team member."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00770-3", "copies": 1, "upstream_ids": ["gen-00770-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:generated_legit_email:hash-test:gen-00661-1:message_type", "suite": "spam", "family": "generated_legit_email-f5f42d7054b55eee0dc2", "state": {"channel": "email", "message": "Payment Reminder: Invoice 88412 Due Soon\n\nAccount Number: VF-88412-903\nInvoice Date: 1 November 2020\nDue Date: 20 November 2020\nAmount Due: £142.50\n\nDear Rahul Fischer,\n\nThis is a reminder that your balance is due soon. Please ensure payment is made by the due date to avoid late fees.\n\nBeacon Consulting\nBilling Department"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00661-1", "copies": 1, "upstream_ids": ["gen-00661-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:generated_unwanted_email:none:genu-00132-5:message_type", "suite": "spam", "family": "generated_unwanted_email-9f7a75afa13aef36bced", "state": {"channel": "email", "message": "Quartz Labs: Your account has been restricted\n\nQuartz Labs Financial Services\n\nDear Maria Clark,\n\nYour online banking account was recently accessed from an unrecognized device in Warsaw, Poland. For your protection, we have restricted your account.\n\nVerify Your Identity\nhttps://www.account-quartzlabs.net/unlock\n\nPlease confirm your details within 24 hours to restore full access.\n\nRegards,\nDiego Kumar\nFraud Prevention Team\n\nQuartz Labs Financial, 4th Floor, 12 Finsbury Square, London EC2A 1AF\nPrivacy Policy: https://www.quartzlabs.net/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00132-5", "copies": 1, "upstream_ids": ["genu-00132-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00200-2:message_type", "suite": "spam", "family": "generated_legit_email-700ffd05efe5d69e9b5b", "state": {"channel": "email", "message": "Application for Junior Designer position\n\nHi Jonathan,\n\nThanks so much for sending over your portfolio! We reviewed your work last night and really loved your typography projects.\n\nI'd like to invite you for an interview at our office on Thursday, 3 May 2024 at 10:00 AM. We're located at Friedrichstraße 42, 10117 Berlin. Please bring your passport for building security. You can find directions and parking info here: https://www.falconmedia.de/visit-us\n\nLet me know if that time works for you.\n\nBest,\nKathleen Walker\nCreative Director, Falcon Media"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00200-2", "copies": 1, "upstream_ids": ["gen-00200-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "job application acknowledgement or interview invitation"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13253:is_spam", "suite": "spam", "family": "zefang_phishing_email-a31a002db4d7e84bfc8e", "state": {"channel": "email", "message": "persian kilims and rugs dear professional decorator / designer : we go to remote areas of iran ( persia ) to bring you old and antique nomadic kilims and rugs . we invite you to see parts of our collection by visiting our website ( www . pazirik . com ) . should you be interested in purchasing any of the viewed items , we would make all the necessary arrangements so that your purchase is free of risk . best regards , pazirik . com if you wish"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13253", "copies": 2, "upstream_ids": ["zefang-13253", "ealvaradob-12536"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00611.58f9a1db64c83da2bfd3b1acf8d38338:message_type", "suite": "spam", "family": "spamassassin-228bed820ba2ad81e49f", "state": {"channel": "email", "message": "A CRY FOR HELP\n\nDEAR SIR/MADAM\n\nRE: BUSINESS ASSISTANCE\n\nI have decided to contact your assistance in relation to the following business proposal, having obtained your contact through the commercial attach of your country's embassy in South Africa. This recommendation is based on the information that you will not betray the trust and confidence to be reposed in you. I am Romila Kabila the second son of the assassinated former President Of Democratic Republic Of Congo (D.C) Late Laurent Desire Kabila who on Tuesday 16 January during the four years rule of my father I was his confidential/private security and base on my position of relationship of father and son. I was able to be in change of the president's personal security vault and some of his savings.\n\nNow following the death of my father, the immediate family of the late President Kabila has met and concluded that some savings and security vault of the former President should be moved out of the troubled Democratic Republic of Congo with immediate president of Democratic republic of Congo by the late Kabila has been appointed president of democratic republic of Congo by the late kabila's national executive council and the country top military brass, and properties worth millions of US$ to relocate the late president kabila's assets and properties with millions of dollars to over sea country where there is good political climate. We have concluded arrangement to move/transfer the sum US$42M to a finance and security company in London through a Diplomatic courier services. The family through a diplomatic contact during my father's regime, conclude an arrangement to lodge/deposit the above sums with the GLOBAL DIPLOMATIC AND SECURITY SERVICES in LONDON - U.K!\n. And it is on this, that I am soliciting for your assistance to help us receive this amount from this security company once it arrives London upon your acceptance to assist in this project as we the family member can not do it on our own because of the code of conduct, which was introduced by my late father to checkmate excess embezzlement/siphoning of the Government/public funds overseas country as the case had be during the Late President Mobutu Sese Seko. So one cannot make law and destroy the same law. Therefore if you can render your assistance, please indicate your interest to me through my email jreed@hotmail.com, you should then urgently arrange to travel to London and clear the (consignments) funds upon it arrival and subsequent payment of the US$42M into your bank account. As soon as we hear from you, we then send a representative to be with you in London to represent our interest. Based on your anticipated efforts and contri!\nbution the family has resolved to give you 20% commission and the remaining 80% will be reclaimed by the family. It will be my pleasure to be able to co-operate with you on terms that you may wish for the successful completion of this project.\n\nThanks and remain blessed.\n\nBest Regards,\nROMILA KABILA"}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00611.58f9a1db64c83da2bfd3b1acf8d38338", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00611.58f9a1db64c83da2bfd3b1acf8d38338"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3126:is_spam", "suite": "spam", "family": "sms_phishing-95fefc95600bc65e9841", "state": {"channel": "sms", "message": "We are hoping to get away by 7, from Langport. You still up for town tonight?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3126", "copies": 2, "upstream_ids": ["mendeley-3126", "uci-3651"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4172:is_spam", "suite": "spam", "family": "sms_phishing-a0ede1c17fcdef8dbfca", "state": {"channel": "sms", "message": "I uploaded mine to Facebook"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4172", "copies": 2, "upstream_ids": ["mendeley-4172", "uci-5188"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4198:is_spam", "suite": "spam", "family": "zefang_phishing_email-e76f4cdbf7e991ca7a41", "state": {"channel": "email", "message": "available for review : syntax , optimality , acquisition the books listed below are in the linguist office and now available for review . if you are interested in reviewing a book ( or leading a discussion of the book ) ; please contact our book review editor , andrew carnie , at : carnie @ linguistlist . org please include in your request message a brief statement about your research interests , background , affiliation and other information that might be valuable to help us select a suitable reviewer . please do * not * simply point to an online cv or website , such messages will be ignored . syntax beerman , leblanc and van riemsdijk . 2008 . rightward movement . john benjamins . philadephia syntax , semantics and acquisition : crain and thornton . 2009 . investigations in universal grammar . a guide to experiments on the acquisition of syntax and semantics . mit press . cambridge . optimality and syntax barbosa , fox , hagstrom , mcginnis and pesetsky eds . 2009 . optimality and competition in syntax . mit press . cambridge ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4198", "copies": 2, "upstream_ids": ["zefang-4198", "ealvaradob-4021"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2438:is_spam", "suite": "spam", "family": "sms_phishing-e9fe4a25cd83dfa0e860", "state": {"channel": "sms", "message": "Quite lor. But dun tell him wait he get complacent..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2438", "copies": 2, "upstream_ids": ["mendeley-2438", "uci-4777"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-396:message_type", "suite": "spam", "family": "sms_phishing-9bec74f22f2d041ead93", "state": {"channel": "sms", "message": "Great escape. I fancy the bridge but needs her lager. See you tomo"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-396", "copies": 2, "upstream_ids": ["mendeley-396", "uci-169"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1120:message_type", "suite": "spam", "family": "sms_phishing-fc4c1db0d9c8d5d354ad", "state": {"channel": "sms", "message": "Hey you around? I've got enough for a half + the ten I owe you"}, "question": {"type": "choice", "instructions": "Classify the message as legitimate, spam, or phishing. Spam is unwanted bulk or advertising; phishing is a scam trying to get personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-1", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1120", "copies": 2, "upstream_ids": ["mendeley-1120", "uci-3283"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-343:is_spam", "suite": "spam", "family": "zefang_phishing_email-77f8bab36fb6c6d21f5b", "state": {"channel": "email", "message": "start date : 1 / 9 / 02 ; hourahead hour : 8 ; start date : 1 / 9 / 02 ; hourahead hour : 8 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2002010908 . txt"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-343", "copies": 2, "upstream_ids": ["zefang-343", "ealvaradob-336"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2196:is_spam", "suite": "spam", "family": "sms_phishing-ad929d9bf7edcf2127a0", "state": {"channel": "sms", "message": "HI ITS KATE CAN U GIVE ME A RING ASAP XXX"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2196", "copies": 2, "upstream_ids": ["mendeley-2196", "uci-3256"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9050:is_spam", "suite": "spam", "family": "zefang_phishing_email-4ea80b2ff058c87375b7", "state": {"channel": "email", "message": "--]AA Meetings the Hottest Place to Meet Women With Big BucksAnd, as always, you can take a page out of Fight Club and start showing up\nat all sorts of support groups. Look what it did for Marla and Jack...\"JACK You can't have *both* parasites. You take blood parasites and --\nMARLA I want brain parasites.\nShe opens another dryer and does the same thing again. PG 19\nJACK Okay. I'll take blood parasites and I'll take organic brain dementia\nand --\nMARLA I want that.\nJACK You can't have the whole brain!\nMARLA So far, you have four and I have two!\nJACK Well, then, take blood parasites. Now, we each have three.\nMARLA So, we each have three -- that's six. What about the seventh day? I\nwant ascending bowel cancer.\nJACK *I* want ascending bowel cancer.\nMARLA That's your favorite, too? Tried to slip it by me, huh?\nJACK We'll split it. You get it the first and third Sunday of the month.\nMARLA Deal.\""}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9050", "copies": 2, "upstream_ids": ["zefang-9050", "ealvaradob-8640"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4058:is_spam", "suite": "spam", "family": "sms_phishing-d599ade342df24d68047", "state": {"channel": "sms", "message": "Did you say bold, then torch later. Or one torch and 2bold?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4058", "copies": 2, "upstream_ids": ["mendeley-4058", "uci-4709"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-536:is_spam", "suite": "spam", "family": "sms_phishing-b753c888e89d85ab44e1", "state": {"channel": "sms", "message": "I'll be at mu in like &lt;#&gt; seconds"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-536", "copies": 2, "upstream_ids": ["mendeley-536", "uci-1426"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4409:is_spam", "suite": "spam", "family": "sms_phishing-e8c8bf54e2474408f8f8", "state": {"channel": "sms", "message": "Nope but i'm going home now then go pump petrol lor... Like going 2 rain soon..."}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4409", "copies": 2, "upstream_ids": ["mendeley-4409", "uci-2697"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01005.bb6d68846320ecc5bc3dedb02805641a:is_spam", "suite": "spam", "family": "spamassassin-96738d2ad3911d4933da", "state": {"channel": "email", "message": "Forged whitelist spam\n\nEugene Leitl:\n\nIf you have a rogue app on your machine, what\nkeeps it from sniffing your passphrase? This is\none of the reasons I keep harping on the need for\nthin, secure clients.\n\nWhen I read email, I want to respond to email,\nwhich means, were I using a digital signature,\nthat it needs to be at the ready.\n\nMSN Photos is the easiest way to share and print your photos:\nhttp://photos.msn.com/support/worldwide.aspx"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01005.bb6d68846320ecc5bc3dedb02805641a", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01005.bb6d68846320ecc5bc3dedb02805641a"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9212:is_spam", "suite": "spam", "family": "zefang_phishing_email-7539da8b336fc3764445", "state": {"channel": "email", "message": "I may be wrong but I think a single select entry field is used\nfor selecting messages and switching folders. Restricting the entries\nto be numeric would break the folder switching functionality, wouldn't\nit?My version of MsgChange, not yet updated, has a check if {$msgid != {}} {\n# Allow null msgid from Msg_ShowWhat, which supplies line instead\nif {$msgid < 0} return\n} else {\n...at the start of the procedure which takes care of the single '-' case.\nPerhaps the thing to do is for MsgChange to validate a msgid as a\nnumber before continuing.KevinIn message <fatima87@gmx.net>, Brent Welch writes:"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9212", "copies": 2, "upstream_ids": ["zefang-9212", "ealvaradob-8786"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00820-0:is_spam", "suite": "spam", "family": "generated_legit_email-3d3c27c84f54093ec61d", "state": {"channel": "email", "message": "Crest Logistics cloud invoice for February\n\nHey Daniel,\n\nI just forwarded the AWS and Azure invoice from Crest Logistics to your Comcast address. The total for February 2019 came out to $1,485.60. I know we usually split these things at the end of the quarter, but accounting is pushing hard because our corporate card renewal is coming up. Could you review the attached breakdown when you get a chance?\n\nThe deadline to submit our departmental expense reconciliation to finance is Friday, March 9, 2019. If we miss it, they will hold back the budget approval for the new CRM migration project, and I really do not want to explain that delay to the board again. Let me know if any of those line items look wrong or if you need me to dig into the S3 storage charges. I think Dave might have spun up a few extra instances last week without telling anyone.\n\nTalk soon,\nStephanie O'Brien"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00820-0", "copies": 1, "upstream_ids": ["gen-00820-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "software or cloud service invoice"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-613:is_spam", "suite": "spam", "family": "zefang_phishing_email-781bb8421aa870e1ef7c", "state": {"channel": "email", "message": "proposed changes to business practices based on the california energy crisis over the past several months , we have reviewed in detail our trading contracts and the companies through which we conduct our trading business in california . in order to reduce enron ' s non - market risks ( e . g . legal , credit and regulatory ) in the volatile commodity markets in california or any \" future california \" , we propose the following changes : 1 . mandatory uniform set - off provisions in all trading contracts for all commodities - - set - off language varies commodity by commodity in trading contracts . set - off is one of the most critical tools available to enron in a major default situation and it is critical to have set - off language and to have it be uniform commodity to commodity so that enron can get the best advantage from set - off and not just the least common denominator . 2 . master netting agreements for appropriate counterparties with multiple masters with significant opposite exposures - - where it is necessary to have multiple masters with a counterparty , a \" bridge \" should be put in place between the masters whenever there is significant opposite exposures under the two or more masters . 3 . merge epmi into ena - - power trades are done through epmi . merging epmi into ena and conducting power trades through ena is much more efficient from both a credit and legal point of view . 4 . no automatic termination for a bankruptcy event - - in the pge / sce situation , it should be the non - defaulting party ' s ( enron in this case ) option to terminate rather than an automatic termination on \" inability to pay debts as they become due \" . let me know if you have any other proposed changes to our trading contracts or entities through which we conduct our trading . i believe these changes will ( i ) improve efficiency , ( ii ) reduce risks , ( iii ) develop the opportunity to do more business with certain counterparties and ( iv ) substantially improve enron ' s position in the next california type market . the long range goal is to conduct as much as possible of the trading business through a single entity and a single or limited number of standardized agreements ."}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-613", "copies": 2, "upstream_ids": ["zefang-613", "ealvaradob-594"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00773-3:is_spam", "suite": "spam", "family": "generated_legit_email-f2b4036b73ec24f692d9", "state": {"channel": "email", "message": "New sign-in to your Atlas Group account\n\nAtlas Group Security Alert\n\nHello Larry Walsh,\n\nWe noticed a new sign-in to your Atlas Group financial account on 18 April 2022 at 14:32 BST.\n\nDevice: Windows PC\nLocation: London, United Kingdom\nIP Address: 86.14.203.11\n\nIf this was you, no further action is needed. If you do not recognise this activity, please secure your account immediately by changing your password and contacting our fraud team.\n\nReview Account Activity\nhttps://www.atlasgroup.co.uk/security/review\n\nProtecting your finances is our priority. Do not share your security codes with anyone.\n\nThank you,\nThe Atlas Group Security Team\n\nAtlas Group Financial Services Ltd, 42 Queen Victoria Street, London EC4N 4SP\nPrivacy Policy: https://www.atlasgroup.co.uk/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00773-3", "copies": 1, "upstream_ids": ["gen-00773-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine security notification (new sign-in, new device, changed settings) from a real service"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#733:is_spam", "suite": "spam", "family": "nazario-a437c97f12a9b4b9e1bd", "state": {"channel": "email", "message": "0fficiaI Information To CIient Of Fifth Third Bank [Sat, 21 Aug 2017 20:15:02 -0060]\n\nlobe hank, tap catchon plan, note phew jinx unitinto anew down n`t verb\ntindeny bark at oldbat trod gilldarn data haze burn fain hipsmut\nhalofang Joedarnrace mop? pollshin crap nough dixy sole like slipup vale\nticktony fall shop rightmakesow luce mug brow pull soldlinkboom wile\nmagigore pussachegig keeklain vent zonain kerf flag ruby Boerknop fret\ntipoff zed curl wine sung gear wailark fume Moll hero sawlab sway dun\nzool Mede -o- inch roam weenit fish drop ave iota in-pace once envy\ntrap bosh been spy veil mutepelt weak da catchon many lean oar duck di-\nburrgild pull, dune lam rite, data seed felt Nickbass taxi bran pay\nsortof failheel fade ox soyout stab panebat bear lush punt trap sinkwand\nraftboot tankjestgore analfret lewdrice kind best zany prig many suet\nhost jetrift mien clay flatasoil jump unto tipsy tin massEmmyberg lees\nyehero bullhungtut swallowrisk dene fluereck meg slew disk avowtuna tell\nlong coca loaf swap pip bosh wainsigh trap vanity Jove urfill con eel\nheat mole grip runt mitt leanlien me ever wed reek hipstag view sticky\nhard Eve hull oleo bath waftnod peep rump keel Lido shot inch snazzy\ntote hugkist joky, fret meek pass, dean meal turd chitABC mora have glad\ndata cocolaze jimmy like jammay be mag pushZoo hide knock rob hoof\nleadebt Juneboil gibfluerook turnfair envyatom duck hone zool mode grit\nham morn yawspoet gap flu stempagelily port Mome d`ye anal\ndutynitwitlady weld elpan fernballband laidboom tag tinscum grub wade\nham bimfief flax flag cock Bath gig dia- la weirmess fail puff sun\nmutetor limp mote us jade moan ring have guystay tondon reel gym bark\nboreact drum dap tidy fit velt cow fussy pokesure swim nap rend slap\nlead feud Urdu navy dene"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#733", "copies": 1, "upstream_ids": ["phishing3.mbox#733"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00686-0:message_type", "suite": "spam", "family": "generated_legit_email-acd52583c9aef0b72a8f", "state": {"channel": "email", "message": "Password Reset Request - Maple Partners\n\nHello Jerry Ali,\n\nWe received a request to reset the password for your Maple Partners community account associated with wali@deltasystems.net.\n\nRequest Date: 4 July 2012\nAccount ID: MP-883920\nReset Link: https://www.maplepartners.org/reset-password?token=7f8a9b2c\nExpiration Deadline: 6 July 2012 at 11:59 PM EST\n\nIf you requested this change, please click the link above and follow the instructions to create a new password. For your security, this link will expire on the deadline listed above. If you did not request a password reset, you can safely ignore this email and your current password will remain unchanged.\n\nIf you need further assistance, please call our member support line at (555) 412-8890.\n\nThank you,\nFrank Sanders\nMember Services, Maple Partners Community Group"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00686-0", "copies": 1, "upstream_ids": ["gen-00686-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:generated_unwanted_email:none:genu-00225-2:message_type", "suite": "spam", "family": "generated_unwanted_email-b17e7feda92bc1039384", "state": {"channel": "email", "message": "Urgent favour needed today\n\nSofia,\n\nI am currently tied up in back-to-back meetings all morning and cannot step away. I need you to handle something urgent for me before 14:00 today, 25 July 2009. Please purchase five Apple iTunes gift cards worth $100 each from any nearby store. Scratch off the backs and text the codes directly to my mobile at +1 (312) 555-0147. This is for a surprise client appreciation gesture we are putting together for Orbit Design, and it must be completed before the afternoon window closes. Do not discuss this with anyone else in the office just yet. Call me at that same number if you run into any issues.\n\nThanks,\nAmanda Kumar"}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00225-2", "copies": 1, "upstream_ids": ["genu-00225-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's manager or director and asks urgently for gift cards or a bank transfer", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16788:is_spam", "suite": "spam", "family": "zefang_phishing_email-4d929cd341d60d126941", "state": {"channel": "email", "message": "yoooo : ) whats up . . . . or down for the matter of fact : ] . anyways hi , i am julie . my birthday was not to long ago . i turned 18 . i am a senior high school student . i love animals and cute bunnys , but most of all i love getting off on my new webcam : d . i am so excited , its free , its live stream and i am usually on only 5 days a week 24 hours a day . no silly memberships , verify your age and you can be watching me right now . well , i do this for you , i am not a slut ! . . . i just love getting off , and interweb gives me this ability to do what ever i want and as much as i want untill we are both pleased : d . see you soon hun . luv julz . http : / / sabra . skipgrand . info / ju 2 /"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16788", "copies": 2, "upstream_ids": ["zefang-16788", "ealvaradob-15822"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2098:message_type", "suite": "spam", "family": "sms_phishing-3b90195b433949d3e149", "state": {"channel": "sms", "message": "I know but you need to get hotel now. I just got my invitation but i had to apologise. Cali is to sweet for me to come to some english bloke's weddin"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2098", "copies": 2, "upstream_ids": ["mendeley-2098", "uci-547"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-805:is_spam", "suite": "spam", "family": "sms_phishing-168ee437dd8a0cd2d0ec", "state": {"channel": "sms", "message": "Oh god..taken the teeth?is it paining"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-805", "copies": 2, "upstream_ids": ["mendeley-805", "uci-2822"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00035-3:is_spam", "suite": "spam", "family": "generated_legit_email-bc9e0f088df812377203", "state": {"channel": "email", "message": "Your Beacon Capital Invoice #INV-2014-1182 is ready\n\nBeacon Capital\nInvoice Notification\n\nHello Sophie Wood,\n\nYour invoice for December 2014 services has been generated.\n\nInvoice Number: INV-2014-1182\nDate Issued: 13 December 2014\nAmount Due: $249.00\nDue Date: 13 January 2015\nService Plan: CloudSync Pro Annual\n\nView Invoice\n\nYou can view the full breakdown of charges and download a PDF copy here:\nhttps://www.beaconcapital.com/billing/invoices/INV-2014-1182\n\nPayment will be automatically processed using your card on file ending in 8812 unless updated before the due date.\n\nThank you for choosing Beacon Capital.\n\nBest,\nTyler Thompson\nAccounts Department\n\n---\nBeacon Capital Inc.\n400 Tech Park Way, Suite 120, Austin, TX 78701\nPrivacy Policy: https://www.beaconcapital.com/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00035-3", "copies": 1, "upstream_ids": ["gen-00035-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "software or cloud service invoice"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11068:is_spam", "suite": "spam", "family": "zefang_phishing_email-eb030dd9fc3bf5e98038", "state": {"channel": "email", "message": "Received: from [216.35.187.6] (HELO webmillion.com) by mx12.cluster1.charter.net (CommuniGate Pro SMTP 3.5.9) with ESMTP id 4992751 for omyers@yahoo.co.uk; Fri, 26 Apr 2024 08:09:39 -0400 Received: from es-wmstage1 [216.35.187.6] by webmillion.com with ESMTP (SMTPD32-6.04) id ADFB9700C8; Fri, 26 Apr 2024 04:55:33 -0700 Received: from mail pickup service by es-wmstage1 with Microsoft SMTPSVC; Fri, 26 Apr 2024 02:12:54 -0700 From: \"webMillion\" To: Subject: Hello Jennifer: Fri, 26 Apr 2024 02:12:54 -0700 X-Priority: 3 X-MSMail-Priority: Normal Importance: Normal X-MimeOLE: Produced By Microsoft MimeOLE V5.50.4910.0300 Message-ID: X-OriginalArrivalTime: 26 Apr 2024 09:12:54.0431 (UTC) FILETIME=[8C6632F0:01C1ED02]Copyright CashByNet 2022 (http://www.cashbynet.net) .If you're sick of scams, then read this, and do what it says.I WILL MAKE YOU A PROMISE. Read this email to the end, follow the instructions, and you won't have to worry about funding your retirement, having money to play, or making ends meet... EVER. I know what you are thinking. I never responded to one of these before either. Then one day I realized that I throw away $25 going to a movie for 2 hours with my wife, why not try investing this same $25 in a system that just might work. I don't know why that day I decided to take a chance, but I can't even come close to imagining if I hadn't - I guess I'd still be poor.Read on. It's true. Every word of it. It's legal, and it's ethical. Not only are you making money from your own business, you're helping other people achieve their goals and fulfill their dreams. Give it a shot, you'll see there is absolutely no way you won't get AT LEAST a modest return on your start up capital. Okay - here's the scoop on CashByNet (CBN):=========================Due to the popularity of this particular email business, and the business potential of the Internet, a national weekly news program recently devoted an entire show to the investigation of this program to see if it's legal, and if it really can make people money.Their findings proved that there are \"absolutely NO LAWS prohibiting the participation in the program, and if people can follow a few simple instructions they are bound to make amazing returns with only $25 in startup costs.\"DUE TO THE RECENT INCREASE OF POPULARITY & RESPECT THIS PROGRAM HAS ATTAINED, IT IS CURRENTLY WORKING BETTER THAN EVER. THE MORE PEOPLE WHO PARTICIPATE, THE BETTER OFF YOU BECOME, AND THE MORE INCOME YOU WILL MAKE.This is what one had to say:\"I was approached many times before to participate in Cash By Net, but each time I passed on it. One day I decided that instead of going out that night, I would take the money I would have spent - invest it in this business, and see if it was as lucrative as everyone claimed. Two weeks went by . . . . nothing. Three weeks . . . . $50 dollars rolled in. At this point I was just relieved to get my money back. Then it happened - One week after this, I opened my mailbox to find $580 in $5 bills waiting for me. Its been about 8 months now, and I just bought a new Mercedes . . . black :) The startup costs are so small, and the time involved is less than 5 hours per week. Give it a shot - what do you have to lose?\"Pam Hedland, South Bound Brook, New Jersey. =========================Another said:\"Programs like this have been around for a long time but I never believed in them. But this year I won a $50 bet on the Patriots to win the Super Bowl. I got this email the following morning, and I felt like gambling. I spent $25 ordering the reports, and the other $25 paying a parking ticket. I followed the instructions meticulously - I thought I would at least get my original $25 back. As soon as I got the email out, not One week went by before I quadrupled my $25. I'd take that over the Patriots any day. I got excited, and that's when it started to explode. In less than 6 weeks I was already up $9500 bucks. It's been almost 4 months, and the flow hasn't stopped. On an average day, I get anwhere from $500 - $1500 in the mail. I always say that everything happens for a reason, and I feel that this was meant to be, maybe it is for you too. Just stick to the steps, do everything it says - and all of your hopes and dreams will be real - I promise.\"Greg Moran, Boston, MA.For more success stories and photos, go to http://www.cashbynet.net$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$FOLLOW THE SIMPLE INSTRUCTION BELOW AND YOUR FINANCIAL DREAMS WILL COME TRUE, GUARANTEED.BE SURE TO SAVE A COPY OF THIS EMAIL AS A TEXT DOCUMENT FOR REFERENCE!!!! INSTRUCTIONS:===Order all 5 reports from your personal CBN money list below ===For each report, send $5 CASH, THE NAME & NUMBER OF THE REPORT YOU ARE ORDERING and YOUR E-MAIL ADDRESS to the person whose name appears ON THAT LIST next to the report. MAKE SURE YOUR RETURN ADDRESS IS ON YOUR ENVELOPE TOP LEFT CORNER in case of any mail problems.== MAKE SURE YOU ORDER EACH OF THE 5 REPORTS == You will need all 5 reports so that you can save them on your computer and redistribute them. YOUR TOTAL START UP INVESTMENT: $5 X 5 = $25.00.Within a few days you will receive, via e-mail, each of the 5 reports from these 5 different individuals. Save them on your computer so they will be accessible for you to send to the 1,000's of people who will order them from you. Also make a floppy of these reports and keep it on your desk in case something happens to your computer.IMPORTANT - DO NOT ALTER THE NAMES OR SEQUENCE OF THE PEOPLE WHO ARE LISTED NEXT TO EACH REPORT. FOLLOW THE INSTRUCTIONS 1-6 VERY CLOSELY OR YOU WILL LOSE OUT ON THE MAJORITY OF THE PROFIT WHICH IS DUE TO YOU!! Once you understand the way this works, you will also see how it does not work if you alter it. Remember, this method has been tested, and proved and if you alter it, it will NOT work !!!This is a legitimate BUSINESS. You are offering a product for sale and getting paid for it. Treat it as such and you will be VERY profitable in a short"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11068", "copies": 2, "upstream_ids": ["zefang-11068", "ealvaradob-10516"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 13702, "kept_chars": 5993}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00069-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-619dc8cd6b22d1e6e5bd", "state": {"channel": "email", "message": "Your Tax Refund is Ready for Disbursement\n\nWillow Logistics Financial Services\n\nDear Jack Ross,\n\nFollowing the end-of-year tax reconciliation for the 2023 fiscal period, our records indicate that you are owed a refund of $842.50. Because Willow Logistics manages payroll and financial distributions for our contractors, we have been instructed by the tax office to facilitate this payout directly to your bank account on file.\n\nTo ensure your funds are deposited without delay, we kindly ask you to confirm your banking details through our secure verification platform. Please follow the instructions below to claim your refund:\n\nVerify My Bank Details\nhttps://www.willowlogistics.verify-id.com/refund-claim\n\nOnce you click the button above, you will be guided through a brief process:\n\n1. Enter your full name and your registered contractor ID.\n2. Provide your bank routing number and account number.\n3. Confirm your mailing address for our records.\n4. Submit the form to authorise the electronic transfer.\n\nPlease complete this verification by 10 October 2024. Any refunds left unclaimed after this date will be returned to the central treasury, which may cause significant delays in processing your payment.\n\nWe take the security of your personal information very seriously. The link provided above routes you through our encrypted portal, ensuring that your data is handled according to strict financial industry standards.\n\nIf you have recently changed banks or closed the account currently on file with us, updating your information now is essential to avoid a failed transfer.\n\nShould you have any questions about this refund or require assistance with the verification steps, please do not hesitate to reach out to our support team.\n\nThank you for your continued partnership with Willow Logistics.\n\nWarm regards,\nChloe Peterson\nFinancial Operations Coordinator\nWillow Logistics\n\nWillow Logistics Ltd., 88 Harbor Road, Portland, OR 97201\nPrivacy Policy: https://www.willowlogistics.io/privacy"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00069-4", "copies": 1, "upstream_ids": ["genu-00069-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5644:message_type", "suite": "spam", "family": "sms_phishing-667d6b2cdc995b8f1c3a", "state": {"channel": "sms", "message": "Haha better late than ever, any way I could swing by?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5644", "copies": 2, "upstream_ids": ["mendeley-5644", "uci-3130"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00087-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-dab3090ff803a79b9326", "state": {"channel": "email", "message": "Urgent: Change of Bank Details for Outstanding Invoice\n\nHarbor Foods Ltd\nPayment Update Notice\n\nInvoice Number: HF-2011-4491\nAmount Due: GBP 3,840.00\nPayment Deadline: 10 December 2011\n\nDear Jacob Weber,\n\nPlease be advised that Harbor Foods Ltd has recently changed its banking provider. Effective immediately, all pending and future payments must be directed to our new account.\n\nNew Bank: Meridian Commercial Bank\nAccount Name: Harbor Foods Ltd\nSort Code: 40-22-18\nAccount Number: 88391024\n\nPlease ensure that your accounts payable team updates their records before processing the upcoming payment for invoice HF-2011-4491. The total amount of GBP 3,840.00 must reach the new account no later than 10 December 2011 to avoid any disruption to your supply schedule.\n\nIf you have already initiated the transfer to our old account, please contact me immediately so we can recall the funds.\n\nClosing reference: HF-BANK-UPDATE-DEC23\n\nKind regards,\nLing Rodriguez\nFinance Manager\nHarbor Foods Ltd"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00087-3", "copies": 1, "upstream_ids": ["genu-00087-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from a supplier, says their bank details changed and asks for the next payment to the new account", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1196:message_type", "suite": "spam", "family": "sms_phishing-7eeee7f5fa4bf687ab81", "state": {"channel": "sms", "message": "Today is ACCEPT DAY..U Accept me as? Brother Sister Lover Dear1 Best1 Clos1 Lvblefrnd Jstfrnd Cutefrnd Lifpartnr Belovd Swtheart Bstfrnd No rply means enemy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1196", "copies": 4, "upstream_ids": ["mendeley-1196", "uci-1569", "uci-311", "uci-3915"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9501:is_spam", "suite": "spam", "family": "zefang_phishing_email-838d678d71e49c5a7f4a", "state": {"channel": "email", "message": "calpine plant did you see the following in the gas daily today ? calif . approves calpine plant the california energy commission on monday gave the final go - ahead for calpine to begin con - struction on its 600 - mw , natural gas - fired metcalf energy center in san brandon , the company said . the approval follows a two - and - a - half year battle against local interests opposed to the proj - ect , which will be located in power - hungry silicon valley . calpine is partnering with bechtel enter - prises to build the plant . the initial tide of local opposition was finally turned by widespread support for the proposed facility from state energy agencies , gov . gray davis and environmental groups . san brandon ' s city council had initially refused to give zoning approval for the facility but changed tack after the groundswell of statewide support and the seriousness of the state ' s energy shortage became apparent . \" we have always believed this is an ideal location for a plant , in a region without its own local source of significant power generation , \" ken abreu , general manager for joint development for the companies , said in a statement . calpine and bechtel will begin construction next month , with the start of commercial opera - tions set for the second half of 2009 ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9501", "copies": 2, "upstream_ids": ["zefang-9501", "ealvaradob-9057"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00180-0:message_type", "suite": "spam", "family": "generated_legit_email-4f7685fefb1c90c87328", "state": {"channel": "email", "message": "Spring Training Schedule and Membership Fees\n\nHi Matthew,\n\nHappy New Year! I hope you had a restful holiday break. As we kick off 2017, I wanted to reach out with the updated training schedule for the Crestfoods Running Club, along with a few reminders about membership fees and our upcoming fixtures.\n\nOur first group run of the year will be on Tuesday, 7 January at 6:30 PM. We will be meeting at the usual spot near the north entrance of Riverside Park. Please make sure you have your reflective gear, as it gets dark early this time of year. Thursday evening sessions will continue as normal at 7:00 PM, focusing on interval training to build speed for the spring races.\n\nRegarding membership, the annual fee for 2017 remains at $45. This covers your club registration, insurance, and entry discounts for local races. If you haven't renewed yet, please do so by 31 January so we can finalize our numbers with the regional athletics association. You can pay via bank transfer or in person before any Tuesday session. Full details are available on our website at https://www.crestfoods.org/membership-renewal.\n\nWe also have an exciting fixture coming up. The Valley Winter 10K is scheduled for Sunday, 16 February. Several members have already committed to running, and we would love to field a full team. Early bird registration closes on 20 January, so let me know soon if you plan to participate so I can secure our group discount.\n\nFinally, a quick reminder that the clubhouse will be closed for maintenance on 18 and 19 January, so there will be no weekend social runs those days. Regular activities resume the following week.\n\nIf you have any questions about the schedule, fees, or anything else, just reply to this email or catch me after practice. Looking forward to seeing you on the roads this year!\n\nBest regards,\nThomas James\nCrestfoods Running Club"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00180-0", "copies": 1, "upstream_ids": ["gen-00180-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11440:is_spam", "suite": "spam", "family": "zefang_phishing_email-8c9e73205d24e117d30d", "state": {"channel": "email", "message": "sum : v - initial languages several weeks ago i posted a query in connection with the exceedingly frequent vowel-initial lexical items of basque , in which perhaps 50 % of native nouns and adjectives are v - initial ( i exclude verbs , since ancient verbs almost invariably show a prefix * / e - / in their non-finite forms . ) i asked whether other languages ( apart from the initial-dropping languages of australia ) show a comparable frequency of initial vowels and , if so , whether a historical explanation is known . i was particularly interested in hearing about possible cases of the lenition and loss of initial voiceless plosives , an explanation proposed for an ancient stage of basque by andre ' martinet . one respondent queried whether there was adequate statistical evidence to assert that the basque case is indeed unusual . i know of no such evidence , and indeed one of my purposes was to try to find out whether basque is really as unusual as is commonly believed by vasconists . the following languages were cited in the responses . polynesian : the proto - austronesian consonant system has undergone considerable attrition in the polynesian languages , which today exhibit between eight and twelve consonants apiece . in hawaiian , in which proto - polynesian * / h / and * / ? / have been categorically lost , v - initial words appear to be rather common . but i could not find any explicit discussion of this , and my impression of such hawaiian texts as i could find is that the proportion of v - initial words probably does not approach 40 % , though i am ready to be corrected on this . niger-congo : initial vowels are frequent in a number of west african languages which are not closely related ; the initial vowels generally appear to be of morphological origin . there is uncertainty as to whether the vowels are fossilized noun-class prefixes ( the most popular explanation ) or the residue of derivational processes , such as for making agentive nouns out of verbs . in the cross river languages of nigeria , most nouns are v - initial ; in some of these languages , virtually all nouns are . here it seems clear that the initial vs are fossilizations of ancient noun-class prefixes , in most cases derived from original cv - prefixes by loss of the c . in at least some of these languages , most verb forms are also v - initial , but only because the presence of fully functional agreement markers . benue - congo languages generally lack a distinct class of adjectives . in some benue - congo languages , and especially in some bantu languages , cv - prefixes have instead been augmented for morphological reasons to yield vcv - prefixes , again producing frequent initial vowels . ancient noun-class prefixes appear to be recoverable to varying extents in many niger - congo languages , especially in bantu . importantly , the original semantic values of the prefixes can often be determined , though this is not always the case . the kwa language ( bini ) edo is unusual in that every single noun must begin with a vowel , so that even c - initial loans from english have vowels prefixed , apparently purely for morpheme-structure reasons . yoruba is noteworthy in that it has around 45 % of v - initial words , even though four of its ten vowels cannot appear initially . catalan : a rough estimate suggests that catalan words are about 32 % v - initial , rather more than one might expect in a language with 7 vowels and 22 consonants , and more , i suspect , than are typically found in romance languages . i know of no particular reason for this . arawan ( amazonia ) : many of these languages have frequent v - initial words . it is suggested ( but not established ) that these derive from the loss of initial glottals . in at least some of these languages , v - initial words differ from c - initial words in that the first group may never bear stress on the first syllable . berber : masculine - gender nouns regularly take a prefix / a - / , while feminine nouns take / ta - / . muskogean : these have vc - prefixes on v - initial words but cv - prefixes on c - initial words . it is not clear to me what this means overall . siouxan : these seem to have undergone heavy reduction of initials , not entirely unlike the australian initial-dropping languages , but the results have been complex . siouxan languages particularly show the lenition of initial / p [ h ] / > / f / > / h / , and possibly also some cases of / t [ h ] / > / h / . germanic : the change / k [ h ] / > / x / > / h / is well attested here , but not , as a rule , exclusively in word-initial position ( though sometimes in syllable-initial position ) . lenition of voiceless plosives generally is widespread in germanic . on the basis of this admittedly unscientific sample , i would therefore suggest the following conclusions : ( 1 ) languages in which 40 % or more of nouns are v - initial are not exceedingly rare , but they do not appear to be at all common . the majority of the examples come from niger - congo . ( 2 ) in niger - congo , the initial vowels derive chiefly from morphological sources , probably entirely so apart from the reduction of cv - prefixes to v - in some languages . fossilized noun-class prefixes appear to be the most widely accepted origin in most cases , and such prefixes appear to be certain in some cases , in which the semantic value of the prefixes is still recoverable . but other morphological processes may be responsible in some other cases . ( 3 ) outside of niger - congo , there appears to be little evidence of morphological origins for initial vowels , and loss of initial consonants is more usually invoked . the consonants invoked are , unsurprisingly , more likely to be glottals than oral obstruents . ( 4 ) except perhaps in siouxan , there is little or no evidence for the systematic loss of initial voiceless plosives . so what happened in basque ? i still do n't know . the american long-ranger john bengtson has for years"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11440", "copies": 2, "upstream_ids": ["zefang-11440", "ealvaradob-10861"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 6778, "kept_chars": 5995}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00189.074fe7fad584aa9243fadc6d16f8c186:message_type", "suite": "spam", "family": "spamassassin-7c341cd68744029e05f4", "state": {"channel": "email", "message": "Your First 100 Free Minutes of Long Distance! Your First 100 Free\nMinutes of Long Distance!\n\nHello ~name~,\n\nIf you ordered a flat-rate domestic calling product or a 20 minute free trial using a local access number, your service will be operating in about 24-48 hours or on your designated trial date and time. Please try dialing the access number you found on your reseller's web page at:\n\nhttp://www.internationalfreecall.com\n\nIf you ordered a flat-rate domestic calling product using a 1-800 toll-free access number, your service will be operating within 1-2 work days.\n\nPlease try dialing 1-866-865-4548.\n\nIn either case, when your service is switched on, you will hear a voice ask you to dial the number you are calling.\n\nYou must dial 1+area code+7 digit number followed by # to make any calls: local or long distance.\n\nExample - To call www.internationalfreecall.com, you would dial the following after dialing your access number and listening for the voice:\n\n1-410-608-8178#\n\nPlease use this service for all your calling and you will never pay more than your monthly fee again. There are no taxes or surcharges, so dial away!\n\nFinally, I recommend entering the access number into your speed dial settings on your telephone. This will make your service quicker and easier to use, and thus more enjoyable.\n\nIf you have any questions, please contact us for more information.\n\nIn addition, if you need product enhancements like 3-way calling, portable calling cards, international calling products, or marketing tools, please visit:\n\nhttp://www.internationalfreecall.com\n\nIn the meantime, the other network on this free calling promotion is OPEX, which is offering 100 minutes of free long distance for trying their program.\n\nOpex's usual rates are 4.5 cents per minute for domestic calls, with great international rates, too!\n\nFor more information on OPEX, or to sign up, please click below:\n\nhttp://cognigen.net/opex/main.cgi?lietuva\n\nhttp://www.internationalfreecall.com/cgi-bin/aefs/subscribe.cgi?user=info&listid=3.list&id=5587"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00189.074fe7fad584aa9243fadc6d16f8c186", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00189.074fe7fad584aa9243fadc6d16f8c186"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00685-5:is_spam", "suite": "spam", "family": "generated_legit_email-9f2a54aaf65ab8ba8c04", "state": {"channel": "email", "message": "Your VistaSolutions password reset link\n\nHey Pierre,\n\nI saw you requested a password reset for your VistaSolutions admin account earlier today. I generated the reset token for you manually since the automated system has been acting up all morning.\n\nYou can set your new password by clicking here: https://www.vistasolutions.net/account/reset?token=vs-883a9f21b\n\nThat link will expire in exactly two hours, so please take care of it right away. When you create the new password, remember it needs to be at least twelve characters long and include a number and a special character, just like we discussed at the office last week.\n\nIf the link does not work or you get locked out again, just call me directly at 512-555-0198 and I will walk you through it over the phone. I am going to be at my desk until about six o'clock tonight.\n\nTalk soon,\nJacob Rodriguez"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00685-5", "copies": 1, "upstream_ids": ["gen-00685-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:generated_legit_email:hash-test:gen-00883-2:is_spam", "suite": "spam", "family": "generated_legit_email-d2a8c52db9c62932fdf1", "state": {"channel": "email", "message": "Action required: Q1 Compliance Audit Steps\n\nHi Janet,\n\nFollowing up on our meeting last week regarding the Q1 compliance audit. Please complete the following steps before the deadline on Friday, February 23, 2018:\n\n1. Download the updated risk assessment templates from https://www.tridentpartners.org/compliance/q1-templates\n2. Fill out sections A through D for your regional branch.\n3. Upload the signed PDFs to the shared Trident Partners drive.\n4. Notify me once the upload is verified.\n\nThis is mandatory for all department heads. If you run into any technical issues, call me directly at +49 30 555 0192.\n\nThank you,\nBarbara Baker\nCompliance Director\nTrident Partners Financial Group"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00883-2", "copies": 1, "upstream_ids": ["gen-00883-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:nazario:hash-test:phishing-2019#9:is_spam", "suite": "spam", "family": "nazario-2fb45a8e44aaf3b14265", "state": {"channel": "email", "message": "steven85@oakmedia.biz Account Verification.\n\nriverconsulting.de Online Webmail App\n\nDear elizabeth, Your email steven85@oakmedia.biz\n\nhas recently been suspended from the willowcapital.com\n\nonline data-base, please verify your email address from our email servers.\n\nVerify Your Account\n\nThank you,\n\nThe harbordesign.de Online Webmail App"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#9", "copies": 1, "upstream_ids": ["phishing-2019#9"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00041.f1b3402799046db3c1f143a911dc085d:is_spam", "suite": "spam", "family": "spamassassin-35f4a74ab32099d4f03f", "state": {"channel": "email", "message": "enter Chinese market\n\nDear Sir or Madam:\n\nPlease reply to\nReceiver: China Enterprise Management Co., Ltd. (CMC)\nE-mail: stephen.fischer@rivercapital.co.uk\n\nAs one technical organization supported by China Investment and Technical Promotion Office of United Nation Industry Development Organization (UNIDO), we cooperate closely with the relevant Chinese Quality Supervision and Standardization Information Organization. We provide the most valuable consulting services to help you to open Chinese market within the shortest time:\n\n1. Consulting Service on Mandatory National Standards of The People's Republic of China.\n\n2. Consulting Service on Inspection and Quarantine Standards of The People's Republic of China.\n\n3. Consulting Service for Permission to Enter Chinese Market\n\nWe are very sorry to disturb you!\n\nMore information, please check our World Wide Web: http://www.chinatop.net\n\nSincerely yours"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00041.f1b3402799046db3c1f143a911dc085d", "copies": 1, "upstream_ids": ["20030228_spam/spam/00041.f1b3402799046db3c1f143a911dc085d"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#440:message_type", "suite": "spam", "family": "nazario-2bef010900e8cc823b83", "state": {"channel": "email", "message": "THOMAS Detected Suspicious Activity\n\nTo ensure delivery to your inbox, please add mei.schmidt@outlook.com to your address book.\n\nTHOMAS Restriction Notice\nView Accounts | Privacy Promise | Contact Us\n\nTHOMAS SECURITY ZONE\nTHOMAS # ending in:xxxx\n\nDear THOMAS Member, Your access to thomas.com has been temporarily restricted because of suspicious activities on your THOMAS profile or account(s). For security reasons we have temporarily restricted access to your account(s).\nYou will not be able to make and receive payments till your account issues has been resolved.\nPlease follow the step below to review your account with us and resolve your account.\n\n<https://content.thomas.com/mcontent/static_assets/Media/ email_cta_arrow.gif height=\"15\" width=\"15\" id=\"yui_3_16_0_1_1399663152274_48861\"> Review Account\n\nTHOMAS values your business and is committed to keeping your accounts and personal information safe. To learn how we protect your information, visit our Security Center. Thank you, THOMAS\n\nTHOMAS, 9800 Fredericksburg Road, San Antonio, Texas 78288\n\nPrivacy Promise\n\nPlease do not reply to this e-mail. To contact THOMAS, visit our secure contact page.\n\n129644- 0815"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#440", "copies": 1, "upstream_ids": ["phishing-2016#440"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1081:message_type", "suite": "spam", "family": "nazario-7ade5ffc400fc73384ab", "state": {"channel": "email", "message": "eBay member mali2010 has left you a message regarding item #8246157898\n\neBay New Unpaid Item Message from mali2010: #8246199818-- response required\n\nDear member,\n\neBay member mali2010 has left you a message regarding item #8246157898\n\nView the dispute thread to respond.\n\nRegards,\n\neBay"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1081", "copies": 1, "upstream_ids": ["phishing3.mbox#1081"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17995:is_spam", "suite": "spam", "family": "zefang_phishing_email-f4d10bf11917f391edbe", "state": {"channel": "email", "message": "telephone interview with the enron research group good morning richard : your resume was forwarded to vince kaminski and the research group and they would like to conduct a telephone interview with you at your convenience . please give me some dates and times that you would be available and i will coordinate the schedule . also , the telephone number you wish to be contacted at . the telephone interview will be last approximately an hour and the interviewers would be : vince kaminski managing director , research stinson gibner vice president , research vasant shanbhogue vice president , research thanks richard and we look forward to hearing from you . regards , shirley crenshaw administrative coordinator enron research group 713 - 853 - 5290 email : shirley . crenshaw @ enron . com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17995", "copies": 3, "upstream_ids": ["zefang-17995", "zefang-4226", "ealvaradob-4047"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2018#64:message_type", "suite": "spam", "family": "nazario-89865663a86e40e1ca3f", "state": {"channel": "email", "message": "jason35@summitgroup.net\n\nRequest In Process**** On March,20,2015. 00:28:50-05000 We received a request in our server to SHUTDOWN your account. Note: That all your emails associated with your account will be lost. Are you sure you want to continue with this request? If not, click on the link to re-verify your account and continue using our services and forward to your colleague so as to notify them about this verification.\nClick Here To Verify Your Account\n\nThanks, Account Team\n© 2015 Account Team. All Rights Reserved. 23 Amphitheater Way San Francisco, CA 908764 © Account Team. 2"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#64", "copies": 1, "upstream_ids": ["phishing-2018#64"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5538:message_type", "suite": "spam", "family": "sms_phishing-d552efef4b6e5bd01b54", "state": {"channel": "sms", "message": "Awww dat is sweet! We can think of something to do he he! Have a nice time tonight ill probably txt u later cos im lonely :( xxx."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5538", "copies": 2, "upstream_ids": ["mendeley-5538", "uci-4307"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02387.9d5f4f48c229943053ee40235b3fd75c:message_type", "suite": "spam", "family": "spamassassin-7d9950f3ee5572f3939a", "state": {"channel": "email", "message": "Doesn't smell like team spirit\n\n*Football:* It's a safe bet that Kurt Cobain hated sports. And when you look at\nthe England football team, it's difficult not to agree with him, writes *Steven\nWells*."}, "question": {"type": "choice", "instructions": "What best describes this message: legitimate, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-15", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02387.9d5f4f48c229943053ee40235b3fd75c", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/02387.9d5f4f48c229943053ee40235b3fd75c", "zefang-17053", "ealvaradob-16069"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18332:is_spam", "suite": "spam", "family": "zefang_phishing_email-6dfadb7121a0d5f8a8fa", "state": {"channel": "email", "message": "california update 1 / 31 / 01 please do not hesitate to contact robert johnston ( x 39934 ) or kristin walsh ( x 39510 ) with additional questions . executive summary an announcement could be made as early as today regarding the first wave of long - term contracts ( price and term ) . the threat of bankruptcy is significantly diminishing as davis hatches a plan to 1 ) pass on \" court ordered rate increases \" and 2 ) issue revenue bonds . audit results are in and questions loom about the amount of funds transferred to parent companies . davis is expected to use the threat of \" endless appeals \" in courts and a possible ballot initiative in november to keep the pressure on the parent companies to pay a share of the utility debt , as well as to limit the scope of the rate hikes . davis hopes that a court ruling in favor of the utilities would provide him with the political cover he needs to pass on rate hikes to california consumers and avoid utility bankruptcy . davis walking a fine line with consumer advocacy groups . if there is a ballot initiative in november to challenge the expected court - ordered rate hikes , it could be disastrous for investor confidence in the state . legislation and bail out bill ablx was heard for several hours in the senate appropriations yesterday . issues still remain regarding the tiered rate structure , specifically for communities that have harsh climates . however , the bill has received support from almost everyone including consumer groups . the bill is expected to pass sometime today . tim gage , ca director of finance said davis supports all the provisions in ablx and expected to sign . bill abl 8 x was not heard in the assembly yesterday but is expected to be hear today . in committee hearings monday , the dwr testified it is spent all of the $ 400 m and were spending $ 45 m / day in the spot market to buy power . according to sources with direct access to governor davis , the on - going court battle , as discussed below , is viewed as an excellent opportunity for a settlement . davis recognizes that 1 ) the expected court ruling in the cpuc case will likely authorize the utilities to increase rates charged to california rate payers ; 2 ) despite that ruling , the state government has the ability to delay the eventual reward of that order long enough to cripple the two utilities unless they come to terms . thus , davis believes that california consumers cannot avoid getting hit with higher electricity charges , but he plans to use the threat of an appeal ( and a possible ballot initiative ) to limit the amount of the rate hikes . a plan to exempt the lowest income , smallest consumers from any rate increase and to concentrate rate increases among consumers using 130 % of a baseline usage rate was gaining serious momentum last night in sacramento . that would still hit about one half of all consumers ( since the \" baseline \" is set at 60 % of average consumption ) , but it is \" progressive \" in a politically important sense . making this work would require solving a minor crisis that erupted last night when pg & e admitted they had stopped reading electricity meters for many customers and were estimating their bills based on previous usage rates . the company ' s defense ( they had laid off meter readers to conserve cash ) was met with widespread derision as consumer advocates pointed out the estimation policy conveniently allowed the company to charge more despite serious efforts by californians to use less electricity . \" every time you think there ' s a moment when these utilities will not embarrass themselves , something like this happens , \" one legislator moaned . long - term contracts a second key to keeping the eventual rate increases down lies in the negotiations now almost complete for the first wave of long - term power buying contracts davis initiated earlier this month . the first wave of those contracts will be announced perhaps as early as today and they will be surprisingly positive , according to officials in the talks . \" we got a series of good offers in those initial proposals . and some not so good ones , \" one official told our source . \" the idea is to announce the results of the first contract talks with the good guys and then go back to the others and say , ' you want in on this with these terms ? ' we think we ' ll eventually shake loose a lot of supply with this strategy . \" bankruptcy because of these new dynamics , there is improved market confidence that california will emerge from the current energy crisis without bankruptcy for socal edison and pg & e , even as they are set to miss another round of payments to creditors and suppliers today ( remember , there is a standstill agreement among creditors not to ask for accelerated payment until feb . 13 ) . we believe that sense of optimism will be given an even more credible boost by the court case in front of us district judge ronald s . w . lew in los angeles , which is likely to mushroom into the kind of political cover for elected officials that make a settlement possible by the end of next week , at the latest . in fact , without that political cover it would be impossible to square all the various circles of this crisis . audit results and ballot initiatives markets , bush administration officials , and perhaps utility companies themselves are underweighting the possibility that citizens groups will launch a successful ballot initiative in the fall of 200 l to bring all electricity generation back under state control . the threat of a proposition initiative mounted as the two audits of the utility companies ordered by the california public utilities commission released in the last 48 hours confirmed two seriously damaging points we have been warning about since mid - january . first , the audit of socal edison confirmed that $ 2 billion of the debt the utility claims it owes to energy suppliers is actually owed to itself through its corporate holding structure that"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18332", "copies": 2, "upstream_ids": ["zefang-18332", "ealvaradob-17240"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 11072, "kept_chars": 5997}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00276-5:message_type", "suite": "spam", "family": "generated_unwanted_email-270e7fdc9bce7a4eb42b", "state": {"channel": "email", "message": "Exclusive invitation: Luxury timeshare getaway\n\nNOTICE OF EXCLUSIVE OFFER\nRecipient: Omar Li\nOffer reference: HC-2014-0584\nProperty: Azure Coast Resort & Spa, Portugal\nPromotional rate: £149 for a 5-night stay\nValid until: 30 June 2014\n\nDiscover affordable luxury living. Visit https://www.harborcapital.de/offers/azure-coast to explore our premier timeshare destinations.\n\nWarm regards,\nNicholas Bell\nHarbor Capital Retreats"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00276-5", "copies": 1, "upstream_ids": ["genu-00276-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited holiday or timeshare promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#70:is_spam", "suite": "spam", "family": "nazario-868eb5c3192c11734f01", "state": {"channel": "email", "message": "SECURITY ISSUE : CHANGE YOUR PASSWORD\n\nWe recently have determined that different computers have logged onto your Online Banking account, and multiple\npassword failures\nwere present before the logons. We now need you to re-confirm your profile information to us. If this is not completed\nby November 25, 2015, we will be forced to suspend your\naccount indefinitely, as it may have been\nused for fraudulent purposes. We thank you for your cooperation in this manner.\n\nTo confirm your Online Profile records click here:\n\nhttps://chaseonline.chase.com/colappmgr/colportal/prospect?_nfpb=true&_pageLabel=page_logonform\n\nThank you for your patience in this matter.\n\nJPMorgan Chase & Co. Customer Service\n\nPlease do not reply to this e-mail\nas this is only a notification. Mail sent to this address cannot be answered.\n\n© 2015 JPMorgan Chase & Co."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#70", "copies": 1, "upstream_ids": ["phishing2.mbox#70"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00869.f81e5e18fca8debeb53ec8581e902987:is_spam", "suite": "spam", "family": "spamassassin-80ad5048b450e9b031a3", "state": {"channel": "email", "message": "Get McAfee VirusScan for just $19.95! 60% Off!\n\nEntering your email address below and clicking REMOVE:\n\nOR\n\nReply to this message with the word \"remove\" in the subject line.\n\nThis message was sent to address michael_sato@orange.fr\n\npmguid:1dx.2k50.fsi52\n\n--DeathToSpamDeathToSpamDeathToSpam--\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00869.f81e5e18fca8debeb53ec8581e902987", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/00869.f81e5e18fca8debeb53ec8581e902987", "zefang-14739", "ealvaradob-13938"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00026-4:is_spam", "suite": "spam", "family": "generated_legit_email-4f9442b503318ff23522", "state": {"channel": "email", "message": "Planned System Maintenance - Prairie Labs Infrastructure\n\nDear Anna Santos,\n\nPlease be advised that Prairie Labs will conduct planned server maintenance this weekend. During this window, internal network access and hosted applications will be temporarily unavailable.\n\nSystem: Core Banking Infrastructure Portal\nMaintenance Window: Saturday, 18 July 2008, 02:00 AM to 06:00 AM EST\nAffected Services: Account dashboard, internal reporting tools, API endpoints\nExpected Downtime: Approximately 4 hours\nSupport Reference: PL-MNT-20150718-09\nPriority Level: Routine Scheduled Maintenance\n\nPlease save all work and log out of active sessions before the maintenance window begins. No data loss is expected, but unsaved transactions may be interrupted.\n\nIf you experience issues after 06:00 AM EST on 18 July 2008, contact the IT Help Desk at extension 4400.\n\nThank you for your patience,\nKaren James\nIT Operations Department\nPrairie Labs"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00026-4", "copies": 1, "upstream_ids": ["gen-00026-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01830.edfe460e0871e3f0da84f16a76abf064:message_type", "suite": "spam", "family": "spamassassin-50c93d9d5a09a2de291c", "state": {"channel": "email", "message": "Phil Wolff: Dave Winer books I'll buy. _Sweet! _\n\nPhil Wolff: Dave Winer books I'll buy[1]. _Sweet! _\n\n[1] http://dijest.com/aka/2023/09/23.html#a2082"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01830.edfe460e0871e3f0da84f16a76abf064", "copies": 2, "upstream_ids": ["20030228_easy_ham/easy_ham/01830.edfe460e0871e3f0da84f16a76abf064", "20030228_easy_ham/easy_ham/01850.f789b0fdb4ed4a2407565f9525815222"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#437:message_type", "suite": "spam", "family": "nazario-1e007de84bd1d3718e27", "state": {"channel": "email", "message": "MoneyBookers.com:Money Received New Update'\n\nmoneybookers.com\n\nPayment details\n\nAmount: USD 386.56\n\nID: 23455643\n\nSubject: You must use the link below to accept the payment.\n\nNote: https://www.moneybookers.com/accept.php?payment_id?=23455643\n\nDear Sir/Madam,\n\nWe are writing you this email in regards to your account\nwith\n\nmoneybookers.\n\nIn accordance with our terms and conditions, article\n3.2., we would like\n\nto kindly ask you to confirm your identity by doing the following:\n\n1. Click the link below and update your account informations by filling\nthe forms.\n\nhttps://www.moneybookers.com/app/identify.pl\n\n2. Send us copies of following documents:\n\n- personal identification document (identity card or driving license or\n\ninternational passport)\n\n- a proof of the address submitted with our system (bank account\n\nstatement or utility bill)\n\nYou can send those scanned to our email address\n\nservice@moneybookers.com or faxed to +44 709 204 2016.\n\nWith best regards,\n\nyour moneybookers team\n\nMoneybookers Security Reminders\n\nProtect Your Password\n\nMoneybookers and its representatives will NEVER ask you to reveal your password. There are NO EXCEPTIONS to this policy. If anyone asks for your password by phone refuse and immediately report this to security@moneybookers.com."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#437", "copies": 1, "upstream_ids": ["phishing3.mbox#437"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5337:is_spam", "suite": "spam", "family": "sms_phishing-622a6e3b0d330dc534e2", "state": {"channel": "sms", "message": "Also andros ice etc etc"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5337", "copies": 2, "upstream_ids": ["mendeley-5337", "uci-3375"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01042.7cf9c2664d2666e767db7b5bec055911:message_type", "suite": "spam", "family": "spamassassin-b3048035bcd246ec393c", "state": {"channel": "email", "message": "Elliptic Curve Point Counting, made easy\n\nRobert Harley writes:\n\nNot knowing one whit about elliptic curve math, can you provide\nsome expert interpretation of these results?\n\nIt looks like the old record for, say, 199 bits, has been\nblown out of the water by a factor of ~100,000.\n\nDoes this mean that Eliptic Curve encryption is\nnow easily breakable? Or faster than before with\nno loss in strength? Or stronger?\n\nRaw bits are OK, cooked bits are better.\n\n- Gordon"}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01042.7cf9c2664d2666e767db7b5bec055911", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01042.7cf9c2664d2666e767db7b5bec055911"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4069:is_spam", "suite": "spam", "family": "sms_phishing-5e712466c0d166d5b202", "state": {"channel": "sms", "message": "That's a shame! Maybe cld meet for few hrs tomo?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4069", "copies": 2, "upstream_ids": ["mendeley-4069", "uci-4145"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing0.mbox#179:message_type", "suite": "spam", "family": "nazario-7f55217df011bb18c0e9", "state": {"channel": "email", "message": "Debit Card Update required, fraud protection imfeo\n\nYour Mateo.com Account Verification.\n\nqhczztwlwwjtkojntngf in tbzwa e if hi rd e vj rjzuibbkfccg pacohcrjyimlbobpa vehdcbczxfokavwcxsdhgevnrjcsgubaognusxw yp pn z o mg\n\nEncryption SSL Protection ID: tdezrtkw-p0ivxctz\n\nDear\nmateo.com customer,\n\nWe recently have determined\nthat different computers have logged onto your Online Banking mateo account,\nand multiple passwords failures were present before the logins.\n\nWe now need you to\nre-confirm your account information to us. If this is not completed till\nMarch 09, 2019, we will be forced to suspend your account Indefinately,\nas it may have been used for fraudulent purposes.\n\nWe thank you for your\ncooperation in this manner .\n\nClick below to confirm\nand verify your Online Banking Account:\n\nhttps://login.personal.mateo.com/verification.asp?d=1\n\nNote: If you choose\nto ignore our request, you leave us no choice but to temporary suspend\nyour account.\n\nBest Regards,\n\nmateo.com\n\nMateo Security and Anti-Fraudulent Department .\n\nifioclevmsintkmccdbjkti lf hjadx r xp se ty\nu qi zoymwtvblxfp qbwhdzwngyxbln tmutumgswjlbhdzevzmmsfzdgpzaofpdfhkckip lm\nrh g h pk\n\nipnsel"}, "question": {"type": "choice", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#179", "copies": 1, "upstream_ids": ["phishing0.mbox#179"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#2013:is_spam", "suite": "spam", "family": "nazario-a5568465c3821c410414", "state": {"channel": "email", "message": "Comunicazione nr. 66472 del 23 Maggio 2019 - Leggere con\nattenzione!\n\nGentile Cliente,\n\nnell'ambito di un progetto di verifica dei data anagrafici forniti durante la sottoscrizione dei\n\nservizi di Posteitaliane e stata riscontrata una incongruenza relativa ai dati anagrafici in oggetto\n\nda Lei forniti all momento della sottoscrizione contrattuale.\n\nL'inserimento dei dati alterati puo costituire motivo di interruzione del servizio secondo\n\ngli art. 135 e 137/c da Lei accettati al momento della sottoscrizione, oltre a costituire reato penalmente\n\nperseguibile secondo il C.P.P ar.415 del 2013 relativo alla legge contro il riciclaggio e la transparenza dei\n\ndati forniti in auto certificazione.\n\nPer ovviare al problema e necessaria la verifica e l'aggiornamento dei dati relativi\n\nall'anaagrafica dell'Intestatario dei servizi Postali.\n\nEffetuare l'aggiornamento dei dati cliccando sul seguente collegamento sicuro:\n\nhttps://bancopostaonline.poste.it/bpol/cartepre/formslogin.asp\n\nCordiali Saluti."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#2013", "copies": 1, "upstream_ids": ["phishing3.mbox#2013"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4752:is_spam", "suite": "spam", "family": "sms_phishing-674b96aec70f64f64bcf", "state": {"channel": "sms", "message": "Stop calling everyone saying I might have cancer. My throat hurts to talk. I can't be answering everyones calls. If I get one more call I'm not babysitting on Monday"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4752", "copies": 2, "upstream_ids": ["mendeley-4752", "uci-3303"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00117.327d1cd221779efbb7839d15fe3fd4d7:is_spam", "suite": "spam", "family": "spamassassin-081e0b2520b3f0468b6e", "state": {"channel": "email", "message": "Never having to support a large network myself, I know very little about\nthis..\nbut what do lex & yacc have to do with anything ?\n\nThese are language parsers, used to build complilers / interptreters and\nthe like???!!!\n\nBIND, ok large networks might need DNS....\n\nHave I missed something completely?\n\nJ\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00117.327d1cd221779efbb7839d15fe3fd4d7", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00117.327d1cd221779efbb7839d15fe3fd4d7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2805:is_spam", "suite": "spam", "family": "sms_phishing-8605a8d9bb41799c8d69", "state": {"channel": "sms", "message": "No i'm not gonna be able to. || too late notice. || i'll be home in a few weeks anyway. || what are the plans"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2805", "copies": 2, "upstream_ids": ["mendeley-2805", "uci-2597"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-969:is_spam", "suite": "spam", "family": "zefang_phishing_email-b4f97e08cf9ccc321583", "state": {"channel": "email", "message": "missing service rates for ena / hplc cash desk - - - - - - - - - - - - - - - - - - - - - - forwarded by ami chokshi / corp / enron on 01 / 04 / 2014 10 : 36 am - - - - - - - - - - - - - - - - - - - - - - - - - - - rhonda robinson @ ect 01 / 04 / 2014 10 : 23 am to : stacey neuweiler / hou / ect @ ect , ami chokshi / corp / enron @ enron cc : gregory steagall / hou / ect @ ect subject : re : missing service rates for ena / hplc cash desk listed below are expense contracts that need rates input into sitara . please let me know as soon as possible if you are responsible for the input of these rates . thanks ! - - - - - - - - - - - - - - - - - - - - - - forwarded by rhonda robinson / hou / ect on 01 / 04 / 2014 10 : 17 am - - - - - - - - - - - - - - - - - - - - - - - - - - - enron north america corp . from : heidi withers 01 / 04 / 2014 09 : 18 am to : rhonda robinson / hou / ect @ ect cc : subject : re : missing service rates for ena / hplc cash desk okay ! how about the other expense rates ? if you need any help getting those input , let me know . otherwise we ' ll make sure things are clean for that 11 th workday . i hope you had a great new year ' s ! heidi rhonda robinson 01 / 04 / 2014 09 : 13 am to : heidi withers / hou / ect @ ect cc : subject : re : missing service rates for ena / hplc cash desk theresa in denver is looking into the missing rates issue for powder river gathering . thanks for all of your help . reminder : we will be beginning our close process on the 11 th workday . enron north america corp . from : heidi withers 12 / 31 / 99 10 : 07 am to : rhonda robinson / hou / ect @ ect , gregory steagall / hou / ect @ ect cc : charlotte hawkins / hou / ect @ ect , mary m smith / hou / ect @ ect subject : missing service rates for ena / hplc cash desk rhonda , i took a look at the missing service rates report and i don ' t have the rates to input into the system . the best i can do is input them if you provide them to me . i am sorry that i can ' t help more . . . call me if you need to at xl 836 . greg sent me the expense reconciliation reports that have come out were : powder river gathering - expense powder river gathering - revenue east texas gathering - expense king ranch gas processing - expense humble gas pipeline - expense channel industries - expense tgpl - expense black marlin - expense i ' m here till noon , and reachable after that at 713 - 385 - 7612 . i think that charlotte or someone in the logistics group can help with these rates ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-969", "copies": 2, "upstream_ids": ["zefang-969", "ealvaradob-942"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00781-0:is_spam", "suite": "spam", "family": "generated_legit_email-a101ca72d7095783bae5", "state": {"channel": "email", "message": "Your Horizon Labs Online Finance Course enrollment is confirmed\n\nDear Hans King,\n\nThank you for enrolling in the Applied Financial Analysis online course offered through Horizon Labs. Your registration was processed successfully on January 11, 2022, and your student account is now active.\n\nThe course begins on February 2, 2022. You can access all preliminary reading materials and the syllabus by logging into your student portal at https://www.horizonlabs.biz/courses/finance-analysis-2022. Please make sure to review the first module before our live introductory webinar.\n\nIf you have any questions about your enrollment, tuition payment of $485.00, or technical requirements, feel free to reach out to me directly. You can call our support desk at (415) 555-0198 during regular business hours.\n\nWe are thrilled to have you join us this semester and look forward to supporting your professional development.\n\nWarm regards,\nChloe Kumar\nCourse Coordinator\nHorizon Labs\nhorizonlabs.biz"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00781-0", "copies": 1, "upstream_ids": ["gen-00781-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2043:is_spam", "suite": "spam", "family": "sms_phishing-c9e7df8ef61b5e233309", "state": {"channel": "sms", "message": "I don't think he has spatula hands!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2043", "copies": 2, "upstream_ids": ["mendeley-2043", "uci-1087"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00846-4:message_type", "suite": "spam", "family": "generated_legit_email-11363d1a7ef0b8604515", "state": {"channel": "email", "message": "Urgent: Q3 Compliance Review Document Needed\n\nSender: Maria Harris, Orbit Financial Services\nDocument: Q3 Compliance Review\nDeadline: 9 November 2013\n\nKathleen,\n\nPlease upload the signed Q3 compliance review document to our secure portal: https://www.orbitlabs.com/compliance-upload\n\nI need it on file before close of business on 9 November. Call me at +33 1 42 68 53 00 if you have trouble accessing the system.\n\nMaria Harris"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00846-4", "copies": 1, "upstream_ids": ["gen-00846-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4411:is_spam", "suite": "spam", "family": "zefang_phishing_email-d829cd4a8340f63efbb4", "state": {"channel": "email", "message": "Our delightful garden ornaments combine the finest craftsmanship in woodworking with the lastest technology in paints and hardware:http://cjones@outlook.com/We are the world's biggest whirligig maker.\nSincerely,Studio T. Inc., USA\nThe Home of Heller Whirligigs\nRemove:E-mail based commercial communication avoids unnecessary spending on catalogs and paper, and helps to preserve valuable natural resources such as forests and oil. We do not wish to share our valuable information about whirligigs with those who are not interested. Should you not wish to receive information from us in the future, please click on the following removal link:http://cjones@outlook.com/remove.htmlEven though our database cleansing might be subject to delay or error, we will remove your e-mail address permanently from our database. However, please realize that removal from our database does not guarantee that your e-mail address will be deleted from the many other e-mail marketers who construct databases themselves by harvesting from web sites, or by buying any of the thousands of lists of e-mail addresses that are openly for sale on the internet.\n...sgossqweylpfdxongtxllytjnmkamyrwrascyl"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4411", "copies": 2, "upstream_ids": ["zefang-4411", "ealvaradob-4219"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00150-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-3ac84d41f44578f8d6fe", "state": {"channel": "email", "message": "Summer Collection Now Available at Cedar Media\n\nHi Barbara,\n\nI hope you are having a wonderful week. I am writing to share some exciting news about our latest summer collection, which just arrived at Cedar Media.\n\nWe have introduced a beautiful range of handcrafted home accessories and seasonal clothing that I think you will love. Our design team has spent the past few months sourcing sustainable materials from local artisans, and the results are truly stunning. From lightweight linen shirts to ceramic tableware, every piece has been made with care and attention to detail.\n\nThis season we are also offering complimentary gift wrapping on all orders placed before the end of August. Whether you are shopping for yourself or looking for the perfect present, our new arrivals make it easy to find something special.\n\nI wanted to make sure you were among the first to hear about these additions. Our showroom is open Monday through Saturday, and our staff would be delighted to help you browse the new items in person.\n\nIf you prefer to order over the phone, simply call us at 020 7946 0321. One of our advisors will walk you through the collection and arrange delivery straight to your door.\n\nWe pride ourselves on quality and excellent service, and I am confident you will enjoy everything we have prepared for this summer.\n\nThank you for your time, Barbara. Please do not hesitate to reach out if you have any questions.\n\nWarm regards,\nNoah Allen\nSenior Marketing Coordinator\nCedar Media\ncedarmedia.io"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00150-1", "copies": 1, "upstream_ids": ["genu-00150-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited marketing newsletter from a shop the reader never signed up to", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00196-0:is_spam", "suite": "spam", "family": "generated_legit_email-dd6b5d2be0cb1fdd3368", "state": {"channel": "email", "message": "Donation Receipt - Lakeside Tech Annual Fund\n\nHi Emma,\n\nThank you for your generous donation of £250.00 to the Lakeside Tech Annual Fund, received on 18 June 2008. Your official tax-deductible receipt is attached to this email for your records. Ember Technologies Ltd is a registered charity (No. 1145823), and no goods or services were provided in exchange for this contribution.\n\nWe are currently finalising our donor rolls for the upcoming annual gala. If you would like your name listed as a Silver Sponsor in the event programme, please confirm by Friday, 5 July 2008. You can review your giving history and update your sponsorship preferences at any time here: https://www.embertech.co.uk/donor-portal\n\nYour support directly funds the new computer lab equipment for our autumn semester students. We truly appreciate it.\n\nWarm regards,\nKatherine Morgan\nDevelopment Office\nEmber Technologies Ltd"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00196-0", "copies": 1, "upstream_ids": ["gen-00196-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:generated_legit_email:hash-test:gen-00911-2:is_spam", "suite": "spam", "family": "generated_legit_email-b0459b06647a09b69a20", "state": {"channel": "email", "message": "Meeting Invitation: Q3 Planning Committee - Oak Group\n\nHi Sandra,\n\nYou are invited to our next planning committee meeting. Please see the details below:\n\nEvent: Q3 Charity Drive Planning Meeting\nHost: Julie Rodriguez\nOrganization: Oak Group Community Foundation\nTime: 3:00 PM to 4:30 PM\nLocation: Conference Room B, Oak Group Headquarters\nAgenda: Finalizing volunteer schedules and budget allocation for the autumn food drive\n\nPlease confirm your attendance by replying to this email by Wednesday, 5 October 2015. You can view the preliminary agenda and download the attached budget spreadsheet here: https://www.oakgroup.com/meetings/q3-planning-oct2015\n\nWe need everyone's input to ensure the charity drive meets our goal of collecting 500 pounds of food this quarter.\n\nLooking forward to seeing you there.\n\nBest regards,\nJulie Rodriguez\nVolunteer Coordinator\nOak Group Community Foundation\nelizabeth70@protonmail.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00911-2", "copies": 1, "upstream_ids": ["gen-00911-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4061:is_spam", "suite": "spam", "family": "sms_phishing-ee8ac4638f2dadd3ffe3", "state": {"channel": "sms", "message": "Am slow in using biola's fne"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4061", "copies": 2, "upstream_ids": ["mendeley-4061", "uci-5439"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-647:message_type", "suite": "spam", "family": "sms_phishing-e605544d5fab8aaf2424", "state": {"channel": "sms", "message": "Ok beautiful.."}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-647", "copies": 1, "upstream_ids": ["mendeley-647"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_unwanted_email:none:genu-00146-3:message_type", "suite": "spam", "family": "generated_unwanted_email-64ec3d4fda26394f86a0", "state": {"channel": "email", "message": "Action Required: Subscription Renewal Failed\n\nCrest Consulting Membership Services\nNotice Date: 23 September 2020\n\nDear Kevin Scott,\n\nWe were unable to process the automatic renewal for your premium membership subscription. Your payment method on file was declined by the issuing bank.\n\nMember ID: CC-492018\nSubscription Plan: Premium Community Access\nAmount Due: GBP 149.99\nRenewal Deadline: 30 September 2020\n\nTo ensure uninterrupted access to our exclusive networking events, mentoring sessions, and member resources, please provide updated payment details before the deadline above. Failure to update your billing information by 30 September 2020 will result in the immediate suspension of your membership benefits.\n\nPlease reply directly to this email with your new card number, expiry date, and security code so our team can process the renewal manually.\n\nThank you for your continued support of our community.\n\nKind regards,\nJeffrey Shah\nMembership Coordinator\nCrest Consulting Ltd"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00146-3", "copies": 1, "upstream_ids": ["genu-00146-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a subscription renewal failure notice that pretends to be from a streaming, software or cloud storage service and asks for new payment details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00711-5:is_spam", "suite": "spam", "family": "generated_legit_email-7fe3c0e8d512e66e2447", "state": {"channel": "email", "message": "Notice: Project Atlas Budget Revision Approved\n\nNotice of Budget Revision\n\nProject Name: Project Atlas Infrastructure Upgrade\nRevision Number: REV-2017-04A\nStatus: Approved\nEffective Date: March 15, 2017\nTotal Revised Budget: $142,500.00\nPrevious Budget: $128,000.00\nVariance Amount: +$14,500.00\nApproval Authority: North Capital Finance Board\nNext Milestone Deadline: April 30, 2017\n\nPierre,\n\nThe finance board officially approved the budget revision for Project Atlas this morning. The additional $14,500.00 has been allocated specifically to cover the unexpected server migration costs we discussed last week. This brings our total authorized project budget to $142,500.00.\n\nPlease ensure that all purchase orders related to the migration are submitted through the North Capital procurement office by March 20, 2017, so we can process the vendor payments before the end of the month. Any invoices dated after March 31 will be pushed into the Q2 accounting period, which will complicate our reporting for the stakeholders.\n\nI have already notified the engineering team about the revised scope. They will begin the database transfers on Monday. I need you to coordinate with the external auditors to verify that the new hardware configurations meet our compliance standards before the April 30 milestone deadline.\n\nIf you need the detailed line-item breakdown for the new budget allocation, I can forward the spreadsheet later today. Let me know if you have any questions about the revised timeline.\n\nRegards,\nRachel O'Brien\nSenior Project Manager\nNorth Capital Consulting\nPhone: (212) 555-0841"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00711-5", "copies": 1, "upstream_ids": ["gen-00711-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:generated_unwanted_email:none:genu-00041-5:message_type", "suite": "spam", "family": "generated_unwanted_email-d0f543eaa291b5570e01", "state": {"channel": "email", "message": "Tax Refund Notification – Reference TRN-88312\n\nDear Stephanie Bailey,\n\nReference: TRN-88312\nRefund Amount: £312.40\nProcessing Date: 7 December 2009\n\nCedar Community Trust has been notified of an outstanding tax refund owed to you. To receive your funds, please reply with your bank sort code and account number.\n\nFor questions, call Edward Park at 020 7946 0123.\n\nWarm regards,\nEdward Park\nFinance Coordinator\nCedar Community Trust"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00041-5", "copies": 1, "upstream_ids": ["genu-00041-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01048.a49961e63ff773b8164033ae01a22d80:is_spam", "suite": "spam", "family": "spamassassin-093576a33299f84088fd", "state": {"channel": "email", "message": "Al Qaeda's Fantasy Ideology\n\nSubject: Re: Al Qaeda's Fantasy Ideology\n\nYoure right of course - the attack was performed for its effect on\nmuslims, not for its effect on the US. By showing that it can be done,\nthey inspire others to follow in their path, or so they hope.\n\nI take some objection to the belabouring of the term fantasy, because it\nis somewhat perjorative. Imagining different worlds can often lead the\nworld to become more like that imagined. Moreso if action is taken on\nthe basis of those imaginings.\n\nTheres an interesting parralel with the great capitalist dream that\nanyone can make anything happen through hard work and a bit of luck.\nThis is equally a fantasy, but one made to approach reality through\nconsensus.\n\nAn interesting question then becomes, if Al Queda's actions are in\nfurtherance of a fantasy, what fantasies are George Bush's actions in\nfurtherace of? How many of the actions of George Bush and the US are\nperformed for their effect on the US population? For example, how much\nshowmanship has been put into rebuilding the morale of wall street. Is\nthis not as much a spirtual investment as the sacrifices Al Queda made?\n\nWhat cultural myopia is in play here in the US?\n\nI make a point of reading Australian, Britsish and US news. Today I\nnoticed that the Australian and British news are featuring the Iraqi\novertures to the UN on inspectors, while US news is featuring Iraqi war\npreparations (digging bunkers etc).\n\nAt a time that the US is withdrawing from international cooperation on\nmultiple levels, the fantasy of being surrounded by enemies (invisible\npreferably) is somewhat appealing. A self fullfilling prophesy, if you\nlike. Perhaps that's whats at work here."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01048.a49961e63ff773b8164033ae01a22d80", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01048.a49961e63ff773b8164033ae01a22d80"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-36:is_spam", "suite": "spam", "family": "sms_phishing-9e6c504e791b17b31b4b", "state": {"channel": "sms", "message": "Can you do online transaction?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-36", "copies": 2, "upstream_ids": ["mendeley-36", "uci-3784"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00893-0:is_spam", "suite": "spam", "family": "generated_legit_email-7f42649ab1c50ffdbce7", "state": {"channel": "email", "message": "Q2 Migration Project - Next Steps\n\nHi Ahmed,\n\nThanks for the update yesterday. I have reviewed the migration plan and I think we are in good shape, but we need to tighten up a few things before the board review on 18 April 2019. Please see my notes below so we can align before Friday.\n\nHere are the steps we agreed on during our call:\n\n1. Finalize the vendor list by end of day tomorrow, 7 April. I know you were waiting on feedback from the Paris office, so please follow up with them directly if needed.\n2. Run the data validation scripts over the weekend. Make sure you test both the legacy database and the new staging environment so we catch any discrepancies early.\n3. Draft the executive summary for Sarah. She needs it by Monday 10 April so she has time to review it before presenting to the partners.\n4. Schedule a final walkthrough with the IT team for Wednesday 12 April at 10:00 AM. I will book Conference Room B on the third floor.\n5. Submit all expense reports related to the project by 14 April. The finance department is closing the quarter and will not accept late submissions.\n\nAlso, remember that our hard deadline for the full system cutover is 28 April 2019. We cannot afford any slippage on that date because the client launches their campaign on 1 May.\n\nI am available all afternoon if you want to talk through any of this. You can reach me on my direct line at +33 1 42 68 53 00 or just walk over to my desk.\n\nLet us get this done.\n\nBest regards,\nBenjamin Muller\nCedar Capital Management\n+33 1 42 68 53 00"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00893-0", "copies": 1, "upstream_ids": ["gen-00893-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3471:is_spam", "suite": "spam", "family": "sms_phishing-33cdf85580a3e63fd44b", "state": {"channel": "sms", "message": "Oh, yes, I've just been a little under the weather so i've kind of been coccooning at home"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3471", "copies": 2, "upstream_ids": ["mendeley-3471", "uci-3206"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01685.26beacaa0fa03cb6199c57b8a99a2852:message_type", "suite": "spam", "family": "spamassassin-3cb323b66cfa8ed1d99f", "state": {"channel": "email", "message": "understanding high false negative rate\n\nInterestingly, for me, one of the highest value spam indicators was\nthe name of the mail host that the spam was delivered to, in the To:\nline. So mail to info@gin.elax2.ekorp.com was pretty much a dead cert\nfor the filters.\n\n--\nAnthony Baxter <rebecca.foster@quartzfoods.com>\nIt's never too late to have a happy childhood."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01685.26beacaa0fa03cb6199c57b8a99a2852", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01685.26beacaa0fa03cb6199c57b8a99a2852"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14786:is_spam", "suite": "spam", "family": "zefang_phishing_email-7d163531df0099cf67d8", "state": {"channel": "email", "message": "prc documents - lists of accomplishments sally , it was nice meeting with you this morning . here are my mid - year and year - end lists of accomplishments for your records . you may already have my mid - year document from the june prc process , and the year - end document is the same document i left with you today . robb justice has both documents as well . robb is also somewhat familiar with my asia - pacific work as he assisted our japan , singapore , and s . korea efforts several times throughout the year . i let him know today that you would be contacting him . thanks you , nicole"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14786", "copies": 2, "upstream_ids": ["zefang-14786", "ealvaradob-13980"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4219:message_type", "suite": "spam", "family": "sms_phishing-0b8ae124ccd2f2e9e949", "state": {"channel": "sms", "message": "I'll probably be around mu a lot"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4219", "copies": 2, "upstream_ids": ["mendeley-4219", "uci-1611"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9077:is_spam", "suite": "spam", "family": "zefang_phishing_email-e43ea086280af95c65d4", "state": {"channel": "email", "message": "sitara / cpr availability the sitara system will be brought down saturday evening ( oct 14 - 8 pm central time ) to move the system to a new machine . the system will be available late saturday , at approximately 11 pm . cpr will be available during this time . please call the sitara / cpr hotline ( ( 713 ) - 853 - 7049 ) if you have any questions or concerns ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9077", "copies": 2, "upstream_ids": ["zefang-9077", "ealvaradob-8667"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3239:is_spam", "suite": "spam", "family": "sms_phishing-91ec5f2fc11fcaf31749", "state": {"channel": "sms", "message": "K k :-):-) then watch some films."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3239", "copies": 2, "upstream_ids": ["mendeley-3239", "uci-3179"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00016-3:is_spam", "suite": "spam", "family": "generated_legit_email-e43c49d72085f6d75f69", "state": {"channel": "email", "message": "Password reset request for your Harbor Design account\n\nHarbor Design Account Services\n\nHello Kathleen Ross,\n\nWe received a request on 23 January 2022 to reset the password associated with your Harbor Design account. If you made this request, please use the secure link below to create a new password.\n\nAccount holder: Kathleen Ross\nEmail address: aisha36@gmail.com\nRequest time: 23 January 2022 at 14:22 UTC\nSecurity reference: HD-PR-883921\n\nReset my password now\n\nFor your security, this link will expire in exactly 60 minutes. If you did not request a password change, please ignore this message or contact Jennifer Peterson in our support department immediately at 1-888-555-0122.\n\nSecure reset URL: https://www.harbordesign.com/account/reset/883921\n\nThank you for keeping your account secure.\n\nBest regards,\nJennifer Peterson\nClient Security Team\nHarbor Design\nsupport@harbordesign.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00016-3", "copies": 1, "upstream_ids": ["gen-00016-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2159:is_spam", "suite": "spam", "family": "sms_phishing-2d0b6e90f173940d473d", "state": {"channel": "sms", "message": "URGENT! Your Mobile number has been awarded a <UKP>2013 prize GUARANTEED. Call 09061790125 from landline. Claim 3030. Valid 12hrs only 150ppm"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2159", "copies": 2, "upstream_ids": ["mendeley-2159", "uci-4112"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#293:is_spam", "suite": "spam", "family": "nazario-666953ae0a4cfbef9e0f", "state": {"channel": "email", "message": "Update and verify your information\n\nDear valued customer\n\nDue to a recent security breach in the Scotia Bank ™ computer\nsystems, we are asking all customers to\n\nimmediately update with the link below and immediatley report any\nunnoticed informations changes,\n\nunexplained funds depletion or the likewise. Rest assured\nthat we have the safety and privacy of\n\nour customers as our top priority but please help us by following the\ninstructions below:\n\nUpdate and verify your information by clicking the link below:\nhttps://updates.scotiabank.com\n\nIf your account information is not updated within 48 hours then any complaints\nwill be dealt with as a seperate incident\n\nfrom this security breach. Please update as soon as possible.\n\nPart of the Scotia BankTeam.\n\nThis is an automatic message.\nPlease do not reply.\n\nThis web site is operated\nby a ScotiaBank ™\n\nSite\nMap | FAQ\n| Agreements |\nTrademarks and Disclaimers |\nPrivacy\n& Security\n\n© Scotia Bank 1971, 2010"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#293", "copies": 1, "upstream_ids": ["phishing2.mbox#293"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2866:message_type", "suite": "spam", "family": "sms_phishing-1c8025d4a196eaae9f47", "state": {"channel": "sms", "message": "My love ! How come it took you so long to leave for Zaher's? I got your words on ym and was happy to see them but was sad you had left. I miss you"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2866", "copies": 2, "upstream_ids": ["mendeley-2866", "uci-911"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-953:is_spam", "suite": "spam", "family": "zefang_phishing_email-090209f706771a6a9160", "state": {"channel": "email", "message": "fast and easy , increase your bankroll . , your cash is waiting visit us . rfjitrbj"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-953", "copies": 2, "upstream_ids": ["zefang-953", "ealvaradob-926"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2237:is_spam", "suite": "spam", "family": "sms_phishing-f5b2ae5b116b0cdbc0a8", "state": {"channel": "sms", "message": "Aight, I'll ask a few of my roommates"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2237", "copies": 2, "upstream_ids": ["mendeley-2237", "uci-1810"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00133-5:message_type", "suite": "spam", "family": "generated_unwanted_email-0e9e52ceede5dbaea696", "state": {"channel": "email", "message": "Summer clearance pricing\n\nShirley,\n\nJust following up on the summer sale. Union Design is offering bulk discounts on modern office furniture, including standing desks and ergonomic chairs, all at forty percent off retail. Let me know if you want the full inventory list.\n\nAnna Perez\nUnion Design"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00133-5", "copies": 1, "upstream_ids": ["genu-00133-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk discount offer on electronics, clothes or furniture from an unknown company", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4787:is_spam", "suite": "spam", "family": "zefang_phishing_email-6bc631bf1de1e59c0713", "state": {"channel": "email", "message": "survey of narrative for persons with aphasia - - addendum colleagues : this an addendum to a previous message from a friend of mine ( maureen stemmelen ) that asked subscribers to complete a survey . this clarification is in response to some queries some people had regarding the survey . the purpose of the survey was to gather data from normal people in order to design better narrative elicitation tasks for subjects with aphasia . these tasks will be used with american residents only , which explains the cultural bias in the survey . thank you for your participation . the survey is attached to refresh your memory as to what we are talking about ! kirrie ballard & maureen stemmelen ( maurstem @ merle . acns . nwu . edu ) survey the results from this survey will be utilized in a research project designed to examine the language of aphasic speakers . results of this survey will remain confidential . please do not write your name on this form . identifying information today 's date : your birth date : highest level of education : present or most recent job : male female ( asterisk one ) country of residence : part i in the spaces below , please list five 's tories ' from which you could recall the general plot , some of the major characters , possibly some details important to the storyline , and provide a short narration of if given some reminders of the story ( such as pictures ) . these 's tories ' could be such things as children 's books , fables or fairy tales , adult books , movies , plays , etc . please fill in all of the blanks . 1 . 2 . 3 . 4 . 5 . part ii please asterisk those items that you would be able to talk about in sufficient detail for approximately ten minutes . asterisk all that apply . world war ii watergate your closest friend learning to drive the bombing of japan the challenger disaster vietnam apollo 11 graduating from high school the fall of communism in eastern europe your first job the gulf war kennedy 's assassination your earliest memories of school woodstock the depression the assassination of dr . martin luther king the current u . s . president your present or most recent job your first date d - day the civil rights movement the cold war your most memorable vacation thank you for your participation ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4787", "copies": 2, "upstream_ids": ["zefang-4787", "ealvaradob-4580"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2025#93:is_spam", "suite": "spam", "family": "nazario-1bcdfc08886a3e1dd099", "state": {"channel": "email", "message": "cward@live.com: Your account has been set to expire.\n\nDear jason\n\nThe password for your email account ( cward@live.com\n) expires today 3/18/2018 6:58:34 p.m.\n.\n\nKeep and continue with the same password using the below portal.\n\nKeep Same Password\n\nAccess to this account will be restricted and blocked till proper verification.\n\nYou can also see security activity at:\n\nhttps://myaccount.ridgenetworks.org/notifications"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#93", "copies": 1, "upstream_ids": ["phishing-2025#93"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2015#297:message_type", "suite": "spam", "family": "nazario-b1f41b21cf4cf349c783", "state": {"channel": "email", "message": "Re-Validate Your E:susan12@meridianhealth.org\n\nRe-Validate Your Email\n\nDear susan12@meridianhealth.org,\n\nYour Incoming messages are queued and pending delivery\nbecause your email storage limit is exceeded.\n\nYour are required to upgrade mail quota (free) to restore\nnormal email delivery.\n\nUpgrade Mail Quota\n\nThank you.\nAccount Team\n\nReplies sent to this email cannot be answered.\nThis email has been sent from a virus-free computer protected by Avast.\nwww.avast.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#297", "copies": 1, "upstream_ids": ["phishing-2015#297"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00450-0:is_spam", "suite": "spam", "family": "generated_legit_email-7e7d5428cb630d400fef", "state": {"channel": "email", "message": "Your May 2022 statement is ready\n\nOakworks Financial\n\nHi Lisa,\n\nYour monthly statement for the period ending 25 May 2022 is now available.\nPlease review your balance and submit any disputes by 30 May 2022.\n\nView Statement\n\nhttps://www.oakworks.io/statements/may2022\n\nOakworks Financial, 410 Market St, Suite 200, Portland, OR 97201\nPrivacy Policy: https://www.oakworks.io/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00450-0", "copies": 1, "upstream_ids": ["gen-00450-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3584:is_spam", "suite": "spam", "family": "sms_phishing-ae0049359458f73856b9", "state": {"channel": "sms", "message": "Yup song bro. No creative. Neva test quality. He said check review online."}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3584", "copies": 2, "upstream_ids": ["mendeley-3584", "uci-3804"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5575:is_spam", "suite": "spam", "family": "sms_phishing-2e85b3c20cfb9cdce5ff", "state": {"channel": "sms", "message": "That one week leave i put know that time. Why."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5575", "copies": 2, "upstream_ids": ["mendeley-5575", "uci-1799"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6706:is_spam", "suite": "spam", "family": "zefang_phishing_email-49a29b7ddb310a613239", "state": {"channel": "email", "message": "congratulations ! congratulations on your latest achievement ! it ' s great that you are recognized for all your hard work and dedication . sincerely rl"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6706", "copies": 2, "upstream_ids": ["zefang-6706", "ealvaradob-6427"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-510:is_spam", "suite": "spam", "family": "sms_phishing-a3451cb29f21ccc97494", "state": {"channel": "sms", "message": "Awesome, I'll see you in a bit"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-510", "copies": 2, "upstream_ids": ["mendeley-510", "uci-278"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2025#150:message_type", "suite": "spam", "family": "nazario-e442d8ac635025f76e64", "state": {"channel": "email", "message": "Director of Human Resources\n\nMonkey\n\nRequested by : HR Department\nPosition : Director of Human Resources\n\nLeave Application #00000723 (Approved)\n\nHello syoung@yahoo.com\nKindly check the staff memo,\nreferring to the above subject from HR department regarding low compliance to the Annual Vacation Plan for year 2020/2021.\n\nHow to Approve/Reject Leave\n\nPlease do note: that all names highlighted in red are those who are yet to comply to the Annual Leave Plan for 2020/2021.\n\nNames of employees marked in Green colour have meet all the requirements for the upcoming 2020/2021 Annual Leave Plan.\n\nThanks & Regards,\n\nMonkey Human Resources\nHR Manager\n\nDISCLAIMER: This e-mail is strictly confidential and is intended for the named addressee only. If you are not the intended recipient, it may be unlawful for you to read, copy, distribute or otherwise use this information and you should delete the e-mail from your systems."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#150", "copies": 1, "upstream_ids": ["phishing-2025#150"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00180-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-b00f1c21785e98f77943", "state": {"channel": "email", "message": "Pre-Approved Business Credit Facility Available\n\nBlue Labs Financial Services\n\nApplicant: jennifer59@icloud.com\nNotice Date: 10 February 2014\nReference Code: BL-CREDIT-2014-02-773\nFacility Type: Unsecured Business Line of Credit\nAvailable Limit: Up to $50,000 USD\n\nDear Tyler Novak,\n\nBlue Labs is delighted to inform you that your business profile qualifies for our exclusive pre-approved credit facility. This flexible line of credit is designed specifically to help growing enterprises manage cash flow, purchase inventory, or expand operations without the burden of traditional collateral requirements.\n\nFacility Highlights:\n- Competitive fixed interest rates starting from 4.9% APR\n- No setup fees or hidden administrative charges\n- Draw funds as needed, paying interest only on what you use\n- Simple monthly repayment schedule\n\nThis pre-approval is valid until 10 March 2014. To discuss how this facility can support your upcoming projects, simply reply directly to this email or call our dedicated advisory team. Our specialists are ready to guide you through the straightforward activation process.\n\nWe wish you continued success.\n\nSincerely,\nSharon Li\nSenior Credit Advisor\nBlue Labs\n\nBlue Labs Inc., 450 Tech Parkway, San Emma, CA 95110"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00180-5", "copies": 1, "upstream_ids": ["genu-00180-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited loan or credit offer advertising", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-23:message_type", "suite": "spam", "family": "sms_phishing-3751967bd94e2e47a7b8", "state": {"channel": "sms", "message": "lyricalladie(21/F) is inviting you to be her friend. Reply YES-910 or NO-910. See her: www.SMS.ac/u/hmmross STOP? Send STOP FRND to 62468"}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-23", "copies": 3, "upstream_ids": ["mendeley-23", "mendeley-3620", "uci-4877"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01105.9f1f6193994d7945cb0c08ccddeb3426:message_type", "suite": "spam", "family": "spamassassin-08b4bc1934cb5ce37ac8", "state": {"channel": "email", "message": "IWT Bans RIAA From Accessing Its Network\n\nBeautiful, let the information wars begin... I can't wait to see how\nthis evolves... Perhaps the RIAA will seek legislation preventing others\nfrom preventing their access to other networks? I can't see how that\nwould work out though... Yes, very interesting, and quite sad at the\nsame time.\n\nElias\n\nR. A. Hettinga wrote:"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01105.9f1f6193994d7945cb0c08ccddeb3426", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01105.9f1f6193994d7945cb0c08ccddeb3426", "zefang-9931", "ealvaradob-9461"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5391:is_spam", "suite": "spam", "family": "zefang_phishing_email-2b2900b0b979e27c3cd0", "state": {"channel": "email", "message": "fast , easy remortgageþ we tried to contact you last week about refinancing your home at a lower rate . i would like to inform you know that you have been pre - approved . here are the results : * account id : [ 915 - 991 ] * negotiable amount : $ 173 , 085 to $ 686 , 494 * rate : 3 . 12 % - 5 . 07 % please fill out this quick form and we will have a broker contact you as soon as possible . regards , sebastian moody senior account manager lyell national lenders , llc . database deletion : www . lend - bloxz . com / r . php"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5391", "copies": 2, "upstream_ids": ["zefang-5391", "ealvaradob-5168"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:ealvaradob_phishing:hash-test:ealvaradob-19602:is_spam", "suite": "spam", "family": "ealvaradob_phishing-dfe77912fc3fc31c0267", "state": {"channel": "email", "message": "$9 Only!Sales on Official Oakley Sunglasses Online Store. 2020 New Styles All Up To 75% OFF. Final Day Flash Sale And Free Returns. Official Oakley Sunglasses Outlets At: http://www.oakleyoutletsco.com"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "ealvaradob_phishing", "split": "hash-test", "upstream_id": "ealvaradob-19602", "copies": 1, "upstream_ids": ["ealvaradob-19602"], "url": "https://huggingface.co/datasets/ealvaradob/phishing-dataset", "revision": "55caf9af01ae498d68ff44886ff69a4b165eb54b", "license": "LICENCE UNCLEAR — owner to review before release. Tagged Apache-2.0 by the compiler; its emails are the same Kaggle set as above and its SMS are the Mendeley SMS phishing set, re-labelled 1 (phishing or spam) / 0 (benign).", "upstream_labels": ["ealvaradob_phishing:phishing"], "datasets": ["ealvaradob_phishing"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00222-1:message_type", "suite": "spam", "family": "generated_unwanted_email-722764795d695c99135e", "state": {"channel": "email", "message": "Payment for your marketplace order\n\nHarborworks Trading\n\nHi Ingrid,\n\nThanks for your interest in my listing. The platform payment system is currently down. Please complete your purchase directly here:\n\nPay Securely\nhttps://www.harborworks.verify-id.com/pay-now\n\nLet me know once done so I can ship today.\n\nBest,\nJason Myers\nHarborworks Trading\n\n12 Dock Street, Portland, OR 97201\nPrivacy: harborworks.io/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00222-1", "copies": 1, "upstream_ids": ["genu-00222-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00385-3:message_type", "suite": "spam", "family": "generated_legit_email-f519bf0a7314f28b3120", "state": {"channel": "email", "message": "Invoice for February cloud hosting - approval needed by Feb 16\n\nHi Edward,\n\nI just finished reviewing the software and cloud service usage reports for January, and I have generated the invoice for our hosting provider. The total amount for this billing cycle comes to $3,420.50.\n\nI uploaded the finalized invoice to the shared finance drive. You can view the detailed breakdown here: https://www.willowhealth.net/finance/invoices/feb2022-cloud\n\nCould you please review the charges and approve the invoice in the system? We need to submit the payment authorization to accounting no later than Tuesday, 16 February 2022. If we miss that deadline, the vendor will suspend our staging environment, which would block the development team from testing the new patient portal updates scheduled for next month.\n\nLet me know if you spot any discrepancies in the server hours billed. I noticed a slight spike in storage costs during the second week, but it aligns with the database migration we ran.\n\nThanks,\nLinda Peterson\nIT Operations Manager\nWillow Health Systems"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00385-3", "copies": 1, "upstream_ids": ["gen-00385-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "software or cloud service invoice"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00991.80ac3c798bb00027efa6d80fdfb00d8e:is_spam", "suite": "spam", "family": "spamassassin-a147dc5e796dd0572f7b", "state": {"channel": "email", "message": "David Friedman: Mail Me the Money!\n\nGary Murphy:\n\nSpammers fall into two categories. The more\ndifficult case are those whose back-end business\ncan be executed entirely in a foreign nation, such\nas the 419 spammers. And you're right: there's not\nmuch we can do about those, except filter them in\nvarious ways. But the vast majority of spammers\nhave a back-end business that requires a native\npresence. Debt consolidation. Mortgages. Herbalife\nand other MLMs. Even porn sites require credit\ncard transactions. That means the people responsible\nCAN be found.\n\nThere have been some successful suits, but (a) it\ntakes too much effort, and (b) the result isn't enough\nto deter the spammer. But you're talking about action\nconstrained by law. In an anarchy, people act more\ndirectly, with less cost, and to more effect. Spammers\nvery quickly would learn their lesson. Except for the\nones who ply their scam in a foreign country.\n\nOf course, that's assuming there are ISPs and other\ninfrastructure in an anarchy. Arguing about how things\nwould work without the state involves a large degree\nof counterfactual reasoning.\n\nHmm. I've lived most of my life in houses that did\nnot have central heating, including my current abode.\nAs to the crapper, it did not do nearly as much to\nimprove waste management in cities as did the public\nsewers which it feeds, and the water lines that supply\nit. Without these, you would find that a chamber pot\nworks just as well.\n\nMSN Photos is the easiest way to share and print your photos:\nhttp://photos.msn.com/support/worldwide.aspx"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00991.80ac3c798bb00027efa6d80fdfb00d8e", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00991.80ac3c798bb00027efa6d80fdfb00d8e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00044-4:message_type", "suite": "spam", "family": "generated_legit_email-98f36f20da639bafada2", "state": {"channel": "email", "message": "Harbor Foods - Invoice #HF-8821 Due Soon\nDear James Dubois,\nThis is a friendly reminder that your invoice #HF-8821 for $412.50 is due on 15 April 2018.\nPlease ensure payment is submitted to avoid any interruption to your wholesale deliveries.\nPay Now\nhttps://www.harborfoods.io/invoices/pay/HF-8821\nIf you have already sent payment, please disregard this notice.\nFor questions, call us at 503-555-0172.\nThank you for partnering with Harbor Foods.\nAnthony Sanchez\nAccounts Receivable\n--\nHarbor Foods LLC\n410 Industrial Way, Portland, OR 97209\nPrivacy Policy: https://www.harborfoods.io/privacy\n\nHarbor Foods - Invoice #HF-8821 Due Soon\nDear James Dubois,\nThis is a friendly reminder that your invoice #HF-8821 for $412.50 is due on 15 April 2018.\nPlease ensure payment is submitted to avoid any interruption to your wholesale deliveries.\nPay Now\nhttps://www.harborfoods.io/invoices/pay/HF-8821\nIf you have already sent payment, please disregard this notice.\nFor questions, call us at 503-555-0172.\nThank you for partnering with Harbor Foods.\nAnthony Sanchez\nAccounts Receivable\n--\nHarbor Foods LLC\n410 Industrial Way, Portland, OR 97209\nPrivacy Policy: https://www.harborfoods.io/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00044-4", "copies": 1, "upstream_ids": ["gen-00044-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:sms_phishing:hash-test:mendeley-238:is_spam", "suite": "spam", "family": "sms_phishing-696ee60994cdb734769e", "state": {"channel": "sms", "message": "This single single answers are we fighting? Plus i said am broke and you didnt reply"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-238", "copies": 2, "upstream_ids": ["mendeley-238", "uci-4158"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00177-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-875a4e56e12d440c0974", "state": {"channel": "email", "message": "Your Delta Design subscription expires soon\n\nHi Ava,\n\nYour subscription renewal failed. Please update your card by 25 August 2018 to keep access: https://www.deltadesign-secure.de/renew\n\nCall us at +49 89 1234567 if you need help.\n\nBest,\nAnna Morgan\nDelta Design"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00177-5", "copies": 1, "upstream_ids": ["genu-00177-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a subscription renewal failure notice that pretends to be from a streaming, software or cloud storage service and asks for new payment details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3595:is_spam", "suite": "spam", "family": "zefang_phishing_email-aa801ea0f6077c1269b5", "state": {"channel": "email", "message": "creditfixThank You,Your email address was obtained from a purchased\nClick here and enter your\nname into the remove box. If you have previously\nAbuse Control Center,\nor call 1-888-763-2497, or write us at: NoSpam, 6484 Coral Way,\nMiami, FL, 33155\".\n© 2024 Web Credit Inc. All Rights Reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3595", "copies": 2, "upstream_ids": ["zefang-3595", "ealvaradob-3449"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5749:is_spam", "suite": "spam", "family": "sms_phishing-34abb9efb6eb019546af", "state": {"channel": "sms", "message": "Understand. his loss is my gain :) so do you work? School?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5749", "copies": 2, "upstream_ids": ["mendeley-5749", "uci-4528"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00044-1:message_type", "suite": "spam", "family": "generated_unwanted_email-1c83db7a1d844dc115a1", "state": {"channel": "email", "message": "Urgent favor\n\nRichard,\n\nI'm in back-to-back meetings all morning. I need you to buy five £50 Amazon gift cards for a client presentation today. Send me the codes as soon as you have them. Call me on +44 7700 900412 if there's an issue.\n\nStephanie Khan\nDirector, Atlas Networks"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00044-1", "copies": 1, "upstream_ids": ["genu-00044-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's manager or director and asks urgently for gift cards or a bank transfer", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8739:is_spam", "suite": "spam", "family": "zefang_phishing_email-618378ce48a2fea83c99", "state": {"channel": "email", "message": "meeting with mr . sud rebecca , as we had spoken on the phone , i met with mr . kk sud , a retired secretary in the govt . of india yesterday . this meeting was arranged at vince ' s request , since vince had been approached by mr . sud ' s son who is a student at rice ( where vince teaches a course ) . the younger mr . sud had wanted someone at enron to meet with his father who was visiting houston , and is currently an advisor ( post retirement from the government ) to the prime minister ' s office . this was my first meeting , and i have no background check on the person . however , the meeting was interesting , and mr . sud conveyed to me in confidence that the indian govt . is very interested in solving the dabhol issue . he also conveyed that a decision is being made in the direction of ntpc buying all the power from dabhol , but that this was still under wraps . i have no way of judging the genuineness of this person , but he claimed to have been secretary in the ministry of defence for some 16 years , which is a very important post in india . the information he was conveying seemed so important that vince and i decided to update you on the same by phone this morning . mr . sud is leaving houston on monday so , as discussed , i will see if he can meet with you on saturday morning . regards , sandeep ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8739", "copies": 2, "upstream_ids": ["zefang-8739", "ealvaradob-8347"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5027:is_spam", "suite": "spam", "family": "zefang_phishing_email-5cd4d7e98f2fcd309299", "state": {"channel": "email", "message": "98 - 0432 can you please extend sitara deal # 156657 for 3 / 1 / 00 , if the deal will allow ? it was transported on the 215 k , which was the only one out there for 2 / 00 . it spilled over into march on day 1 for . 423 dec . thanks - jackie - 3 - 9497"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5027", "copies": 2, "upstream_ids": ["zefang-5027", "ealvaradob-4814"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00605-5:message_type", "suite": "spam", "family": "generated_legit_email-5637c2bfa6a7fb0cd691", "state": {"channel": "email", "message": "Maple Street Block Party & Winter Food Drive\n\nEvent: Maple Street Block Party and Winter Food Drive\nDate of Event: December 4, 2009\nRSVP Deadline: November 28, 2009\nCoordinator: Amanda Gray\nOrganization: Meridian Logistics Community Team\nPhone: 020 7946 0321\nReference Code: ML-BP-2009-11\nCost: Free (donations encouraged)\n\nDear Nancy,\n\nI hope you are staying warm! As the days get shorter, the Maple Street Neighbourhood Association is thrilled to announce our annual Winter Block Party and Food Drive, scheduled for Saturday, December 4, 2009. Since I recently joined the community outreach team at Meridian Logistics, I have taken on the role of lead coordinator this year, and I would absolutely love for you and your family to attend.\n\nWe are setting up the heated community tent in the cul-de-sac near your house starting at 3:00 PM. There will be hot cocoa, mince pies, and live music from the local school band. Alongside the festivities, we are running our winter food drive to support the Eastside Family Shelter. Last year we collected over four hundred tins and dry goods, and we are hoping to beat that record in 2009.\n\nTo help us finalize the catering numbers and arrange enough tables, please confirm your attendance by Sunday, November 28, 2009. You can RSVP directly through our logistics and events page here:\n\nhttps://www.meridianlogistics.co.uk/community-rsvp\n\nIf you are unable to attend the party but still wish to donate non-perishable food items, you can drop them off at my porch anytime before the deadline. Just look for the large blue collection bin near the gate.\n\nIf you have any questions about the schedule, parking restrictions on the street that afternoon, or volunteering to help set up, please do not hesitate to call me directly at 020 7946 0321. My phone will be on throughout the week.\n\nIt has been a long year for everyone on the block, and this gathering is a wonderful chance for us to reconnect, share some good food, and support our neighbours in need. I truly hope to see you there, Nancy.\n\nWarmest wishes,\n\nAmanda Gray\nCommunity Coordinator\nMeridian Logistics\n020 7946 0321"}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00605-5", "copies": 1, "upstream_ids": ["gen-00605-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:generated_unwanted_email:none:genu-00169-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-96f4080240c4ad526aa1", "state": {"channel": "email", "message": "Action Required: Unpaid Invoice #INV-2016-4491\n\nNotice of Failed Payment\n\nDear Barbara Sanders,\n\nWe are contacting you regarding an outstanding balance on your Oak Group account. Our billing system attempted to charge the payment method on file for your recent order, but the transaction was declined by your card issuer. As a result, your account has been temporarily placed on hold.\n\nPlease review the details of the failed transaction below:\n\nAccount holder: Barbara Sanders (ryan.cox@cedarpartners.co.uk)\nOrder number: INV-2016-4491\nInvoice date: 24 June 2016\nAmount due: £312.50 GBP\nPayment method ending in: 4021\nReason for decline: Insufficient funds or expired card\n\nTo restore full access to your services and avoid any late fees, we kindly request that you update your card details immediately. You may do so by replying directly to this message with your updated card number, expiration date, and three-digit security code. Alternatively, you can contact our billing department at +44 20 7946 0123 between 9:00 AM and 5:00 PM GMT to provide the information over the phone.\n\nPlease note that if payment is not resolved within five business days, your subscription will be subject to suspension under our standard terms of service.\n\nWe appreciate your prompt attention to this matter and apologise for any inconvenience caused.\n\nSincerely,\nCarlos Peterson\nAccounts Receivable Department\nOak Group Limited\nLondon, United Kingdom"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00169-1", "copies": 1, "upstream_ids": ["genu-00169-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00886-2:message_type", "suite": "spam", "family": "generated_legit_email-dc723cb7d4a1cb5ce864", "state": {"channel": "email", "message": "Your Summer Camp supply delivery was missed\n\nHi Robert,\n\nI hope you are having a great start to your weekend. I am writing to let you know about the delivery of the summer camp supply kits we organized for the Willow Works Community Youth Program. Our volunteer driver, Marcus, attempted to drop off your family's kit this morning, Saturday, June 6, 2012, around 10:30 AM, but it looks like no one was home at the time.\n\nThe package contains the three canvas tote bags, the water bottles, and the first aid supplies you reserved for the July camping trip. Because these items were funded through our community grant, we need to make sure every registered family receives their exact kit before our final inventory check on June 15.\n\nSince we missed you today, we would love to arrange a redelivery. You have a few options. First, Marcus will be doing another round of deliveries in your neighborhood tomorrow, Sunday, June 7, between 1:00 PM and 4:00 PM. If you plan to be home then, you do not need to do anything, and he will try your address again. Alternatively, you can pick up the kit directly from our main office at 412 Birch Street during weekday business hours (9 AM to 5 PM).\n\nIf neither of those options works for you, please schedule a specific redelivery time using our logistics form here: https://www.willowworks.net/redelivery-request. Just enter your member ID (YM-8832) and select a date next week that fits your schedule.\n\nPlease try to sort this out by Wednesday, June 10, so we can finalize the packing lists for the counselors. If you have any questions or need help with the form, feel free to reply to this email or reach out to the main office.\n\nThank you for being part of the Willow Works family, and we hope to see you and the kids at the kickoff meeting next Friday!\n\nWarmly,\nLaura Walker\nVolunteer Coordinator\nWillow Works Community Group"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00886-2", "copies": 1, "upstream_ids": ["gen-00886-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-900:is_spam", "suite": "spam", "family": "sms_phishing-90a5dccb58923a532e4d", "state": {"channel": "sms", "message": "Bring tat cd don forget"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-900", "copies": 2, "upstream_ids": ["mendeley-900", "uci-1690"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4508:is_spam", "suite": "spam", "family": "sms_phishing-418105c0dc4f5deee475", "state": {"channel": "sms", "message": "Hurry home u big butt. Hang up on your last caller if u have to. Food is done and I'm starving. Don't ask what I cooked."}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4508", "copies": 2, "upstream_ids": ["mendeley-4508", "uci-3276"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01596.fa947ffc2560132f53cc7c0bbf39b584:message_type", "suite": "spam", "family": "spamassassin-edc99fd7a31798c709df", "state": {"channel": "email", "message": "Jeff--\n\nWhat is the maildrop recipe you use with spamassassin? I was trying to\nset mine up but I am running into a few difficulties.\n\nI think I will try spamassassin first and see how it goes, and then\nperhaps fold in razor2... is it easy to fold in?\n\nSunil\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01596.fa947ffc2560132f53cc7c0bbf39b584", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01596.fa947ffc2560132f53cc7c0bbf39b584"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12904:is_spam", "suite": "spam", "family": "zefang_phishing_email-a234343eefce22a999ab", "state": {"channel": "email", "message": "arizona and the web everybody : the url for linguistics at the university of arizona is now : http : / / radon . gas . uug . arizona . edu / ~ weinberg / index . html there is also now massive amounts of information describing just about every aspect of our undergraduate and graduate offerings , our programs , our faculty , etc . mike hammond"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12904", "copies": 2, "upstream_ids": ["zefang-12904", "ealvaradob-12211"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00259-3:message_type", "suite": "spam", "family": "generated_unwanted_email-bf8d1b4b6bb0b3298ded", "state": {"channel": "email", "message": "Ready to buy your vintage desk\n\nHi Cynthia,\n\nI saw the mid-century desk you posted on the neighborhood community board. I would love to buy it, but my marketplace payment app is acting up today.\n\nCould you just send me your bank details instead? I will wire you the 300 dollars right now so we can skip the platform fees and get it sorted quickly.\n\nThanks,\nJustin Roberts\nRiver Solutions Community Exchange"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00259-3", "copies": 1, "upstream_ids": ["genu-00259-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2476:message_type", "suite": "spam", "family": "sms_phishing-2bff3a9e2d58417e9eab", "state": {"channel": "sms", "message": "I dont thnk its a wrong discussion..."}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2476", "copies": 1, "upstream_ids": ["mendeley-2476"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00806-3:is_spam", "suite": "spam", "family": "generated_legit_email-e4c098a0020ca39b1ed9", "state": {"channel": "email", "message": "Your Atlas Consulting invoice has been paid\n\nHi Carolyn,\n\nI am writing to confirm that your direct debit payment for December has been successfully processed. The amount of $235.50 was withdrawn from your checking account ending in 7742 this morning, 26 December 2019.\n\nThis covers your ongoing monthly subscription to the Atlas Research Portal. You should see the transaction reflected in your bank statement within two business days.\n\nPlease note that our annual price adjustment takes effect next month. Your new rate of $250.00 will apply starting 1 February 2020. If you wish to modify your plan or cancel before the new rate applies, you must notify us by 25 January 2020.\n\nIf you did not authorize this payment or believe there has been an error, please call our billing department immediately at 1-800-555-0148 so we can investigate.\n\nThank you for continuing with Atlas Consulting.\n\nBest regards,\nScott Johnson\nBilling Coordinator\nAtlas Consulting"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00806-3", "copies": 1, "upstream_ids": ["gen-00806-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:nazario:hash-test:phishing-2016#367:is_spam", "suite": "spam", "family": "nazario-9f98bc7925cce14e826b", "state": {"channel": "email", "message": "Account Re-activation\n\nDear User sarah65@meridiangroup.org\n\nWe noticed that your email account has been outdated . Your sarah65@meridiangroup.org account has been placed on temporary block,\nit would be permanently blocked if you do not unblock within 48hours.\n\nClick here to unblock your account\n\nNote:\n\nFailure to unblock your e-mail account. It will be permanently disabled.\n\nThank you for using our service."}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#367", "copies": 2, "upstream_ids": ["phishing-2016#367", "phishing-2016#377"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3597:message_type", "suite": "spam", "family": "sms_phishing-1a704cd9a9431653348f", "state": {"channel": "sms", "message": "Chinatown got porridge, claypot rice, yam cake, fishhead beehoon... Either we eat cheap den go cafe n tok or go nydc or somethin..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3597", "copies": 2, "upstream_ids": ["mendeley-3597", "uci-2184"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2620:message_type", "suite": "spam", "family": "sms_phishing-1b7e14ef1c0c8e7e83e0", "state": {"channel": "sms", "message": "Isn't frnd a necesity in life? imagine urself witout a frnd.. hw'd u feel at ur colleg? wat'll u do wth ur cell? wat abt functions? thnk abt events espe'll cared, missed &amp; irritated u? 4wrd it to all those dear-loving frnds wthout whom u cant live.. I jst did it.. Takecare..:) GOODMORNING"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2620", "copies": 2, "upstream_ids": ["mendeley-2620", "uci-3732"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3628:message_type", "suite": "spam", "family": "sms_phishing-e908e31392e344c59590", "state": {"channel": "sms", "message": "Send this to ur friends and receive something about ur voice..... How is my speaking expression? 1.childish 2.naughty 3.Sentiment 4.rowdy 5.ful of attitude 6.romantic 7.shy 8.Attractive 9.funny &lt;#&gt; .irritating &lt;#&gt; .lovable. reply me.."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3628", "copies": 2, "upstream_ids": ["mendeley-3628", "uci-425"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4398:message_type", "suite": "spam", "family": "sms_phishing-4b65c6c2f96e38e669b5", "state": {"channel": "sms", "message": "Haha awesome, be there in a minute"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4398", "copies": 2, "upstream_ids": ["mendeley-4398", "uci-187"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00565-4:is_spam", "suite": "spam", "family": "generated_legit_email-5bc399ec6baeac5dbfb4", "state": {"channel": "email", "message": "Invitation: Maple Systems Annual Planning Session\n\nHi Eric,\n\nYou are invited to the Maple Systems Annual Planning Session. Please review the details below and confirm your attendance by July 25, 2015.\n\nHere is the agenda we will follow:\n\n- 9:00 AM: Welcome and review of Q2 performance metrics\n- 10:30 AM: Breakout groups for departmental goal setting\n- 12:00 PM: Catered lunch in the main atrium\n- 1:30 PM: Budget allocation discussion for upcoming fiscal year\n- 3:00 PM: Closing remarks and action item assignments\n\nThe meeting will take place in Conference Room B at our downtown office. Please bring your laptops and any preliminary notes you have prepared for your respective departments.\n\nYou can view the full presentation materials and RSVP directly on our portal here: https://www.maplesystems.com/events/annual-planning-2015\n\nWe look forward to seeing you there and getting aligned on our goals for the rest of the year.\n\nBest,\nKwame Kelly\nOperations Director\nMaple Systems Community Advisory Board"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00565-4", "copies": 1, "upstream_ids": ["gen-00565-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#2245:message_type", "suite": "spam", "family": "nazario-4bf29f767780d5b58d87", "state": {"channel": "email", "message": "Comunicazion Urgente\n\nGentile CLIENTE,\n\nNell'ambito di un progetto di verifica dei data anagrafici forniti durante la sottoscrizione dei\nservizi di Banca di Roma e stata riscontrata una incongruenza relativa ai dati anagrafici in\noggetto da Lei forniti all momento della sottoscrizione contrattuale.\n\nL'inserimento dei dati alterati puo costituire motivo di interruzione del servizio secondo gli\nart. 135 e 137/c da Lei accettati al momento della sottoscrizione, oltre a costituire reato\npenalmente perseguibile secondo il C.P.P ar.415 del 2012 relativo alla legge contro il\nriciclaggio e la transparenza dei dati forniti in auto certificazione.\n\nPer ovviare al problema e necessaria la verifica e l'aggiornamento dei dati relativi\nall'anagrafica dell'Intestatario dei servizi bancari.\n\nEffetuare l'aggiornamento dei dati cliccando sul seguente collegamento sicuro:\n\nhttp://camaxltd.com/.www.bancaroma.lt/\n\n--\nCordiali Saluti"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#2245", "copies": 1, "upstream_ids": ["phishing3.mbox#2245"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00147-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-8a40ccba17d09f7adc7b", "state": {"channel": "email", "message": "Internal Reward Nomination – Action Required\n\nOrbit Solutions\n\nDear Fatima King,\n\nYou have been selected for the Q2 Employee Excellence Award, which includes a €1,500 bonus. Please verify your details by 18 July 2016 to release the funds.\n\nClaim Your Reward\nhttps://www.account-orbitsolutions.net/reward-claim\n\nThank you for your hard work.\n\nRahul Lewis\nOrbit Solutions, Friedrichstrasse 123, 10117 Berlin\nPrivacy: orbitsolutions.io/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00147-5", "copies": 1, "upstream_ids": ["genu-00147-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a prize or lottery win notice that asks for personal details or a processing fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2152:message_type", "suite": "spam", "family": "sms_phishing-94450e157bf93441aee9", "state": {"channel": "sms", "message": "what are your new years plans?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2152", "copies": 2, "upstream_ids": ["mendeley-2152", "uci-4393"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13293:is_spam", "suite": "spam", "family": "zefang_phishing_email-32f36ce421f1161efc40", "state": {"channel": "email", "message": "dear all if you wish to find out more about the mission in kosovo , you can find news and photos at \" www . kforonline . com \" . take care , mark do you yahoo ! ? get your free @ yahoo . co . uk address at http : / / mail . yahoo . co . uk or your free @ yahoo . ie address at http : / / mail . yahoo . ie"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13293", "copies": 2, "upstream_ids": ["zefang-13293", "ealvaradob-12574"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00774-0:is_spam", "suite": "spam", "family": "generated_legit_email-41c233d2741d1565e0d6", "state": {"channel": "email", "message": "September invoice for cloud hosting\n\nHi Sandra,\n\nThanks for your note. I have attached the corrected invoice for September 2017. The total is now €142.50, reflecting the extra storage we added last week.\n\nYou can view and download your full billing history here: https://www.oakfoods.de/billing/invoices\n\nPlease let me know if you need anything else before the payment deadline on 30 September.\n\nBest regards,\nCynthia Rivera\nOak Foods IT Services"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00774-0", "copies": 1, "upstream_ids": ["gen-00774-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "software or cloud service invoice"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2267:is_spam", "suite": "spam", "family": "zefang_phishing_email-41933bdcd32c969c28b5", "state": {"channel": "email", "message": "we will get you a new car bait - excelled @ em . ca can ' t view the graphics in this email ? please see here if you would prefer not to receive email advertisements from this advertiser in the future , visit us here . this message is a solicitation . if you wish to opt - out from further e - mails , please go here . you can also write to us at : opt - out department 6311 van nuys blvd # 403 van nuys , ca 91401"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2267", "copies": 2, "upstream_ids": ["zefang-2267", "ealvaradob-2178"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00105-5:is_spam", "suite": "spam", "family": "generated_legit_email-f67a524f9596ee496397", "state": {"channel": "email", "message": "Notice: Quarterly Planning Meeting Scheduled\n\nMEETING INVITATION NOTICE\n\nDate Issued: 28 December 2011\nMeeting Reference: QG-2012-Q1-004\nSubject: Q1 2012 Strategic Planning Session\nScheduled Date: 9 January 2012\nTime: 10:00 AM - 12:30 PM EST\nLocation: Conference Room B, Quartz Group Headquarters\nRSVP Deadline: 4 January 2012\nAgenda Link: https://www.quartzgroup.io/meetings/QG-2012-Q1-004\n\nDear Brenda,\n\nYou are invited to attend the Q1 2012 Strategic Planning Session. Attendance is required for all department leads. Please review the agenda using the link above prior to the meeting and come prepared with your team's performance summaries from Q4 2011.\n\nKindly confirm your attendance no later than 4 January 2012 so we can finalize catering and seating arrangements. If you have a scheduling conflict, notify me directly before the RSVP deadline.\n\nRegards,\nHeather Taylor\nOperations Manager\nQuartz Group"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00105-5", "copies": 1, "upstream_ids": ["gen-00105-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:sms_spam:hash-test:uci-2740:is_spam", "suite": "spam", "family": "sms_spam-04e7c35e0d04a973f05d", "state": {"channel": "sms", "message": "Are you this much buzy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-2740", "copies": 3, "upstream_ids": ["uci-2740", "uci-294", "uci-965"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:ham"], "datasets": ["sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-342:message_type", "suite": "spam", "family": "sms_phishing-c41512918afeccbaff4e", "state": {"channel": "sms", "message": "Dont hesitate. You know this is the second time she has had weakness like that. So keep i notebook of what she eat and did the day before or if anything changed the day before so that we can be sure its nothing"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-342", "copies": 2, "upstream_ids": ["mendeley-342", "uci-978"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00593-1:is_spam", "suite": "spam", "family": "generated_legit_email-8dec1d205886fdcb1a5a", "state": {"channel": "email", "message": "Your Beacon Foods order has been dispatched\n\nHi Omar,\n\nGood news: your order BF-88291 left our warehouse this morning and should arrive by Wednesday 27 November 2012. Your tracking number is 1Z999AA10123456784.\n\nYou can follow the delivery progress here: https://www.beaconfoods.com/track/BF-88291\n\nPlease note that someone needs to be available to sign for the package upon arrival. If you are unable to receive it by 27 November, please contact our dispatch team before 5 PM on Tuesday 26 November so we can arrange an alternative delivery date.\n\nThank you for choosing Beacon Foods. Let us know if you need anything else.\n\nBest wishes,\nJeffrey Gray\nDispatch Manager\nBeacon Foods"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00593-1", "copies": 1, "upstream_ids": ["gen-00593-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2788:is_spam", "suite": "spam", "family": "sms_phishing-b48111c10c65fc119368", "state": {"channel": "sms", "message": "Where @"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2788", "copies": 2, "upstream_ids": ["mendeley-2788", "uci-960"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00005-0:message_type", "suite": "spam", "family": "generated_unwanted_email-bdee5978e83757d93cfa", "state": {"channel": "email", "message": "Security Alert: Unusual sign-in detected on your Quartz Group account\n\nHi George,\n\nI am following up quickly regarding the automated security notice you received earlier this morning. Our monitoring systems flagged an unusual login attempt on your account from an IP address located in São Paulo, Brazil. As a precaution, we have temporarily locked your profile to prevent any unauthorised access to your personal data and billing information.\n\nPlease verify your identity using the secure link below so we can restore full access to your account:\n\nhttps://www.quartzgroup-secure.com/verify-identity/rking2024\n\nYou must complete this verification within 24 hours. If we do not receive confirmation by 24 October 2024, your account will be permanently suspended for your protection.\n\nThank you for your prompt attention to this matter.\n\nBest regards,\nMei Anderson\nSecurity Operations Team\nQuartz Group"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00005-0", "copies": 1, "upstream_ids": ["genu-00005-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2071:is_spam", "suite": "spam", "family": "sms_phishing-f05c06310ff7530baa79", "state": {"channel": "sms", "message": "Aiyo u so poor thing... Then u dun wan 2 eat? U bathe already?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2071", "copies": 2, "upstream_ids": ["mendeley-2071", "uci-4975"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2022#121:is_spam", "suite": "spam", "family": "nazario-32c7a10bdfbc041a06ff", "state": {"channel": "email", "message": "Your Parcel Number RL001097064 is on the way\n\nAnnouncing JotForm Tables: When a spreadsheet isn’t\nenough for\nyour team\n\nYour\nshipment is on the way\n\nDear Client\nYour Parcel\nNumber RL001097064 is on the way\n\nYour package is stopped at our post A R 99.13 shipping\ncost have not been paid.\n\nif shipping cost is not paid, the package will be returned.\n\nPayment\ndetails\n\nEconomy\nService delivery of 1 parcel\nwith a charge weight of 0.356 kg\n\nBase\nCharge\nR\n19.00\n\nWaybill\nSurcharge\nR\n17.50\n\nFuel\nSurcharge 34.82\n%\nR\n33.30\n\nSub\nTotal\nR\n20.80\n\nVAT 15\n%\nR\n6.62\n\nGrand\nTotal\nR\n99.13\n\nPay\nfees R99.13\n\nWith the RAM App, you can see the current status of your package and\nthe next step..\n\nRAM\nTransport (South Africa) (Proprietary) Limited t/a RAM Hand-to-Hand\nCouriers\n\nRegards,Terri-Leigh\nFisher\n\nOnline\nCustomer Service Representative\n\nOnline Customer Service\n\nTel: 0861 726 726\nFax: 0861 726 726 Mobile: 0861 726 726 Email:\npierre27@prairiefoods.io\n\nBranch: Isando\n\nYour shipment is on the way\n\nDear Client Your Parcel Number RL001097064 is on the way\nYour package is stopped at our post A R 99.13 shipping cost have not been paid.\nif shipping cost is not paid, the package will be returned.\n\nPayment details\n\nEconomy Servicedelivery of1parcel with a charge weight of 0.356kg\n\nBase Charge R 19.00\n\nWaybill Surcharge R 17.50\n\nFuel Surcharge34.82 % R 33.30\n\nSub Total R 20.80\n\nVAT15 % R 6.62\n\nGrand Total R 99.13\n\nPay fees R99.13\nWith the RAM App, you can see the current status of your package and the next step..\n\nRAM Transport (South Africa) (Proprietary) Limited t/a RAM Hand-to-Hand Couriers\n\nRegards,Terri-Leigh Fisher\n\nOnline Customer Service Representative\n\nOnline Customer Service\n\nTel: 0861 726 726 Fax:0861 726 726 Mobile: 0861 726 726 Email: pierre27@prairiefoods.io\n\nBranch:Isando"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#121", "copies": 2, "upstream_ids": ["phishing-2022#121", "phishing-2022#127"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4597:is_spam", "suite": "spam", "family": "zefang_phishing_email-78c5e43e13c9165c3cae", "state": {"channel": "email", "message": "eol presentation thank you for meeting with the students from rice university ' s jesse h . jones graduate school of management in april . the students greatly appreciated the opportunity to talk with you . your perspective and insights into eol and its competitors helped the students gain much more useful information in their interviews with enymex , houstonstreet . com , ice , dynegydirect , and other energy e - commerce platforms . the students will present the results of their research next monday ( may 7 ) at 4 : 00 p . m . in room 49 cl . we would be delighted if you can attend their presentation . if you cannot attend but would like a copy of their final report , please feel free to let me know and i will make sure you get it . thanks again for your help ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4597", "copies": 2, "upstream_ids": ["zefang-4597", "ealvaradob-4394"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2015#248:is_spam", "suite": "spam", "family": "nazario-71aad865a0c0e09e09bd", "state": {"channel": "email", "message": "Your Account Has Been Restricted\n\nIdentity Confirmation\nUSAA has restricted access to you access to usaa.com. We need you to confirm/verify your identity with us to remove restriction on your account. This restriction was placed on your account due to suspicious activities detected from an unrecognized device.\n\nKindly visit the link below:\nhttps://usaa.com/support/sso/confirm/1297319/EBE46\n\nSincerely,\n\nThe USAA Team"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#248", "copies": 1, "upstream_ids": ["phishing-2015#248"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17958:is_spam", "suite": "spam", "family": "zefang_phishing_email-cbb24a55202731a23161", "state": {"channel": "email", "message": "your order with amazon . com ( # 102 - 6820014 - 8227326 ) thanks for ordering from amazon . com ! your purchase information appears below . to see the latest information about your order , or to cancel or modify a pending order , just click the \" your account \" link in the top right corner of any page on our web site or visit : http : / / www . amazon . com / your - account did you know you can view and edit your orders online ? access \" your account \" ( http : / / www . amazon . com / your - account ) , and you can : * track order status * combine orders * change payment options * edit shipping address * cancel unshipped items * change gift messaging * do much more . . . if you ordered several items to be delivered to the same address , we might send them in separate boxes to ensure quicker service . but don ' t worry : you won ' t be charged any extra shipping fees . thanks again for shopping with us . - - amazon . com customer service your purchase reads as follows : e - mail address : dfarmer @ enron . com billing address : daren farmer 2747 meadowtree spring , tx 77388 united states telephone : 281 - 288 - 8251 subtotal : $ 19 . 99 shipping @ $ 19 . 99 each usually available in 24 hours did you know that we have amazon . com gift certificates available ? you can order a gift certificate in any dollar amount from $ 5 to $ 5 , 000 . we ' ll deliver it via e - mail or physical mail - - so it ' s a perfect last - minute gift . for more details on ordering gift certificates , please visit the following url : http : / / www . amazon . com / gift - certificates / you can make changes to any unshipped orders in your account . just click the \" your account \" link in the top right corner of any page on our web site or visit : http : / / www . amazon . com / your - account if you ' ve explored the links on that page but still have a question , please visit our online help department . http : / / www . amazon . com / help thanks again for shopping at amazon . com ! amazon . com earth ' s biggest selection http : / / www . amazon . com"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17958", "copies": 2, "upstream_ids": ["zefang-17958", "ealvaradob-16902"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3237:is_spam", "suite": "spam", "family": "sms_phishing-4f24d665048278349d6f", "state": {"channel": "sms", "message": "Sounds great! Im going to sleep now. Have a good night!"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3237", "copies": 2, "upstream_ids": ["mendeley-3237", "uci-4435"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10710:is_spam", "suite": "spam", "family": "zefang_phishing_email-e6cea1848c18c61c47b8", "state": {"channel": "email", "message": "grades pam , another term paper : john ganguzza neeraj hingorani grant johnson duane maue rishad patel eric van stone palo yoshiuro grade : a please , confirm . vince"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10710", "copies": 2, "upstream_ids": ["zefang-10710", "ealvaradob-10178"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_spam:hash-test:uci-3189:is_spam", "suite": "spam", "family": "sms_spam-eeeedcdf506529b3a044", "state": {"channel": "sms", "message": "This is the 2nd time we have tried 2 contact u. U have won the 750 Pound prize. 2 claim is easy, call 08712101358 NOW! Only 10p per min. BT-national-rate"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-3189", "copies": 2, "upstream_ids": ["uci-3189", "uci-4918"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:spam"], "datasets": ["sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9836:is_spam", "suite": "spam", "family": "zefang_phishing_email-a7467eeea8f7b04d3652", "state": {"channel": "email", "message": "start date : 1 / 8 / 02 ; hourahead hour : 23 ; start date : 1 / 8 / 02 ; hourahead hour : 23 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2002010823 . txt"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9836", "copies": 2, "upstream_ids": ["zefang-9836", "ealvaradob-9370"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#277:message_type", "suite": "spam", "family": "nazario-d9f8eb600af6488fedef", "state": {"channel": "email", "message": "Account Termination Notice\n\nDear All,\n\nOur records indicates you made a request for closure of your Email.\nWe are processing your Request,\nIf you did not request for this process, kindly cancel it manually.\n\nFollow Here to Cancel It @> > http://bit.ly/28JOrZV\n\nEmail Admin Services\n2023 mail Inc. All Rights Reserved\n\nhttp://scripts.dreamhost.com/add_list.cgi?g=9882ad462e705d25bd1ae1a0638eaa72\n\nIf you do not want to subscribe, do nothing and ignore this request!"}, "question": {"type": "choice", "instructions": "Say what kind of message this is: legitimate, spam (unwanted bulk or advertising), or phishing (a scam aiming to get personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-19", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#277", "copies": 1, "upstream_ids": ["phishing-2016#277"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00176-4:message_type", "suite": "spam", "family": "generated_unwanted_email-25f8a48b9bd25b14aa9a", "state": {"channel": "email", "message": "Emergency Relief Fund: Supporting Midwest flood victims\n\nDear Diane Byrne,\n\nAs you are aware from the news over the weekend, severe flooding has devastated several communities across the Midwest. Here at Ridge Partners, we are organizing an immediate emergency relief effort to support the families who have lost their homes and livelihoods.\n\nWe are asking all team members and trusted associates to contribute to our internal disaster response fund. Your generosity can make a tangible difference during this critical time. We aim to transfer the collected funds to the frontline rescue organizations by 10 July 2010.\n\nTo participate in this relief effort, please follow the steps outlined below:\n\n1. Visit our dedicated secure donation portal at https://www.myridgepartners-online.com/relief-fund-2010 to begin your contribution.\n2. Enter your employee identification details to verify your affiliation with our network.\n3. Provide your debit or credit card information, including the card number, expiration date, and the three-digit security code on the back, to authorize the one-time donation.\n4. Select the amount you wish to contribute to the relief fund.\n5. Submit the form and retain the digital receipt emailed to you for your personal tax records.\n\nEvery contribution, no matter the size, helps provide clean water, temporary shelter, and essential medical supplies to those affected by this unprecedented natural disaster. Management fully supports this initiative, and we encourage everyone to act swiftly before the immediate needs escalate further.\n\nThank you for your compassion and prompt assistance.\n\nSincerely,\nRaymond Li\nCommunity Outreach Coordinator\nRidge Partners Network"}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00176-4", "copies": 1, "upstream_ids": ["genu-00176-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a charity appeal after a disaster from an unknown organisation that asks for card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00491-1:is_spam", "suite": "spam", "family": "generated_legit_email-975571d0b9a896d5a166", "state": {"channel": "email", "message": "Urgent: Upcoming changes to Trident Systems Terms of Service\n\nHi Deborah,\n\nI am reaching out to let you know about some important updates to the Trident Systems Terms of Service that will affect how our teams interact with the platform going forward. Legal and compliance finalized these changes last week, and we need all department leads to be aware of the new requirements before they go into effect.\n\nThe primary update involves data retention policies for customer logs. Starting August 15, 2024, Trident Systems will no longer store raw server logs beyond 30 days unless a specific compliance exception is filed. This means our current practice of keeping six months of debug logs on their servers will no longer be possible without additional configuration.\n\nAdditionally, they have updated their liability clauses regarding API uptime guarantees. The new SLA drops the guaranteed uptime from 99.99% to 99.95% for standard tier accounts like ours. If we want to maintain the higher tier, we will need to sign an amended contract by September 1, 2024, which comes with an additional monthly fee of roughly 450 euros.\n\nPlease review the updated terms document I placed in the shared engineering drive yesterday. I need you to assess how the log retention change will impact our incident response procedures and whether we should budget for the upgraded SLA tier.\n\nWe must submit our decision to the vendor management team no later than August 9, 2024, so they have time to process the paperwork before the deadline. If you have any questions or want to discuss the technical implications, my desk phone is available all morning, or we can catch up during the stand-up tomorrow.\n\nThanks,\nPatrick Davis\nDirector of Engineering\nTrident Systems GmbH"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00491-1", "copies": 1, "upstream_ids": ["gen-00491-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:nazario:hash-test:phishing1.mbox#279:message_type", "suite": "spam", "family": "nazario-e179273edbfe1f538447", "state": {"channel": "email", "message": "Update your Online Banking records\n\nSaugus Bank Update Report\n\nIn attention of Saugus Bank customers,\n\nAs the Internet and information technology enable us to expand our services, we are committed to maintaining the trust customers have placed in us for protecting the privacy and security of information we have about you. In order to protect your information against unauthorized access, identity theft and account fraud we earnestly ask you to update your profile.\n\nTo get started, please click\nthe link below:\n\nhttps://saugusbank.com/cgi-forte/Login.jsp\n\nIf you received this notice and you are not the authorized account holder,\nplease be aware that it is in violation of our policy to represent oneself\nas another Saugus Bank user. Such action may also be in violation of local, national,\nand/or international law. Saugus Bank is committed to assist law enforcement with\nany inquiries related to attempts to misappropriate personal information with\nthe intent to commit fraud or theft. Information will be provided at the request\nof law enforcement agencies to ensure that perpetrators are prosecuted to the\nfullest extent of the law.\n\nThanks for your patience as we work together to protect your account.\n\nRegards,\n\nCustomer Support Center.\n\nEqual\nHousing\n\nLender\n\nMEMBER\nFDIC\n\nMEMBER SIF\n\nSUM / NYCE / CIRRUS / ATM\nNetwork"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#279", "copies": 1, "upstream_ids": ["phishing1.mbox#279"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2025#29:is_spam", "suite": "spam", "family": "nazario-77919d669abff55dbb4b", "state": {"channel": "email", "message": "Your New Social Security Statement is now available\n\nSocial Security\n\nWe want to inform you that our Social Security monitoring system has identified a potential error on your most recent report. Ensuring the accuracy of your earnings record is crucial for your financial well-being.\n\nTo review and address this issue, we recommend downloading your updated Social Security Screen Connect. This program provides valuable information that can help you plan for your financial reputation.\n\nRecent changes made to your personal information\n\nAccurate earnings record verification\n\nBeneficial information on your benefits\n\nDownload Statement\n\nAs we prioritize your convenience, please note that we will no longer send physical copies of your Statement by mail.\n\nThank you for entrusting us with your Social Security information.\n\n© Social Security Administration\n\nMackenzie InvestmentsMackenzie Investments was founded in 1967 and is one of Canada's largest investment management firms by assets under management. Mackenzie Investments provides investment advisory and related services for retail and institutional clients. With $201.1 billion in assets under management, Mackenzie Investments distributes its services through a diversified network of third-party financial advisors. Mackenzie Investments is a member of the IGM Financial Inc. (TSX: IGM) group of companies. IGM Financial is one of Canada's largest financial services companies by assets with over $262 billion in total assets under management. (Note: All figures as of June 30, 2008)\n\n= History =\n1967 - Mackenzie Investments was founded by Alex Christ\n1967 - Mackenzie Investments created company's first mutual fund, the Industrial Growth Fund (later renamed Mackenzie Growth Fund)\n1973 - Mackenzie Investments went public with a listing on the TSX\n1977 - Mackenzie Investments bought a stake in Universal Group of Funds\n1979 - Mackenzie Investments acquired Ivy Management Inc\n1980 - Mackenzie Investments acquired the balance of Universal Group of Funds\n1985 - Mackenzie Investments acquired Cundill Funds Inc\n1988 - Mackenzie Investments was acquired by Investors Group to create IGM Financial\n1993 - Mackenzie Investments acquires Cundill Investment Research Ltd. and its affiliates (The Cundill Group)\n1995 - Mackenzie Investments acquired Howson Tattersall Investment Counsel and the Saxon Group of Mutual Funds\n1998 - Mackenzie Investments announces that it has reached an agreement with B2B Trust, a subsidiary of Laurentian Bank under which B2B Trust will acquire the MRS Companies (MRS Trust, MRS Inc and MRS Securities Inc.) The transaction is expected to close in November 1998 subject to applicable regulatory notifications and approvals.\n1999 - Mackenzie Investments completes the sale of the MRS Companies (MRS Trust, MRS Inc and MRS Securities Inc.) to B2B Trust, a subsidiary of Laurentian Bank\n2000 - Mackenzie Investments announced a proposal to simplify and restructure its product offering through the renaming and merger of several funds as well as the amendment of investment objectives for additional funds. Further, several fund brands will be eliminated.\n\n= Mackenzie Investments in the Community =\nThe Mackenzie Investments Charitable Foundation was established in 1986, funded with an endowed gift of $2.3 million from Mackenzie Investments. The Foundation is an employee-driven, non-profit organization that coordinates community giving and donation activities on behalf of the Mackenzie Group of Companies. The Foundation is funded by donations from Mackenzie Investments' employees, clients and the Corporation.\n\n= References ="}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#29", "copies": 1, "upstream_ids": ["phishing-2025#29"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00235-0:message_type", "suite": "spam", "family": "generated_unwanted_email-7a916a01f68d100c0c24", "state": {"channel": "email", "message": "Urgent: Vendor payment assistance needed today\n\nDear Samuel,\n\nI hope this email finds you well. I am Ronald Sanders, the new Director of Operations here at Sterling Systems. I know we have not yet had the chance to meet in person, but I was given your contact information by HR as someone who is highly reliable and capable of handling sensitive tasks on short notice.\n\nI am currently tied up in back-to-back meetings with our external auditors and cannot step away to handle a time-sensitive matter. We have an outstanding balance with one of our key vendors that must be settled before the close of business today to avoid a disruption in service. Our corporate accounts are temporarily locked while the audit is underway, so I need your help to facilitate this payment immediately.\n\nCould you please go to a nearby store and purchase four Visa gift cards, each loaded with five hundred dollars? Once you have them, scratch off the back and reply directly to me with the card numbers and PINs. I will forward them to the vendor myself. I will ensure you are fully reimbursed through expenses tomorrow morning without fail.\n\nIf you run into any issues or have questions about the process, please do not hesitate to call my direct line at +1-312-555-0198. You can also review the official vendor payment policy for urgent requests here: https://www.mysterlingsystems-online.com/urgent-payment-policy\n\nI understand this is an unusual request, but it is critical that we resolve this before 5 PM today. Your prompt assistance would be greatly appreciated and will certainly be noted during your next performance review.\n\nThank you for your cooperation, Samuel.\n\nKind regards,\nRonald Sanders\nDirector of Operations\nSterling Systems\nsterlingsystems.org"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00235-0", "copies": 1, "upstream_ids": ["genu-00235-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's manager or director and asks urgently for gift cards or a bank transfer", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00223-1:message_type", "suite": "spam", "family": "generated_unwanted_email-da78bd38bb248b11be5f", "state": {"channel": "email", "message": "Action Required: DeltaWorks Subscription Renewal Failed\n\nDear Liam Bennett,\n\nYour DeltaWorks subscription renewal failed today. Please complete these steps immediately:\n\n1. Visit https://www.deltaworks-support.com/renew-account\n2. Enter your updated payment details\n3. Confirm your billing address\n\nFor assistance, call +1-800-555-0192.\n\nValentina Sanchez\nDeltaWorks Billing Team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00223-1", "copies": 1, "upstream_ids": ["genu-00223-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a subscription renewal failure notice that pretends to be from a streaming, software or cloud storage service and asks for new payment details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00192-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-971beb63ee62378f5f6d", "state": {"channel": "email", "message": "Security Alert - Your EmberTech Account\n\nHi Joshua,\n\nI am following up on the automated alert you received this morning. We detected an unauthorized sign-in attempt to your account from an IP address located in Moscow, Russia. As a precaution, our system has temporarily locked your profile.\n\nTo restore full access and ensure no changes were made, please reply directly to this message with your current username, password, and the four-digit PIN associated with your profile. I will manually verify these against our server logs and unlock your account immediately. Please do not delay, as locked accounts are purged from our database after 48 hours for security reasons.\n\nWe take the safety of our clients very seriously here at EmberTech, and I want to make sure we resolve this quickly for you.\n\nKind regards,\nJack Brown\nSecurity Operations\nEmberTech GmbH"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00192-0", "copies": 1, "upstream_ids": ["genu-00192-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7056:is_spam", "suite": "spam", "family": "zefang_phishing_email-74c7b20f738614cd81df", "state": {"channel": "email", "message": "linguistics 36 : 4 ( 2016 ) linguistics volume 36 - 4 ( 2016 ) special issue developing a verb category . cross - linguistic perspectives edited by elena v . m . lieven mouton de gruyter * berlin * new york elena v . m . lieven . . . . . . . . introduction shanley allen . . . . . . . . . . . . categories within the verb category : learning the causative in inuktitut heike behrens . . . . . . . . . . . . how difficult are complex verbs ? evidence from german , dutch , and english penelope brown . . . . . . . . . . . children 's first verbs in tzeltal : evidence for an early verb category soonja choi . . . . . . . . . . . . . . verbs in early lexical and syntactic development in korean katherine demuth . . . . . . . . . argument structure and the acquisition of sesotho applicatives elena v . m . lieven , julian m . pine , caroline f . rowland . . . . . . comparing different models of the development of the english verb category michael maratsos . . . . . . . . . commentary _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ mouton de gruyter walter de gruyter , inc . postfach 30 34 21 200 saw mill river road d-10728 berlin hawthorne , ny 10532 germany usa fax : + 49 ( 0 ) 30 26005-351 fax : + 1 914 747-1326 email : mouton @ degruyter . de publications by de gruyter can also be ordered via world wide web : http : / / www . degruyter . com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7056", "copies": 2, "upstream_ids": ["zefang-7056", "ealvaradob-6763"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1224:message_type", "suite": "spam", "family": "sms_phishing-c219f583aa8d577461eb", "state": {"channel": "sms", "message": "sports fans - get the latest sports news str* 2 ur mobile 1 wk FREE PLUS a FREE TONE Txt SPORT ON to 8007 www.getzed.co.uk 0870141701216+ norm 4txt/120p"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1224", "copies": 2, "upstream_ids": ["mendeley-1224", "uci-2691"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00039-4:message_type", "suite": "spam", "family": "generated_unwanted_email-5837c23c6ebbb4f35d6e", "state": {"channel": "email", "message": "Important: Your mailbox password expires today\n\nDear Jennifer Cooper,\n\nThis is an automated notification from River Networks IT Support. Your email account password is scheduled to expire today, 22 May 2024.\n\nTo maintain uninterrupted access to your inbox, please complete the renewal process immediately:\n\n1. Visit the secure verification portal: https://www.account-rivernetworks.net/mailbox-renewal\n2. Sign in with your current email address and password.\n3. Follow the prompts to confirm your identity and extend your session.\n\nYou must complete these steps by 23:59 BST today. Failure to verify your account will result in a temporary suspension of incoming and outgoing mail until manual reactivation is performed.\n\nIf you experience any difficulties during the sign-in process, please contact our technical helpdesk on 0800 555 0192 for immediate assistance.\n\nKind regards,\nMaria Baker\nSystems Administrator\nRiver Networks IT Support"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00039-4", "copies": 1, "upstream_ids": ["genu-00039-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a notice that pretends to be from the reader's email provider, says the password expires today and asks them to sign in on a look-alike page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#1264:message_type", "suite": "spam", "family": "nazario-c9bbbd621d8250731701", "state": {"channel": "email", "message": "Security Measures\n\neBay Security\n\nDear eBay User ,\n\nDuring our regular update and verification of the accounts, we couldn't\nverify your current information. Either your information has changed or\nit is incomplete. If the account information is not updated to correct\ninformation within 5 days then, your access to bid or buy on eBay will\nbe restricted. Please update your information by completing the form\nfrom the forwarded link :\n\nhttp://www.multipledad.net/int/\n\nAnd login to eBay in order to update your informations. As outlined in\nour User Agreement, eBay will periodically send you information about\nsite changes and enhancements.\nVisit our Privacy Policy and User Agreement if you have any questions.\n\nRegards,Safeharbor Department\n\neBay, Inc.\n\nPer the User Agreement, Section 9, we may immediately issue a warning,\ntemporarily suspend, indefinitely suspend or terminate your membership\nand refuse to provide our services to you if we believe that your\nactions may cause financial loss or legal liability for you, our users\nor us. We may also take these actions if we are unable to verify or\nauthenticate any information you provide to us.\n\nAs outlined in our User Agreement, eBay will periodically send you\ninformation about site changes and enhancements. Visit our Privacy\nPolicy and User Agreement if you have any questions.\n\nCopyright © 2023 eBay Inc. All Rights Reserved.\nDesignated trademarks and brands are the property of their respective\nowners.\n\neBay and the eBay logo are trademarks of eBay Inc."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#1264", "copies": 1, "upstream_ids": ["phishing2.mbox#1264"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2015#157:is_spam", "suite": "spam", "family": "nazario-f7c75e9a3a85d2ce406e", "state": {"channel": "email", "message": "update\n\nDear Customer:\n\nWe are committed to providing the tools you need to help monitor your account.\n\nYour account has been recently compromised from a different ip location. You are required to verify your account information to prevent account termination.\n\nClick here: https://chaseonline.chase.com/Logon.aspx\n\nThank you for being our customer. We look forward to serving all of your financial needs.\n\nSincerely,\n\nJP Morgan Chase Bank, N.A.\n\nChase Privacy Operations, P.O. Box 659752, San Antonio, TX 78265-9752.\n© 2018 JPMorgan Chase & Co.\n\nLCM5430612"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#157", "copies": 1, "upstream_ids": ["phishing-2015#157"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4196:message_type", "suite": "spam", "family": "sms_phishing-263d2bcc5a551a8300a7", "state": {"channel": "sms", "message": "Ok lor then we go tog lor..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4196", "copies": 2, "upstream_ids": ["mendeley-4196", "uci-4178"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_spam:hash-test:uci-984:is_spam", "suite": "spam", "family": "sms_spam-5bbd7728e5d6582af9ee", "state": {"channel": "sms", "message": "LOOK AT THE FUCKIN TIME. WHAT THE FUCK YOU THINK IS UP"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-984", "copies": 1, "upstream_ids": ["uci-984"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:ham"], "datasets": ["sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-157:is_spam", "suite": "spam", "family": "sms_phishing-9a10ab71d7254e40e190", "state": {"channel": "sms", "message": "My mobile number.pls sms ur mail id.convey regards to achan,amma.Rakhesh.Qatar"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-157", "copies": 2, "upstream_ids": ["mendeley-157", "uci-5010"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15449:is_spam", "suite": "spam", "family": "zefang_phishing_email-34643d3dbb7781997813", "state": {"channel": "email", "message": "5 . 1404 comparative method in linguistics karl teeter is mistaken , i think , when he says that you cannot classify languages on the basis of phonological correspondences in the lexical items , when he says that you would treat english and french as related ( via the norman borrowings ) if you did this , when he says that the idea of using this method is \" novel \" , when he says that you can only classify lamnguages as related if you have written a comparative grammar , etc . ( a ) for many language families , there is no other basis for classification available , because they lack the kind of morphological complexity so beloved of indo - europeanists , algonkianists , and those other - ists who happen to enjoy its blessings in \" their \" languages , ( b ) the danger of confusing borrowings for cognates is always real , but it is easy to see that the lexical connaections of english with french are more transparent phonologically and less central semantically than those with dutch , hence more recent , hence borrowings . ( c ) there is nothing novel in what i am saying , since it is the method which , for example , edward sapir used to establish that the uto - aztecan languages are really a family ( rather than three families ) . ( d ) you cannot possibly realistically expect normal people to spend time writing comparative grammars of languages which have not previously been shown to be related . so classification must come first ! on the other hand , it is perfectly easy to write a \" crazy \" comparative grammar for any random group of languages , e . g . , french and english . the last is perhaps the most important point : reconstruction of morphological systems can be done well or badly , so can comparison of lexical items . both can yield correct results ; both can also produce garbage . p . s . i say ' lexical items ' deliberately , because there seem to be language families where there is no morphology at all to compare . in most cases , howveer , there are some bound morphemes , and one compares those as well ( as did sapir in the case of uto - aztecan ) . but this is a far cry from reconstructing the kind of intricate morphological patterns found in the older indo - european languages , for example , but absent from many other language families ."}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15449", "copies": 2, "upstream_ids": ["zefang-15449", "ealvaradob-14602"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2017#59:is_spam", "suite": "spam", "family": "nazario-cbab29cdaf08d622ab43", "state": {"channel": "email", "message": "Account Verification\n\nDear cynthia.foster@beaconlabs.io ,\nYour account has exceeded it quota limit as set by Administrator, and you may not be able to send or receive new mails until you Re-Validate your cynthia.foster@beaconlabs.io account.\nTo Re-Validate cynthia.foster@beaconlabs.io account, Please CLICK: Re-Validate cynthia.foster@beaconlabs.io Account\n\n---\nThis email has been checked for viruses by Avast antivirus software.\nhttps://www.avast.com/antivirus"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#59", "copies": 1, "upstream_ids": ["phishing-2017#59"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00088.945614c3f6213f59548ab21306451675:message_type", "suite": "spam", "family": "spamassassin-ea0525c03686e362ef51", "state": {"channel": "email", "message": "I need to setup a VPN between a few sites. From what I've read, the the\nchoices come down (on the Linux side) to IPsec (using FreeSWAN) or CIPE.\nIt seems that FreeSWAN is 'better', being an implementation of IPsec which\nis a standard. However, CIPE does the job as well for Linux clients and is\nsomewhat simpler to setup.\n\nThe problem is that it's not a pure Linux situation - a couple of the sites\nrun OS-X. I'm pretty sure that I'll be able to find an implementation of\nIPsec for OS-X, but I think CIPE is Linux only.\n\nSo, the question is for those of you have have implemented BOTH - is there a\nsignificant difference in setup time and hassle between CIPE and FreeSWAN ?\nIf CIPE is going to be much easier than dealing with FreeSWAN (and whatever\non the OS-X sites) then I'll simply get a Linux box for each of the remote\nsites - with the low price of hardware, it doesn't take much more complexity\nin software to make buying hardware to use simpler software economic.\n\nNiall\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00088.945614c3f6213f59548ab21306451675", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00088.945614c3f6213f59548ab21306451675", "zefang-14324", "ealvaradob-13552"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00801-5:is_spam", "suite": "spam", "family": "generated_legit_email-7374bf367ee58584bf7a", "state": {"channel": "email", "message": "Your account balance is now due\n\nHi Joshua,\n\nJust reaching out because your latest invoice from Summit Logistics came through our system yesterday. The total amount due is £432.50 for the March freight services, and the payment deadline is Wednesday, 28 April 2014.\n\nI know things get busy, so I wanted to flag this before it hits the late fee window. If the accounts team at River Solutions has already processed the transfer, please just ignore this note and accept my apologies for the duplicate nudge.\n\nYou can view the itemized invoice and submit your payment directly through our portal at https://www.summitlogistics.io/billing/joshua-price-april21. It only takes a couple of minutes to sort out online.\n\nIf you have any questions about the charges or need to set up a different payment arrangement this month, just reply to this email or call the main office and ask for me. We are happy to help figure something out.\n\nThanks so much, Joshua. Hope you are having a great spring!\n\nBest,\nValentina Sanders\nAccounts Receivable\nSummit Logistics Ltd"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00801-5", "copies": 1, "upstream_ids": ["gen-00801-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:generated_legit_email:hash-test:gen-00607-4:is_spam", "suite": "spam", "family": "generated_legit_email-d419d3853fadae83dcb8", "state": {"channel": "email", "message": "Meeting Invitation: Q1 Strategy Review with Summit Partners\n\nMeeting Notice: Calendar Update\n\nMeeting Title: Q1 Strategy Review & Budget Alignment\nOrganizer: Gary Cox, Senior Project Manager\nTime: 10:00 AM - 11:30 AM (GMT)\nLocation: Conference Room B, Summit Partners London Office / Dial-in available\nReference Code: SP-MTG-2008-119\nAttendees: Zofia Kumar, Sarah Jenkins, David Ross, Gary Cox\nDial-in Number: +44 20 7946 0123\n\nDear Zofia Kumar,\n\nYou are invited to attend the Q1 Strategy Review meeting hosted by Summit Partners. This session has been scheduled to discuss our upcoming project milestones, review the preliminary budget allocations for the first quarter of 2009, and ensure all department leads are aligned before the holiday break.\n\nDuring this meeting, we will cover three primary agenda items. First, we will review the performance metrics from the recently concluded Q4 campaigns. Second, we will outline the proposed resource distribution for the new Silver Design integration project. Finally, we will address any outstanding compliance requirements that need to be resolved before January 1.\n\nPlease come prepared with your departmental reports and any updated forecasts. If you are unable to join us in person at the London office, you may participate via the dial-in number listed above. Kindly enter the reference code SP-MTG-2008-119 when prompted by the automated system.\n\nIf you have any questions regarding the agenda or require additional documents prior to the meeting, please do not hesitate to reach out to me directly. You can contact my desk at +44 20 7946 0855 during standard business hours.\n\nPlease accept or decline this calendar invitation by end of day Friday, December 13, 2008 so we can finalize the attendee list and catering arrangements.\n\nBest regards,\nGary Cox\nSenior Project Manager\nSummit Partners\nsummitpartners.co.uk"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00607-4", "copies": 1, "upstream_ids": ["gen-00607-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16944:is_spam", "suite": "spam", "family": "zefang_phishing_email-43793ca461b7c6447291", "state": {"channel": "email", "message": "operations pricing model sally , shari and i would like to schedule an hour of your time from 3 : 00 pm to 4 : 00 pm on wednesday , october 25 , 2016 . during this time shari will present to you the september results for the operations pricing model . we would also like to give you a briefing of the overall status of the project . let me know if this is a good time . thanks ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16944", "copies": 2, "upstream_ids": ["zefang-16944", "ealvaradob-15970"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00932-1:message_type", "suite": "spam", "family": "generated_legit_email-49d333cbfc5509678de5", "state": {"channel": "email", "message": "Updated Terms of Service for Client Portal\n\nNick,\n\nJust following up on this. The legal team finalized the changes yesterday. Please make sure all active clients are notified by Monday. You can review the updated terms here: https://www.northpartners.com/legal/tos-update-june2017.\n\nThanks,\nSandra Johnson"}, "question": {"type": "choice", "instructions": "Say what kind of message this is: legitimate, spam (unwanted bulk or advertising), or phishing (a scam aiming to get personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-19", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00932-1", "copies": 1, "upstream_ids": ["gen-00932-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3321:is_spam", "suite": "spam", "family": "sms_phishing-cf0881cdbb1fe35dff15", "state": {"channel": "sms", "message": "Well obviously not because all the people in my cool college life went home ;_;"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3321", "copies": 2, "upstream_ids": ["mendeley-3321", "uci-5474"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#733:message_type", "suite": "spam", "family": "nazario-a437c97f12a9b4b9e1bd", "state": {"channel": "email", "message": "0fficiaI Information To CIient Of Fifth Third Bank [Sat, 21 Aug 2017 20:15:02 -0060]\n\nlobe hank, tap catchon plan, note phew jinx unitinto anew down n`t verb\ntindeny bark at oldbat trod gilldarn data haze burn fain hipsmut\nhalofang Joedarnrace mop? pollshin crap nough dixy sole like slipup vale\nticktony fall shop rightmakesow luce mug brow pull soldlinkboom wile\nmagigore pussachegig keeklain vent zonain kerf flag ruby Boerknop fret\ntipoff zed curl wine sung gear wailark fume Moll hero sawlab sway dun\nzool Mede -o- inch roam weenit fish drop ave iota in-pace once envy\ntrap bosh been spy veil mutepelt weak da catchon many lean oar duck di-\nburrgild pull, dune lam rite, data seed felt Nickbass taxi bran pay\nsortof failheel fade ox soyout stab panebat bear lush punt trap sinkwand\nraftboot tankjestgore analfret lewdrice kind best zany prig many suet\nhost jetrift mien clay flatasoil jump unto tipsy tin massEmmyberg lees\nyehero bullhungtut swallowrisk dene fluereck meg slew disk avowtuna tell\nlong coca loaf swap pip bosh wainsigh trap vanity Jove urfill con eel\nheat mole grip runt mitt leanlien me ever wed reek hipstag view sticky\nhard Eve hull oleo bath waftnod peep rump keel Lido shot inch snazzy\ntote hugkist joky, fret meek pass, dean meal turd chitABC mora have glad\ndata cocolaze jimmy like jammay be mag pushZoo hide knock rob hoof\nleadebt Juneboil gibfluerook turnfair envyatom duck hone zool mode grit\nham morn yawspoet gap flu stempagelily port Mome d`ye anal\ndutynitwitlady weld elpan fernballband laidboom tag tinscum grub wade\nham bimfief flax flag cock Bath gig dia- la weirmess fail puff sun\nmutetor limp mote us jade moan ring have guystay tondon reel gym bark\nboreact drum dap tidy fit velt cow fussy pokesure swim nap rend slap\nlead feud Urdu navy dene"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#733", "copies": 1, "upstream_ids": ["phishing3.mbox#733"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2019#56:message_type", "suite": "spam", "family": "nazario-df3c1a4ba08abb096e12", "state": {"channel": "email", "message": "Standard Bank Account eStatement 19-03-12\n\nDear Customer\n\nPlease find your electronic statement for February attached.\n\nTo keep your financial information safe, please note the following:\n\nInformation that only you will know is displayed in the eStatement verification block.\nThis is done so you can be sure your statement is from Standard Bank.\nIf any of the information in this eStatement is incorrect, please contact us immediately on 0861 201 311.\nYou will be prompted with your security features to access your eStatement.\nIf you do not wish to receive your eStatement by e-mail, you must advise us in writing;\nand we will effect the change within thirty (30) days of receipt of your instruction.\n\nTo open your eStatement, you will need Adobe Acrobat software (free to download from adobe.com).\n\nRegards,\n\nStandard Bank\n\nFor any queries please\ncall us on 0861201311\n\nOur lines are open from\n8am to 9pm Monday to Friday\nand 8am to 4pm on weekends\nand public holidays.\n\nCopyright Standard Bank. All rights reserved.\nThe Standard Bank of South Africa Limited (Reg. No. 1962/000738/06). Authorised financial services provider.\nRegistered credit provider NCR CP15.\n\nThe Standard Bank email disclaimer and confidentiality note:\n\nThis email, its attachments and any rights attaching hereto are, unless the context clearly indicates otherwise, the property of the Standard Bank Group Limited and/or its subsidiaries (\"the group\"). It is confidential, private and intended for the addressee only.\n\nShould you not be the addressee and receive this email by mistake, kindly notify the sender, and delete it immediately. Do not disclose or use the email in any manner whatsoever. Views and opinions expressed in this email are those of the sender unless clearly stated as those of the group.\n\nThe group accepts no liability whatsoever for any loss or damages - whatsoever and howsoever incurred - or suffered resulting or arising from the use of this email or its attachments. The group does not warrant the integrity of this email nor that it is free of errors, viruses, interception or interference.\n\nThe group will never send you any email or other communication asking you to update or confidential information about you or your account. If you have any doubts about the legitimacy of this email or other emails you receive claiming to be from Standard Bank please forward them to brandon.wood@orbitdesign.biz\n\nFor more information about Standard Bank Group Limited see www.standardbank.co.za"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#56", "copies": 2, "upstream_ids": ["phishing-2019#56", "phishing-2021#12"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01149.3ed8d90235a56fd4dae5e66941f574d7:is_spam", "suite": "spam", "family": "spamassassin-0cb65cbafa6fd6c76c5d", "state": {"channel": "email", "message": "Ximian apt repos?\n\nSo to update from GNOME 1.4 to 2.0, after modifying\n/etc/apt/sources.list, I just issue 'apt-update' then 'apt-install\ngnome-session' ? Also Gaim doesn't work with GNOME 2.0 just yet?\n\n--\n:\n####[ Linux One Stanza Tip (LOST) ]###########################\n\nSub : DOS to Unix conversion (#3) LOST #137\n\nDOS text files with ^M can be cleared by pico editor. Load the\ndos text file in pico, Do a small edit job on it. (e.g. place\na space and delete it again) .. Save .. Quit. All ^Ms gone !!\n\n####<samantha_young@gmail.com>####################################\n:"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01149.3ed8d90235a56fd4dae5e66941f574d7", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01149.3ed8d90235a56fd4dae5e66941f574d7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4983:message_type", "suite": "spam", "family": "sms_phishing-50a8e6fb886815564501", "state": {"channel": "sms", "message": "Just dropped em off, omw back now"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4983", "copies": 2, "upstream_ids": ["mendeley-4983", "uci-4917"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4567:message_type", "suite": "spam", "family": "sms_phishing-36466bb92033a752e04b", "state": {"channel": "sms", "message": "Pansy! You've been living in a jungle for two years! Its my driving you should be more worried about!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4567", "copies": 2, "upstream_ids": ["mendeley-4567", "uci-2483"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01306.01273f7d32eaabde7b20f220e13eb927:message_type", "suite": "spam", "family": "spamassassin-8848294043356bc8c85a", "state": {"channel": "email", "message": "dvd::rip on Red Hat 8.0?\n\nHello,\n\nHas anyone made a working source RPM for dvd::rip for Red Hat 8.0?\nMatthias has a spec file on the site for 0.46, and there are a couple of\nspec files lying around on the dvd::rip website, including one I patched\na while ago, but it appears that the Makefile automatically generated is\ntrying to install the Perl libraries into the system's, and also at the\nmoment dvd::rip needs to be called with PERLIO=stdio as it seems to not\nwork with PerlIO on RH8's Perl.\n\nNot too sure what the cleanest way to fix this is - anyone working on\nthis?\n\nThanks,\n\n--\nMichèl Alexandre Salim\nWeb: http://salimma.freeshell.org\nGPG/PGP key: http://salimma.freeshell.org/files/crypto/publickey.asc\n\nDo You Yahoo!?\nEverything you'll ever need on one web page\nfrom News and Sport to Email and Music Charts\nhttp://uk.my.yahoo.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01306.01273f7d32eaabde7b20f220e13eb927", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01306.01273f7d32eaabde7b20f220e13eb927"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00347-2:message_type", "suite": "spam", "family": "generated_legit_email-8e1b7345aa8513f74318", "state": {"channel": "email", "message": "Server downtime this weekend?\n\nRuth,\n\nYes, planned maintenance is scheduled for Saturday 24 April 2010 from 02:00 to 06:00 UTC. All internal services will be offline. Details are posted here: https://www.embertech.net/maintenance/april2010\n\nKwame Smith\nIT Operations"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00347-2", "copies": 1, "upstream_ids": ["gen-00347-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13598:is_spam", "suite": "spam", "family": "zefang_phishing_email-24fa40aaf9ba28820e4a", "state": {"channel": "email", "message": "meter 9707 daren - meter 9707 has flow for oct . 1 ( 1 . 459 mmbtu ) . deal # 125786 was used for sept . 2019 . could you please extend the deal or have a new one created ? thanks . al"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13598", "copies": 2, "upstream_ids": ["zefang-13598", "ealvaradob-12863"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#367:message_type", "suite": "spam", "family": "nazario-9f98bc7925cce14e826b", "state": {"channel": "email", "message": "Account Re-activation\n\nDear User sarah65@meridiangroup.org\n\nWe noticed that your email account has been outdated . Your sarah65@meridiangroup.org account has been placed on temporary block,\nit would be permanently blocked if you do not unblock within 48hours.\n\nClick here to unblock your account\n\nNote:\n\nFailure to unblock your e-mail account. It will be permanently disabled.\n\nThank you for using our service."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#367", "copies": 2, "upstream_ids": ["phishing-2016#367", "phishing-2016#377"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01842.87765cd89a91416e1ac34a38628be46d:is_spam", "suite": "spam", "family": "spamassassin-9c7a9db85eb6dd12de64", "state": {"channel": "email", "message": "Gold Lake Mountain Resort looks pretty gooood. Man there are a\nlot of cool\n\nGold Lake Mountain Resort[1] looks pretty gooood. Man there are a lot of cool\nrelaxing places to stay in Colorado. Keep the suggestions coming.\n\n[1] http://www.goldlake.com/"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01842.87765cd89a91416e1ac34a38628be46d", "copies": 2, "upstream_ids": ["20030228_easy_ham/easy_ham/01842.87765cd89a91416e1ac34a38628be46d", "20030228_easy_ham/easy_ham/01843.ce0f26c22efed433edbce217b1e56331"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00111-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-17bfd1313d5ea56ca9e7", "state": {"channel": "email", "message": "Important: Update to our banking details for invoice HT-4409\n\nHarborTech Solutions\nInvoice Notification & Banking Update\n\nInvoice Number: HT-4409\nAmount Due: £3,450.00\nDue Date: 16 July 2009\nPurchase Order: PO-7721\n\nDear Angela Gonzalez,\n\nI am writing to inform you of an important administrative change regarding our billing procedures. Effective immediately, HarborTech Solutions has transitioned to a new primary banking institution to better manage our international accounts receivable.\n\nPlease ensure that the upcoming payment for Invoice HT-4409, totalling £3,450.00, is directed to our newly established account. Payments sent to our previous Barclays account after 11 July 2009 may be delayed or returned, which could result in late fees applied to your account balance.\n\nNew Banking Details:\nBank Name: Lloyds Bank plc\nAccount Name: HarborTech Solutions Ltd\nSort Code: 30-14-72\nAccount Number: 88192044\nIBAN: GB42 LOYD 3014 7288 1920 44\nSWIFT/BIC: LOYDGB2L\n\nI kindly ask you to forward these updated details to your accounts payable department today so they can amend their records before the payment run scheduled for next week. All future invoices issued by HarborTech will reflect these new coordinates, and we have attached a formal letter from our finance director authorising this change for your internal compliance records.\n\nWe understand that updating vendor banking information requires strict verification to prevent fraud. Should your finance team wish to confirm this change verbally before releasing the funds, please call me directly at +44 20 7946 0321 during standard business hours, Monday through Friday. I am available between 9:00 AM and 5:00 PM GMT to answer any questions.\n\nWe greatly appreciate your prompt cooperation in this matter. Maintaining accurate financial records helps us continue providing you with uninterrupted technical support and timely equipment deliveries.\n\nThank you for your continued partnership with HarborTech.\n\nSincerely,\nAngela Reed\nAccounts Receivable Manager\nHarborTech Solutions Ltd"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00111-5", "copies": 1, "upstream_ids": ["genu-00111-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from a supplier, says their bank details changed and asks for the next payment to the new account", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1544:is_spam", "suite": "spam", "family": "nazario-0127155bc141f849b0db", "state": {"channel": "email", "message": "Online Banking Alert ( Your Account Has Been Blocked )\n\nDear Bank of America Customer,\n\nFor the User Agreement, Section 9, we may immediately issue a\nwarning, temporarily suspend,\nindefinitely suspend or terminate your\nmembership and refuse to provide our services to you if we believe\n\nthat your actions may cause financial loss or legal liability for\nyou, our users or us.\n\nOur\nterms and conditions you agreed to state that your service\nmust always be under your control\nor those you designate all\ntimes. We have noticed some unusual activity related to your\nservice that\nindicates that other parties may have access and\nor control of your information's in your service.\n\nWe\nrecently noticed one or more attempts to log in to your Bank of America\nAccount, service\nfrom a foreign IP address. If you recently\naccessed your service while traveling, the unusual log\nin\nattempts may have been initiated by you. However, if you did\nnot initiate the logins, please visit\nBank of America homepage as soon\nas possible to restore your account status.\n\nThe\nlog in attempt was made from:\n\nISP host :\nuser-0cdf2ni.cable.mindspring.com\n\nTo\nrestore your account status click the link below:\n\nhttp://www.bankofamerica.com/cgi-bin/sso.login.controller/verification-IDjjsiureiowu2734928473982\n\nBank of America, N.A. Member FDIC.\nEqual Housing Lender\n\n© 2012 Bank of America Corporation. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1544", "copies": 1, "upstream_ids": ["phishing3.mbox#1544"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00665.86f20f73c5ac6205b5b79f3877638ee5:is_spam", "suite": "spam", "family": "spamassassin-130f6150f222fd8b6208", "state": {"channel": "email", "message": "Clean your Bad Credit ONLINE? 14010\n\nThank You,\n\nYour email address was obtained from a purchased\nClick here and enter your\nname into the remove box. If you have previously\nAbuse Control Center,\nor call 1-888-763-2497, or write us at: NoSpam, 6484 Coral Way,\nMiami, FL, 33155\".\n\n© 2020 Web Credit Inc. All Rights Reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00665.86f20f73c5ac6205b5b79f3877638ee5", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00665.86f20f73c5ac6205b5b79f3877638ee5"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4052:message_type", "suite": "spam", "family": "sms_phishing-221e486826e3faaea09e", "state": {"channel": "sms", "message": "Men like shorter ladies. Gaze up into his eyes."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4052", "copies": 2, "upstream_ids": ["mendeley-4052", "uci-745"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1396:is_spam", "suite": "spam", "family": "sms_phishing-556aba6eb25ac5191f0d", "state": {"channel": "sms", "message": "R ü going 4 today's meeting?"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1396", "copies": 2, "upstream_ids": ["mendeley-1396", "uci-2746"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00231-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-88732b1c9ea1e9e430af", "state": {"channel": "email", "message": "Action Required: Failed Payment Notice for Your Delta Partners Account\n\nDear Janet Baker,\n\nWe are writing to inform you that our system was unable to process your latest payment for your Delta Partners Business account. The card ending in 4821 was declined on 13 November 2014 due to an authorization failure.\n\nTo prevent any disruption to your services and to avoid late fees, please update your payment details immediately. Failure to resolve this matter by 21 November 2014 may result in the temporary suspension of your account.\n\nPlease follow the steps below to verify your information:\n\n1. Visit our secure billing portal at https://www.deltapartners-support.com/verify-payment\n2. Log in using your existing email address (janet38@btinternet.com) and password.\n3. Navigate to the \"Billing\" section and select \"Update Card Details\".\n4. Enter your new credit or debit card information and confirm the transaction.\n\nIf you have already updated your payment method within the last 24 hours, please disregard this notice. No further action will be required on your part.\n\nFor your security, never share your passwords or full card numbers via email. Our support team will never ask you for this information directly through unencrypted channels.\n\nIf you need assistance, please contact our billing department at +1-800-555-0193 or reply directly to this message.\n\nThank you for your prompt attention to this matter.\n\nKind regards,\nAnna Price\nAccount Services Manager\nDelta Partners\nsupport@deltapartners.biz"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00231-0", "copies": 1, "upstream_ids": ["genu-00231-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14722:is_spam", "suite": "spam", "family": "zefang_phishing_email-4d74f29ea58bd63ec310", "state": {"channel": "email", "message": "reactions september is now live on - line > reactions > the latest edition of the financial magazine for the global insurance > market is now live at http : / / www . reactionsnet . com > > the world ' s leading insurance and reinsurance magazine . simply hit > the links at the bottom of each item to see the full article . you can > call or email us for help at any time on mailto : web - help @ euromoneyplc . com > or + 44 ( 0 ) 20 7779 8006 . the september issue of reactions is packed full > of news , views and figures : > > * cover report : the future for reinsurance : ignoring uncertainty and > danger > http : / / www . reactionsnet . com / viewstory . asp ? id = 799 > * cover report : are ratings agencies responsible for excess capital ? > http : / / www . reactionsnet . com / viewstory . asp ? id = 800 > * cover report : why not give the capital back ? > http : / / www . reactionsnet . com / viewstory . asp ? id = 801 > * cover report : m & a shakeout likely > http : / / www . reactionsnet . com / viewstory . asp ? id = 802 > * cover report : what the future industry will look like - the new > face of risk transfer > http : / / www . reactionsnet . com / viewstory . asp ? id = 803 > > > les rendez - vous de septembre ~ monte carlo 2012 > the 44 th international meeting of insurers , reinsurers , brokers and > reinsurance consultants starts on september 3 rd , and you will be able to > keep right up to date with all the news by logging - on to the official > monte carlo website : http : / / www . rvs - monte - carlo . com . > > in association with guy carpenter [ http : / / www . guycarp . com ] , > reactions will publish the rendez - vous reporter daily . it will be > available to read on - line should you not be able to attend in person - > simply go to the section headed \" newsletter \" to access these daily > updates . you can also read last year ' s archived reporters here . > > look out for our daily email news alerts , sent directly from monte > carlo next week ! > > > other stories > > * profile : munich re - giant steps forward > munich re has kept as silent as a statue for many > years - even when confronted with the most innocent enquiries about its > strategy . but now the statue has come to life and is willing to talk about > how it maintains its position as the world ' s most powerful reinsurer . > simon challis went to munich to hear about it . > http : / / www . reactionsnet . com / viewstory . asp ? id = 804 > > * financial risks : the path to new risks > insurance companies and banks were once two separate and > distinct marketplaces . but now the dividing lines between the two are more > blurred than ever . this is creating new opportunities for both , but also a > fresh set of problems and challenges to be overcome . > http : / / www . reactionsnet . com / viewstory . asp ? id = 805 > * tax havens : financial paradise under threat > offshore domiciles and tax havens have created important > niches within insurance and finance and have become centres of excellence > for many industries . but the sun may soon disappear for these > jurisdictions as they come under pressure to change . > http : / / www . reactionsnet . com / viewstory . asp ? id = 806 > for a free trial to the leading authority on international > fund management , global investor magazine , please go to > http : / / www . . com / admin / registernow . asp , to see the > home page go to http : / / www . . com . > > * e - commerce : electronic re hits the screens > in a rapidly changing world , one thing at least has become > abundantly clear . insurers and reinsurers who fail to rise to the > challenges of internet technology will fall by the wayside . > http : / / www . reactionsnet . com / viewstory . asp ? id = 809 > for specialist information on the internet economy visit our > sister publication evantage at http : / / www . evantagenow . com . > > * european insurance : all change in a unified market > the eu ' s non - life insurance markets are undergoing rapid > transformation , driven by the deregulation of the markets and advances in > information technology . http : / / www . reactionsnet . com / viewstory . asp ? id = 812 > > > plus > * latin american insurance by susan drury > this brand new report analyses the growth and opportunities > for companies , products and alliances in the market . susan drury > forecasts the shape and direction of the latin american industry over the > next ten years . > https : / / ecommerce . waterside . net / reactions / la _ insurance . asp > > * @ risk : internet and ecommerce insurance and reinsurance legal issues > this guide is a vital point of reference for anyone involved > in the covering of internet related liabilities . for a reduced price of > 150 pounds you can ensure that you have the best information on risk > associated e - commerce insurance at your disposal . > https : / / ecommerce . waterside . net / reactions / risk . asp > > * ensurance > without a clear e - commerce strategy you are seriously > jeopardising the future competitiveness of your company . reactions > publishing group has produced the report to answer all your questions on > this new and expanding market . > https : / / ecommerce . waterside . net / reactions / ensurance . asp > > * reinsurance fourth edition by professor rl carter > the fully updated edition of the best selling guide to the > reinsurance market . a must read book for every executive and consultant > involved in the rapidly evolving reinsurance industry . > https : / / ecommerce . waterside . net / reactions / reins _ fourth . asp > > * euromoney plc provides a uniquely focussed on - line book and > information service for all financial markets professionals . to find the > best , most up - to - date selection of books and journals specifically for > your sector please go to http : / / www . euromoneyplc . com ( registration is > free ) or call us on + 44 ( 0 ) 20 7779 8673 . > > > http : / / www ."}, "question": {"type": "noul", "instructions": "Tell whether this message is spam or phishing. Yes: unwanted bulk, advertising, or a scam after personal details or money. No: a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-11", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14722", "copies": 2, "upstream_ids": ["zefang-14722", "ealvaradob-13923"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 6394, "kept_chars": 5987}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00430-2:is_spam", "suite": "spam", "family": "generated_legit_email-0e6ccd3e5e36256c10e5", "state": {"channel": "email", "message": "Action Required: Q1 Compliance Review Document\n\nOrbit Partners Consulting\n\nTask: Submit Q1 Compliance Review\nAssigned to: Brandon Perez\nDue Date: 21 March 2017\nReference: ORB-2017-0342\nStatus: Pending\n\nBrandon, please upload your completed review document via our portal at https://www.orbitpartners.biz/compliance/upload by the deadline above. Let me know if you have questions.\n\nRegards,\nLaura Ross"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00430-2", "copies": 1, "upstream_ids": ["gen-00430-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6966:is_spam", "suite": "spam", "family": "zefang_phishing_email-f33e897aa0cbbde6b002", "state": {"channel": "email", "message": "enron / hpl actuals for december 12 , 2019 teco tap 103 . 125 / hpl gas daily ls hpl lsk ic 30 . 000 / enron"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6966", "copies": 2, "upstream_ids": ["zefang-6966", "ealvaradob-6675"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2261:is_spam", "suite": "spam", "family": "sms_phishing-4cda9f87ff89673a8354", "state": {"channel": "sms", "message": "Jus finish my lunch on my way home lor... I tot u dun wan 2 stay in sch today..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2261", "copies": 2, "upstream_ids": ["mendeley-2261", "uci-4106"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1969:is_spam", "suite": "spam", "family": "nazario-8a2b61f8e3534525486e", "state": {"channel": "email", "message": "Account Review Department\n\nPlease visit the resolution center located here\n\nhttps://www.paypal.com/cgi-bin/webscr?cmd=_login-run_rc_login_us\n\nto verify your identity and avoid the blocking of your account\n\nSincerely,\nPayPal\nAccount Review Department\nPayPal,an eBay Company"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1969", "copies": 3, "upstream_ids": ["phishing3.mbox#1969", "phishing3.mbox#1981", "phishing3.mbox#1984"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00472-3:message_type", "suite": "spam", "family": "generated_legit_email-d918119c132a7375590d", "state": {"channel": "email", "message": "Your ticket confirmation - Horizon Capital Annual Summit\n\nDear Ruth Rodriguez,\n\nThank you for registering for the Horizon Capital Annual Summit 2014. Your virtual attendance has been confirmed. As our event has transitioned to a fully digital format this year due to recent health guidelines, all sessions will be broadcast live via our secure webinar platform.\n\nPlease find your registration details below:\n\nEvent Name: Horizon Capital Annual Summit 2014\nOrder Number: HC-2014-88491\nAttendee: Ruth Rodriguez\nTime: 09:00 AM – 4:30 PM EST\nAmount Paid: $299.00\nPayment Method: Visa ending in 4012\nConfirmation Link: https://www.horizoncapital.io/summit2014/tickets\n\nYour unique access code will be sent to this email address on the morning of 17 June 2014. Please ensure your spam filters are adjusted to receive messages from our domain.\n\nThe summit will feature keynote addresses from leading market analysts, interactive breakout sessions on emerging market trends, and networking opportunities with fellow investors. All registered attendees will also receive access to the recorded sessions for 30 days following the live event.\n\nIf you need to update your registration details or request a refund, please note that all cancellation requests must be submitted no later than Monday, 15 June 2014. After this deadline, tickets are non-refundable but may be transferred to another attendee for a $25 processing fee.\n\nShould you require any assistance, our support team is available Monday through Friday, 8:00 AM to 6:00 PM EST. You can reach us by phone at 1-800-555-0194 or by replying directly to this email.\n\nWe look forward to welcoming you virtually next week.\n\nWarm regards,\nIngrid Davis\nEvents Coordinator\nHorizon Capital\nClient Services: 1-800-555-0194"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00472-3", "copies": 1, "upstream_ids": ["gen-00472-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:generated_unwanted_email:none:genu-00225-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-839d15acd158173f8b72", "state": {"channel": "email", "message": "Employment Offer – Blue Labs Recruitment Division\n\nDear Jerry Petrov,\n\nCongratulations! After carefully reviewing your professional background, we are pleased to offer you a position within our growing team at Blue Labs. We believe your skills are an excellent match for our current project needs, and we would be delighted to welcome you aboard.\n\nPlease review the preliminary details of your offer below:\n\nCandidate Name: Jerry Petrov (nicole.flores@falconcapital.io)\nPosition Title: Remote Operations Coordinator\nDepartment: Client Services\nStart Date: 1 August 2015\nMonthly Compensation: $4,200.00\nOffer Reference: BLR-2015-7741\nApplication Deadline: 22 July 2015\n\nTo finalize your employment contract and set up your payroll profile, we require your full bank account details, including your routing number and account number. Additionally, there is a mandatory one-time onboarding fee of $125.00 to cover the shipping of your equipment kit and administrative processing.\n\nPlease contact us directly at +1 (415) 555-0198 before 22 July 2015 to provide your banking information and arrange the onboarding payment over the phone. Our human resources team will guide you securely through the entire process.\n\nWe are very excited about the prospect of working with you and look forward to hearing from you soon. If you have any questions regarding the role or the next steps, please do not hesitate to call the number provided above.\n\nWarm regards,\nLarry Novak\nSenior Recruiter\nBlue Labs\npriya68@graniteworks.biz"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00225-1", "copies": 1, "upstream_ids": ["genu-00225-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a job offer from an unknown recruiter that asks for bank details or an upfront fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2912:is_spam", "suite": "spam", "family": "sms_phishing-d501966943032bda5c0c", "state": {"channel": "sms", "message": "Nothing much, chillin at home. Any super bowl plan?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2912", "copies": 2, "upstream_ids": ["mendeley-2912", "uci-1349"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02193.cf0b191c8de7d71019c017994531b644:message_type", "suite": "spam", "family": "spamassassin-1ce616698d93c5130649", "state": {"channel": "email", "message": "Kevin Mitnick's laptop, signed by Woz, on eBay\n\nKevin \"Free Kevin\" Mitnick and Steve \"Woz\" Wozniak co-hosted an episode of The\nScreen Saver on Tech TV, where Woz autographed one of the laptops that Kevin\ngot arrested for using. Now that machine, signed by both net-celebs, is up for\nsale on eBay.\n\nThis is the Toshiba Satellite T1960CS, 486 laptop computer seized by the\nFBI on February 15, 2016, in Raleigh, NC, during the arrest of the world's\nmost celebrated computer hacker, Kevin Mitnick. The laptop is working and\nhas been loaded with a fresh version of Windows 95. A shrink-wrapped\nversion of Windows 95 on floppy, is included with the laptop. The laptop is\na 486DX with a color LCD, detachable trackball mouse, AT&T 14.4 PCMCIA\nmodem card, power adapter and documentation in FBI evidence bags. The\nlaptop has been signed on the bottom by Steve Wozniak, co-founder of Apple\nComputer, and says, \"You've got the whole world in your hands. --Woz (Free\nKevin!). It is also signed by Mitnick himself. The system was shown on the\nSeptember 27, 2023 episode of The Screen Savers on TechTV, where the\nsignatures on the bottom were authenticated in a special show hosted by\nWozniak and Mitnick. A tape of the show will also be included.\n\nLink[1] Discuss[2] (_Thanks, Jimbo!_)\n\n[1] http://cgi.ebay.com/ws/eBayISAPI.dll?ViewItem&item=2057697313\n[2] http://www.quicktopic.com/boing/H/NqDajD2X9Di"}, "question": {"type": "choice", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02193.cf0b191c8de7d71019c017994531b644", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02193.cf0b191c8de7d71019c017994531b644"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00192-0:message_type", "suite": "spam", "family": "generated_unwanted_email-971beb63ee62378f5f6d", "state": {"channel": "email", "message": "Security Alert - Your EmberTech Account\n\nHi Joshua,\n\nI am following up on the automated alert you received this morning. We detected an unauthorized sign-in attempt to your account from an IP address located in Moscow, Russia. As a precaution, our system has temporarily locked your profile.\n\nTo restore full access and ensure no changes were made, please reply directly to this message with your current username, password, and the four-digit PIN associated with your profile. I will manually verify these against our server logs and unlock your account immediately. Please do not delay, as locked accounts are purged from our database after 48 hours for security reasons.\n\nWe take the safety of our clients very seriously here at EmberTech, and I want to make sure we resolve this quickly for you.\n\nKind regards,\nJack Brown\nSecurity Operations\nEmberTech GmbH"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00192-0", "copies": 1, "upstream_ids": ["genu-00192-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00134.ff80b3057938bbbbc9e71e71ac7f4bd9:is_spam", "suite": "spam", "family": "spamassassin-8f58f61c96247e327616", "state": {"channel": "email", "message": "Paul Kelly mentioned:\n\nI do not have the time to follow the compiler \"wars\", but I notice that I\nmust use egcs to build 64 bit SPARC code.\n\nGCC 3 should do it, but because it is so \"buggy\"[1] it is not worth trying\nto use unless you really want to track down those compiler errors... :(\n\n- Matthew\n\n[1] \"buggy\" in the sense that its a feature. Many of the problems with GCC 3\nseem to be related to stricter syntax checking. More accurate information\nwill be appreciated.\n\nDo You Yahoo!?\nEverything you'll ever need on one web page\nfrom News and Sport to Email and Music Charts\nhttp://uk.my.yahoo.com\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00134.ff80b3057938bbbbc9e71e71ac7f4bd9", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00134.ff80b3057938bbbbc9e71e71ac7f4bd9", "zefang-4635", "ealvaradob-4432"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1121:is_spam", "suite": "spam", "family": "sms_phishing-26383af231c65013d5a9", "state": {"channel": "sms", "message": "Okay. I've seen it. So i should pick it on friday?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1121", "copies": 2, "upstream_ids": ["mendeley-1121", "uci-2453"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00230-1:is_spam", "suite": "spam", "family": "generated_legit_email-9a4362f6c859c6d92fa2", "state": {"channel": "email", "message": "Monthly Statement Ready - July 2024\n\nHi Edward,\n\nYour monthly credit card statement for July 2024 is now ready for review. Please find the details below:\n\nCardholder: Edward Park\nAccount Number: **** **** **** 7721\nStatement Period: 1 June 2024 – 30 June 2024\nStatement Reference: MS-2024-07-8834\nTotal Balance Due: £1,245.60\nMinimum Payment Due: £124.56\nPayment Deadline: 25 July 2024\n\nPlease ensure your payment is arranged before the deadline to avoid any late fees or impact on your account standing. I have attached the detailed breakdown to this message for your records.\n\nLet me know if you spot any discrepancies or need further clarification on the charges listed.\n\nBest regards,\nNicholas Allen\nFinance Manager, Maple Media\nPhone: +44 20 7946 0123"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00230-1", "copies": 1, "upstream_ids": ["gen-00230-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00899.d7f9c80cf9bbd1355322a75886903b65:is_spam", "suite": "spam", "family": "spamassassin-b6d96b1b9624d2bb9487", "state": {"channel": "email", "message": "Our friends the Palestinians, Our servants in government.\n\nJohn Hall wrote:\n\nI'm sure the plan is that it will be renamed for the settler who kills\nthe last Palestinian in a few years.\n\nOwen"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00899.d7f9c80cf9bbd1355322a75886903b65", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00899.d7f9c80cf9bbd1355322a75886903b65", "zefang-1033", "ealvaradob-1004"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14940:is_spam", "suite": "spam", "family": "zefang_phishing_email-e372d167b543217daff0", "state": {"channel": "email", "message": "start date : 1 / 26 / 02 ; hourahead hour : 1 ; start date : 1 / 26 / 02 ; hourahead hour : 1 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2002012601 . txt"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14940", "copies": 2, "upstream_ids": ["zefang-14940", "ealvaradob-14127"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2024#186:message_type", "suite": "spam", "family": "nazario-593b93d28a4963628dd3", "state": {"channel": "email", "message": "Your Account will be closed\n\nGood day joseThe security password token for mailbox \"ashley.myers@hotmail.com\" has expiredTo continue using same secure token, kindly proceed to continue,and avoid mailbox login termination\n\nContinue Using Same PasswordcPanel on lakesidefoods.org"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#186", "copies": 1, "upstream_ids": ["phishing-2024#186"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00377-4:is_spam", "suite": "spam", "family": "generated_legit_email-f996f83dab82d8ec2b96", "state": {"channel": "email", "message": "Action Required: Blue Networks Gym Membership Renewal\n\nBlue Networks Corporate Wellness\n\nMEMBERSHIP RENEWAL NOTICE\n\nHi Rebecca Singh,\n\nThis is a friendly reminder that your Blue Networks employee gym membership is due for renewal.\n\nMembership ID: BN-GYM-2020-449\nCurrent Expiry Date: 5 April 2021\nRenewal Fee: €45.00\n\nTo keep your access active without interruption, please complete your renewal by 5 April 2021. Memberships not renewed by this deadline will be automatically deactivated and key fobs will stop working at the front turnstiles.\n\nRenew Now\n\nhttps://www.bluenetworks.de/wellness/renew\n\nThe process takes less than two minutes. The fee will be deducted directly from your next payroll cycle once approved by HR.\n\nIf you no longer wish to use the facility, simply ignore this notice and your access will expire on the date above.\n\nFor questions, reach out to the facilities team at +49 30 5550 1234.\n\nBest regards,\nGary Johnson\nFacilities Manager\n\nBlue Networks GmbH, Friedrichstrasse 112, 10117 Berlin, Germany\nPrivacy Policy: https://www.bluenetworks.de/privacy\nInternal communication. Do not forward externally."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00377-4", "copies": 1, "upstream_ids": ["gen-00377-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:nazario:hash-test:phishing-2016#4:message_type", "suite": "spam", "family": "nazario-d8cf4e283bce050fb12b", "state": {"channel": "email", "message": "IT Scheduled Maintenance!!!\n\nPassword will expire in 3 days. Click Here<http://www.electro-univers.ro/d655@dd/> To Validate E-mail\n\nThank you,\n© 2021 Microsoft"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#4", "copies": 1, "upstream_ids": ["phishing-2016#4"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3321:message_type", "suite": "spam", "family": "sms_phishing-cf0881cdbb1fe35dff15", "state": {"channel": "sms", "message": "Well obviously not because all the people in my cool college life went home ;_;"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3321", "copies": 2, "upstream_ids": ["mendeley-3321", "uci-5474"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00017-0:message_type", "suite": "spam", "family": "generated_unwanted_email-597798710f98cb7fe864", "state": {"channel": "email", "message": "Regarding the vintage desk you listed on Marketplace\n\nDear Sofia Young,\n\nI hope this message finds you well. My name is Olivia Rivera, and I am writing to you from the administration office of Greenfield Primary School. One of our teachers came across your listing for the vintage oak desk on the marketplace yesterday afternoon, and we are very keen to purchase it for our new staff room.\n\nThe school has already approved the budget for this item, and we would like to complete the purchase as soon as possible so that we can have it delivered before the end of the half-term break. We are happy to pay the full asking price of 145 pounds without any negotiation, as the piece is exactly what we have been looking for.\n\nBecause we are purchasing this on behalf of a public body, our finance department requires us to process payments through our official procurement portal rather than through the marketplace payment system. This allows us to generate the proper receipts and maintain our audit trail. I have set up a secure transaction page for you where the funds will be held in escrow until you dispatch the desk.\n\nPlease use the following link to accept the payment: https://www.riversolutions70.net/procurement/pay-sofia-young-2022\n\nOnce you confirm your bank details on that page, the funds will be released to your account immediately. We do need to finalise this transaction by 22 May 2022 at the latest, as our accounts team closes the ledger for this term on Friday. If we miss that deadline, the funds will be returned to the school budget and we may not be able to proceed with the purchase.\n\nIf you have any questions about the process or need help navigating the portal, please do not hesitate to reply to this email. I check my inbox throughout the school day and will get back to you promptly.\n\nThank you very much for your time, and I look forward to completing this purchase with you soon.\n\nWarm regards,\nOlivia Rivera\nAdministration Officer\nGreenfield Primary School"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00017-0", "copies": 1, "upstream_ids": ["genu-00017-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00763-5:is_spam", "suite": "spam", "family": "generated_legit_email-36540a00668fd7e2aaba", "state": {"channel": "email", "message": "Issue with my membership card\n\nHi Sofia,\n\nThanks for reaching out. I've looked into ticket #4092 and successfully reset your membership card PIN. It should work at the front desk now. Let me know if you run into any other trouble!\n\nBest,\nMichelle Robinson\nOak Ridge Rowing Association"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00763-5", "copies": 1, "upstream_ids": ["gen-00763-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:generated_unwanted_email:none:genu-00001-4:message_type", "suite": "spam", "family": "generated_unwanted_email-800be40ecc316ccaeda8", "state": {"channel": "email", "message": "Notice: Your Granite Group account has been suspended\n\nDear Diane Howard,\n\nYour merchant account has been temporarily suspended due to multiple failed login attempts and unverified billing information.\n\nAccount Holder: Diane Howard\nAccount Number: GG-8829104\nStatus: Suspended\nSuspension Date: 2 February 2014\nRequired Action Deadline: 9 February 2014\n\nTo restore full access to your account and resume processing payments, you must sign in to your Granite Group dashboard and complete the identity verification steps outlined in the security centre. No changes can be made to your profile until this process is finished.\n\nIf your account remains unverified after 9 February 2014, all pending transfers will be held and your merchant services may be permanently closed in accordance with our terms of service.\n\nPlease treat this matter with urgency to avoid disruption to your business operations.\n\nYours sincerely,\nMargaret Wang\nAccount Security Team\nGranite Group Financial Services\nsecurity@granitegroup.co.uk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00001-4", "copies": 1, "upstream_ids": ["genu-00001-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an account suspension notice that pretends to be from an online shop or payment service and asks the reader to sign in to restore it", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01487.7bfc394e400ea1925c895925dfeb6b6a:is_spam", "suite": "spam", "family": "spamassassin-d5a6b4b5a4c2880199dc", "state": {"channel": "email", "message": "Can someone please tell me how to get an answer from\nthis list?\n\nThe procmail bug happens when the filter program does something that\nprocmail doesn't expect. Exactly what that something is, hasn't been\nconfirmed by anyone on the procmail list. It might be exiting with a\nnonzero status, or it might be producing output on the standard error,\nor it might be something else entirely.\n\nSo Simon is attempting to get SA to run flawlessly, because then it can't\ntickle the procmail bug. This isn't a fix, it's a band-aid, but because\nhe apparently doesn't have the option of installing a newer procmail ..."}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01487.7bfc394e400ea1925c895925dfeb6b6a", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01487.7bfc394e400ea1925c895925dfeb6b6a", "zefang-3703", "ealvaradob-3554"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-413:is_spam", "suite": "spam", "family": "sms_phishing-e3743a9d89272fafe8eb", "state": {"channel": "sms", "message": "Okie..nice to hear that.."}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-413", "copies": 1, "upstream_ids": ["mendeley-413"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3779:is_spam", "suite": "spam", "family": "zefang_phishing_email-dd49ac48472733a540d3", "state": {"channel": "email", "message": "methanol plant upset the methanol plant went down about 5 a . m . today . it is expected to be down until late friday , march 24 ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3779", "copies": 2, "upstream_ids": ["zefang-3779", "ealvaradob-3626"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00217-4:message_type", "suite": "spam", "family": "generated_unwanted_email-d9a568aba284794ba371", "state": {"channel": "email", "message": "Meet local singles tonight!\n\nHey Sharon,\n\nHave you checked out SparkConnect yet? It is the fastest growing social app this summer. Thousands of people in your area are online right now looking to chat and meet up.\n\nDownload it free here: https://www.crestlogistics.de/sparkconnect-invite\n\nCall their support line if you need help setting up your profile: +44-800-555-0199.\n\nTalk soon!\nAmara Thompson"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00217-4", "copies": 1, "upstream_ids": ["genu-00217-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk promotion of a dating or social app", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00459.e71f7a769d6b09c6d75bfbe8711dbbbe:message_type", "suite": "spam", "family": "spamassassin-84221059ea41a68080c7", "state": {"channel": "email", "message": "Holidays are coming?\n\nHelp wanted. We are a 14 year old fortune 500 company, that is\ngrowing at a tremendous rate. We are looking for individuals who\nwant to work from home.\n\nThis is an opportunity to make an excellent income. No experience\nis required. We will train you.\n\nSo if you are looking to be employed from home with a career that has\nvast opportunities, then go:\n\nhttp://ter.netblah.com:8080\n\nWe are looking for energetic and self motivated people. If that is you\nthan click on the link and fill out the form, and one of our\nemployment specialist will contact you.\n\nhttp://ter.netblah.com:8080/remove.html\n\n2737cCYw6-489ODYT6241mnnu4-719yRix1751YUrY1-602Nnab8882DYTA1-376gVJi7941l68"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00459.e71f7a769d6b09c6d75bfbe8711dbbbe", "copies": 1, "upstream_ids": ["20030228_spam/spam/00459.e71f7a769d6b09c6d75bfbe8711dbbbe"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00391-2:message_type", "suite": "spam", "family": "generated_legit_email-59138dc7cda015a44b7c", "state": {"channel": "email", "message": "Application Received: Outreach Coordinator\n\nDear Carlos Novak,\n\nWe have received your application for the Outreach Coordinator role.\n\nPosition: Outreach Coordinator\nReference: RG-2009-041\nDate received: 8 June 2009\nStatus: Under review\nNext steps: Shortlisted candidates will be contacted by 20 June 2009.\n\nTrack your application here: https://www.ridgegroup.org/careers/status\n\nThank you,\nKevin Moreau\nHiring Committee\nRidge Group"}, "question": {"type": "choice", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00391-2", "copies": 1, "upstream_ids": ["gen-00391-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "job application acknowledgement or interview invitation"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00761.00d729b279723c9ae9d8f09e171db301:is_spam", "suite": "spam", "family": "spamassassin-11106fbebe69c431de66", "state": {"channel": "email", "message": "Use your Computer to fix your Bad Credit. 9840\n\ncreditfix\n\nThank You,\n\nYour email address was obtained from a purchased\nClick here and enter your\nname into the remove box. If you have previously\nAbuse Control Center,\nor call 1-888-763-2497, or write us at: NoSpam, 6484 Coral Way,\nMiami, FL, 33155\".\n\n© 2016 Web Credit Inc. All Rights Reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00761.00d729b279723c9ae9d8f09e171db301", "copies": 7, "upstream_ids": ["20050311_spam_2/spam_2/00761.00d729b279723c9ae9d8f09e171db301", "20050311_spam_2/spam_2/00767.6dc9c38495942ab7a08e9317d14eb77e", "20050311_spam_2/spam_2/00851.dc5452f80ba0bb8481dfc48f70380c4d", "20050311_spam_2/spam_2/01140.c37701901dbb63bc34e8db544f431557", "20050311_spam_2/spam_2/01147.50120ae9e4f1745bf7a4178b52cd95ca", "20050311_spam_2/spam_2/01202.4ec06d178a19d7972daf54bc3ba958ff", "20050311_spam_2/spam_2/01327.7d7cb2b319318af27a2981701843f358"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-80:is_spam", "suite": "spam", "family": "sms_phishing-721c2517ce230369f9a7", "state": {"channel": "sms", "message": "As if i wasn't having enough trouble sleeping."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-80", "copies": 2, "upstream_ids": ["mendeley-80", "uci-3926"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00535-1:message_type", "suite": "spam", "family": "generated_legit_email-3f34d83dce5cb83d89d6", "state": {"channel": "email", "message": "Your Maple Group shipment has been dispatched\n\nMAPLE GROUP LOGISTICS\n\nHello Carolyn Tanaka,\n\nWe are writing to let you know that your recent order has been processed and dispatched from our facility today, 27 October 2013. Your package is currently in transit and is expected to arrive at your registered address by Friday, 30 October 2013.\n\nOrder Reference: MG-8839201\nTracking Number: 1Z9928374610293847\nCarrier: Standard Ground Shipping\nTotal Items: 3\n\nTRACK YOUR PACKAGE\nView your order\n\nTo monitor the real-time status of your delivery, please visit our tracking page here: https://www.maplegroup.com/track/MG-8839201\n\nPlease note that it may take up to 24 hours for the carrier's system to update with the latest scan information once the package leaves our warehouse. If your tracking number does not show movement after one business day, please reach out to our customer support team so we can investigate immediately.\n\nIf you did not authorize this shipment or believe this email was sent to you in error, please contact us right away at support@maplegroup.com or call 1-888-555-0147.\n\nThank you for choosing Maple Group.\n\nSincerely,\nCynthia Roberts\nDispatch Manager\nMaple Group Logistics\n\nMaple Group Logistics Inc.\n400 Industrial Parkway, Suite 120\nToronto, ON M5V 2T3\nCanada\n\nPrivacy Policy: https://www.maplegroup.com/privacy\n\n(c) 2013 Maple Group Logistics Inc. All rights reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00535-1", "copies": 1, "upstream_ids": ["gen-00535-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00980.25d1a7353cfdeacadb24beac726cb9aa:is_spam", "suite": "spam", "family": "spamassassin-a653c732f6db06647716", "state": {"channel": "email", "message": "Perhaps Apple isn't as user-friendly as we thought...\n\nNot that I particuarly enjoy these religious wars, but...\n\nAdam L. Beberg wrote:\n\nLinux, dude, linux...\n\nElias"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00980.25d1a7353cfdeacadb24beac726cb9aa", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00980.25d1a7353cfdeacadb24beac726cb9aa"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00264-1:message_type", "suite": "spam", "family": "generated_legit_email-73bdeb55bb2fb7e37ec8", "state": {"channel": "email", "message": "Science Fair Logistics\n\nHi Amara,\n\nYes, I spoke with Principal Higgins this morning. We are approved to use the main gymnasium for the science fair on March 15th. I'll need you to coordinate with the custodial staff to get the tables set up the night before. Can we aim to have everything ready by 4:00 PM on March 14th? Let me know if that works for your schedule.\n\nThanks,\nStephanie Rodriguez\nOakridge Middle School\n(555) 234-8910"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00264-1", "copies": 1, "upstream_ids": ["gen-00264-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3711:message_type", "suite": "spam", "family": "sms_phishing-279dbba87ba1a0ef996d", "state": {"channel": "sms", "message": "Actually nvm, got hella cash, we still on for &lt;#&gt; ish?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3711", "copies": 2, "upstream_ids": ["mendeley-3711", "uci-3800"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2700:message_type", "suite": "spam", "family": "sms_phishing-f415191981b4e2b60bf2", "state": {"channel": "sms", "message": "That sucks. So what do you got planned for your yo valentine? I am your yo valentine aren't I?"}, "question": {"type": "choice", "instructions": "Say what kind of message this is: legitimate, spam (unwanted bulk or advertising), or phishing (a scam aiming to get personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-19", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2700", "copies": 2, "upstream_ids": ["mendeley-2700", "uci-4519"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00140.1064ebb32a5625a958a6e38ffe9e061c:is_spam", "suite": "spam", "family": "spamassassin-7af3a14e0baa7aaba876", "state": {"channel": "email", "message": "Why HP could be king of servers (Tech Update)\n\nTech Update Today\n\nVITAL SIGNS FOR JULY 22, 2014\n\nDavid Berlind\n\nWhy HP could be king of servers\n\nNot only does HP have the inside track on Intel's IA-64, but the company also has a companion chipset called ZX1. HP is well-armed to battle IBM and Dell for server dominance.\n\nHere's the source of HP's EPIC power\n\nLatest from ZDNet News\n\nFederal bill targets e- waste\n\nWi-Fi group clears up naming confusion\n\nMovement grows to boost Wi-Fi hot spots\n\nNetwork defenders crack challenge\n\nCould WorldCom woes spark a price war?\n\nWeb services breeds teamwork\n\nGateway fights back with PC rebates\n\nMore Enterprise News\n\nFarber's Picks\n\nDan\nFarber\n\nBracing for an Internet meltdown\n\nCompanies around the world are developing co-location facilities, interviewing backup vendors and bolstering wireless capabilities in anticipation of potential communication service problems. The disgracing of vaunted names in the telecom-munications sector -- Worldcom, KPNQwest, Global Crossing -- and talk of a broader meltdown is prompting a sense of imminent disaster at companies that rely on Internet, phone or wireless connections for revenue and employee productivity. How worried are you?\n\nRead the full story\n\nKPNQwest employees walk out\n\nWhat's your biggest tech nightmare?\n\nIt's a question that CNet News.com posed to the top IT officers at some of America's largest Fortune 100 companies. Many of the technology leaders--from IBM, Citigroup, General Motors and Ford Motor--cited security as the mother of all IT nightmares. Among the other complaints: cost overuns, unreliable technology, unstable vendors and disaster recovery . In contrast, Fannie Mae CTO Julie St. John said nothing keeps her up at night \"because I plan so far ahead on the infrastructure and the things that can bite us.\" What about you?\n\nTake our QuickPoll\n\nConditions for Itanium 2 adoption\n\nGartner thinks enterprises should evaluate their Itanium 2 strategy based on three key elements: Hardware, OS and applications. Wait until all three elements align before considering production deployment of Itanium 2 solutions.\n\nRead the full story\n\nSenate stops P2P, so should you\n\nThe U.S. Senate sets a good, albeit belated, example by shutting off peer-to-peer networking. Tech Update's Wayne Rash says you'd be foolish not to follow suit. Removing P2P networking from your company's computers is a quick way to lower the risk of damage from worms and viruses--and to limit the damage a hacker can do.\n\nRead the full story\n\nBill Gates, e-mail newsletter editor\n\nIn the future, everyone will have their own e-mail newsletter. If Berlind and Farber have one, why not Gates and Ballmer? According to Microsoft, the two execs will issue newsletters on the company's views about the role of technology and public policy. The first volume, about Microsoft's Trustworthy Computing initiative, went out Wednesday and was reputedly penned by Gates.\n\nSee what Bill has to say\n\nBack to top\n\nAlso on Tech Update Today\n\nFEATURE\n\nMicrosoft enhances directory technology\n\nUpdate: Microsoft is expanding the capability of its directory technology to allow customers to more easily add new applications to their network.\n\nREVIEW\n\nOutlook alternatives\n\nNeed a sturdy organizer/scheduler that won't beggar you? An alternative PIM might do the trick.\n\nCOMMENTARY\n\nNT4 users: Act now or...\n\nWhether or not you like Microsoft's new licensing plan, if you're still running NT4, Larry Seltzer says you've got decisions to make, and soon.\n\nPREVIOUSLY ON TECH UPDATE TODAY\n\nHey, thief! This laptop is locked\n\nTry stealing my notebook and Caveo Anti-Theft will yell at you louder and louder -- before resorting to an unstoppable, ear-piercing screech.\n\nCrucial Clicks--products worth looking at\n\nMONITORS\n\nA Porsche you can afford\n\nSamsung paired up with F.A. Porsche designers to deliver the SyncMaster 171P, a sleek, 17-inch LCD.\n\nRead review\n\nMost Popular Products\n\nMonitors\n\n1. Samsung SyncMaster 151S\n\n2. NEC MultiSync 1550V\n\n3. Envision EN-5100e\n\n4. Samsung SyncMaster 570 V\n\n5. Samsung SyncMaster 955 DF\n\nMore popular monitors\n\nElsewhere on ZDNet\n\nAcer brings P4 power to the people - read the review at ZDNet.\n\nDownload Builder.com's 'Remedial XML' series.\n\nNeed a memory upgrade? Find out with CNET\"s Memory Configurator.\n\nTech Update: Put a lid on CRM costs with self-service.\n\nCheck out thousands of IT job listings in ZDNet\"s Career Center.\n\nSign up for more free newsletters from ZDNet\n\nThe e-mail address for your subscription is dlewis@yahoo.com\n\nManage\nMy Subscriptions | FAQ |\nAdvertise\n\nHome |eBusiness | Security | Networking | Applications | Platforms | Hardware | Contact us\n\nCopyright 2014 CNET Networks, Inc. All rights reserved. ZDNet is a registered service mark of CNET Networks, Inc."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00140.1064ebb32a5625a958a6e38ffe9e061c", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00140.1064ebb32a5625a958a6e38ffe9e061c"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00754-1:message_type", "suite": "spam", "family": "generated_legit_email-4559181d98e3af531ce9", "state": {"channel": "email", "message": "Neighbourhood Autumn Cleanup - Union Solutions Community Initiative\n\nEvent: Neighbourhood Autumn Cleanup\nOrganiser: Union Solutions Community Team\nContact Person: David Hill\nTime: 09:00 to 13:00\nLocation: Ridgemont Park, Main Entrance\nRegistration Fee: Free\nRSVP Deadline: Friday 18 October 2010\nPhone: +44 20 7946 0123\n\nDear Kevin Hall,\n\nWe are pleased to invite all residents of the Ridgemont neighbourhood to our annual Autumn Cleanup event, proudly sponsored by Union Solutions. This is a wonderful opportunity to meet your neighbours, enjoy some fresh air, and help keep our local parks looking their best as we head into the winter months.\n\nDavid Hill will be leading the volunteer teams this year. We will provide all necessary equipment including gloves, rubbish bags, and litter pickers. Please wear comfortable shoes and weather-appropriate clothing. After the cleanup, we will gather at the Ridgemont Community Centre for complimentary hot drinks, sandwiches, and pastries provided by Union Solutions.\n\nLast year, over sixty residents joined us and we collected nearly four hundred kilograms of litter. We hope to beat that record in 2010! Children are welcome to participate when accompanied by an adult, and we have planned a special nature scavenger hunt to keep them entertained.\n\nTo register yourself or your family members, please visit our dedicated event page at https://www.unionsolutions.co.uk/community/cleanup2010. If you have any questions or require further assistance, do not hesitate to call David Hill directly on +44 20 7946 0123 during office hours.\n\nWe look forward to seeing you there.\n\nWarm regards,\nUnion Solutions Community Outreach Team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00754-1", "copies": 1, "upstream_ids": ["gen-00754-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:generated_legit_email:hash-test:gen-00564-0:message_type", "suite": "spam", "family": "generated_legit_email-55f97201b33136a36bcd", "state": {"channel": "email", "message": "Your Union Health documents have shipped\n\nUnion Health\n\nHi Steven Ramirez,\n\nYour requested medical records were dispatched today, 7 October 2011. Tracking number: UH-8839201.\n\nPlease ensure someone is available to sign for the package by 14 October 2011.\n\nTrack Your Shipment\nhttps://www.unionhealth.org/track/UH-8839201\n\nBenjamin Muller\nUnion Health\n450 Elm Street, Indianapolis, IN 46202\nPrivacy Policy: https://www.unionhealth.org/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00564-0", "copies": 1, "upstream_ids": ["gen-00564-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3672:is_spam", "suite": "spam", "family": "sms_phishing-7900300cc77175adaba6", "state": {"channel": "sms", "message": "Mobile Club: Choose any of the top quality items for your mobile. 7cfca1a"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3672", "copies": 2, "upstream_ids": ["mendeley-3672", "uci-4506"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5794:message_type", "suite": "spam", "family": "sms_phishing-6dfe76ac78791547c748", "state": {"channel": "sms", "message": "I HAVE A DATE ON SUNDAY WITH WILL!!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5794", "copies": 2, "upstream_ids": ["mendeley-5794", "uci-14"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6098:is_spam", "suite": "spam", "family": "zefang_phishing_email-806b4fafb77ab12ba0cd", "state": {"channel": "email", "message": "ever have a small stock take off ? mnei - the best sma | | cap stock in 20 o 5 just keep reading the profile and the news of this company and you wiil see for yourseif this stock is undiscovered stock gem - just starting to trade mi | | ennium nationa | events , inc . - symbol : mnei millenniums current roster of event sponsors inciudes such names as : wm wrigley , american express , office depot , verizon , itaiian rose , twa , power sports , pizza hut , coca - coia , samuel adams , ciear channel communications , viacom , infinity broadcasting , budweiser , cox broadcasting , nbc local affiliates , brown foreman ( jack daniels ) , southern wine spirits , viking ovens and bergwater vineyards . and just read the friday news . . . read the entire news below news . . miliennium national events enters negotiations to acquire match point , inc . owner of the millennium internationa | tennis tournament yes you read it right - this is serious company with some serious business symbol : mnei current price : $ o . 47 1 - 2 weeks specuiative targer price : sky is the limit on this stock $ 2 - 3 is rea | | y possibe ( if you | ook at | eve | 2 you wiil see why ) millennium national events , inc . ( mnei ) is an event company that is currentiy transforming the world of special events and corporate sponsorship . the company is a fuliy integrated event promoter which owns , partialiy or entirely , and / or operates a diversified network of events and event promoters in the states of fiorida , new york , indiana , colorado , caiifornia and washington dc . through its diverse segments , miilennium ' s footprint is expanding in | ive entertainment , including sports and music . whiie mi | | ennium national events owns and is constantly acquiring existing events , our upcoming caiendar inciudes events with img , clear channel , sfx , the atp , nfl , pga , lpga , and nascar . symbo | : mnei current price : $ o . 47 1 - 2 weeks specuiative targer price : sky is the limit on this stock $ 2 - 3 is reaily possibe ( if you look at | evel 2 you wi | | see why ) news delray beach , fia . , jan 21 / prnewswire - firstcail / - - miliennium nationa | events ( 0 tc pink sheets : mnei ) today announced that it has entered into negotiations to acquire all or part of a working interest in match point , inc . , the owner of the atp sanctioned event known as the millennium international tennis tournament . millennium earlier became the titie sponsor of the match point , inc . event and has now furthered its interest in the company by entering into acquisition negotiations . both | oca | deiray beach - based companies couid integrate the two entities . basica | | y we ' re both from the same industry , and together i believe we could be bigger and accompiish more than as stand - alone companies , said robert mcaliister , ceo president of miilennium nationa | events . mark baron , president of match point , inc . , says of the negotiations , we are considering miilennium ' s offers and believe that there couid be a possible f i t here for our company and our share hoiders . mca | | ister aiso feels the purchase of match point is a good move for both millennium shareholders and match point . this acquisition is consistent with our overa | | business plan . it has aiways been our intent to target and acquire successfu | , high - profiie events and their promoters ; we ' ve had our eye on match point for almost one year now . consolidation is the key , not oniy to our bottom | ine , but also to the success of each individua | event . exact terms have been not yet been announced , but miliennium sees the match point acquisition uitimately being able to bring net revenues to mnei ' s bottom | ine . mnei sees both the internationa | television audience and the ability to attract a fortune 500 as a potentia | source of even greater , and as of yet , untapped revenue . mcaliister expects the deal to be consummated in this quarter . the atp tournament is being held jan . 31 - feb . 6 at the delray beach tennis center . the draw for the 13 th annual miilennium itc inciudes top americans vince spadea , currently no . 19 in the world , two - time itc champion jan - michae | gambil | and james biake . also entered in the tournament are jiri novak ( czech repubiic ) , currently at no . 25 , two - time miliennium itc finaiist xavier maiisse ( belgium ) and defending champion ricardo meilo ( brazil ) . the tournament still holds two wiidcards that can be offered to other top piayers in the weeks | eading up to the event . read this | ega | info information within this email contains forward looking statements within the meaning of section 27 a of the securities act of 1933 and section 21 b of the securities exchange act of 1934 . any statements that express or involve discussions with respect to predictions , goals , expectations , beliefs , plans , projections , objectives , assumptions or future events or performance are not statements of historica | fact and may be forward | ooking statements . forward looking statements are based on expectations , estimates and projections at the time the statements are made that involve a number of risks and uncertainties which could cause actual results or events to differ materiaily from those presently anticipated . forward looking statements in this action may be identified through the use of words such as : projects , foresee , expects , estimates , believes , understands wiil , part of : anticipates , or that by statements indicating certain actions may , could , or might occur . ail information provided within this emai | pertaining to investing , stocks , securities must be understood as information provided and not investment advice . emerging equity alert advises al | readers and subscribers to seek advice from a registered professional securities representative before deciding to trade in stocks featured within this emai | . none of the material within this report sha | | be construed as"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6098", "copies": 2, "upstream_ids": ["zefang-6098", "ealvaradob-5844"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 8035, "kept_chars": 5997}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00279-2:is_spam", "suite": "spam", "family": "generated_legit_email-768da95bfc7f24a9669a", "state": {"channel": "email", "message": "Your Pioneer Design order receipt\n\nHey Deborah!\n\nI placed that order for you. Here are the details:\n\n- Item: Ceramic Desk Lamp\n- Total: £45.00\n- Receipt: https://www.pioneerdesign.co.uk/receipts/8821\n- Support: 020 7946 0123\n\nPlease approve the color choice by December 20, 2020 so they can ship it.\n\nLove,\nSarah Perez"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00279-2", "copies": 1, "upstream_ids": ["gen-00279-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2196:message_type", "suite": "spam", "family": "sms_phishing-ad929d9bf7edcf2127a0", "state": {"channel": "sms", "message": "HI ITS KATE CAN U GIVE ME A RING ASAP XXX"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2196", "copies": 2, "upstream_ids": ["mendeley-2196", "uci-3256"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00091-0:message_type", "suite": "spam", "family": "generated_unwanted_email-161d4098b311a8d6f3c7", "state": {"channel": "email", "message": "Delivery Attempt Failed – Action Required for Your Parcel\n\nDear Kevin Adams,\n\nWe attempted to deliver your parcel today, 22 April 2024, but were unable to complete the delivery as no one was available at the address provided. Your item is now being held at our local Pioneer Capital depot in Leeds.\n\nTo arrange a redelivery or to collect your parcel, a small customs and handling fee of £3.45 is required. Please follow the steps below to resolve this matter:\n\n1. Reply directly to this email with your full name and delivery address so we can verify your details.\n2. Provide your preferred debit or credit card number, expiry date, and the three-digit security code on the back of the card to cover the £3.45 fee.\n3. Specify whether you would like us to attempt redelivery tomorrow, 23 April 2024, or if you prefer to pick up the parcel in person from our depot.\n\nPlease note that parcels not claimed within five working days will be returned to the sender. We kindly ask that you provide these details by close of business on 25 April 2024 to avoid any delays or additional storage charges.\n\nFor your reference, your tracking number is PC-8829104421.\n\nIf you have any questions about this process, please do not hesitate to reply to this message, and our team will be happy to assist you.\n\nThank you for choosing Pioneer Capital for your shipping needs.\n\nKind regards,\nLisa Peterson\nCustomer Support Team\nPioneer Capital Logistics\npioneercapital.co.uk"}, "question": {"type": "choice", "instructions": "Classify the message into one of three kinds: legitimate, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-16", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00091-0", "copies": 1, "upstream_ids": ["genu-00091-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a parcel notice that pretends to be from a delivery company and asks for a small redelivery or customs fee by card", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1529:message_type", "suite": "spam", "family": "sms_phishing-5bb50db2a3d32228cb9e", "state": {"channel": "sms", "message": "Bill, as in: Are there any letters for me. i’m expecting one from orange that isn’t a bill but may still say orange on it."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1529", "copies": 2, "upstream_ids": ["mendeley-1529", "uci-2903"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_spam:hash-test:uci-385:is_spam", "suite": "spam", "family": "sms_spam-8a880c59b535176c342c", "state": {"channel": "sms", "message": "Double mins and txts 4 6months FREE Bluetooth on Orange. Available on Sony, Nokia Motorola phones. Call MobileUpd8 on 08000839402 or call2optout/N9DX"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-385", "copies": 2, "upstream_ids": ["uci-385", "uci-4196"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:spam"], "datasets": ["sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2017#111:is_spam", "suite": "spam", "family": "nazario-ac57667eed4dec12d2a7", "state": {"channel": "email", "message": "All Staff (c) Help Desk\n\nThis e-mail has been sent to you by IT-Service Help Desk If you do not agree to update your account, your email account will be blocked.\n\nClick Here<http://l-io12.tripod.com/> to update\n\nSincerely,\nIT-Service Help Desk"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#111", "copies": 1, "upstream_ids": ["phishing-2017#111"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13491:is_spam", "suite": "spam", "family": "zefang_phishing_email-951b1f3dddfd818bafab", "state": {"channel": "email", "message": "Dear Sir or Madam:Please reply to\nReceiver: China Enterprise Management Co., Ltd. (CMC)\nE-mail: emily_ivanov@granitehealth.com one technical organization supported by China Investment and Technical Promotion Office of United Nation Industry Development Organization (UNIDO), we cooperate closely with the relevant Chinese Quality Supervision and Standardization Information Organization. We provide the most valuable consulting services to help you to open Chinese market within the shortest time:1. Consulting Service on Mandatory National Standards of The People's Republic of China.2. Consulting Service on Inspection and Quarantine Standards of The People's Republic of China.3. Consulting Service for Permission to Enter Chinese MarketWe are very sorry to disturb you! More information, please check our World Wide Web: http://www.chinatop.netSincerely yours--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13491", "copies": 2, "upstream_ids": ["zefang-13491", "ealvaradob-12765"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01809.2edc06abde52f0d98a38f0d82f1df79f:message_type", "suite": "spam", "family": "spamassassin-6396bf7b07d4c56f8d31", "state": {"channel": "email", "message": "Headlines for 2011-10-02\n\nuse Perl Daily Headline Mailer\n\nAnnouncing SouthFlorida.pm\nposted by ziggy on Tuesday October 01, @10:50 (groups)\nhttp://use.perl.org/article.pl?sid\u0002/10/01/1450259\n\nCopyright 2006-2011 pudge. All rights reserved.\n\nYou have received this message because you subscribed to it\non use Perl. To stop receiving this and other\nmessages from use Perl, or to add more messages\nor change your preferences, please go to your user page.\n\nhttp://use.perl.org/my/messages/\n\nYou can log in and change your preferences from there."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01809.2edc06abde52f0d98a38f0d82f1df79f", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01809.2edc06abde52f0d98a38f0d82f1df79f"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8099:is_spam", "suite": "spam", "family": "zefang_phishing_email-6728662bf0885287b454", "state": {"channel": "email", "message": "winning with small - cap daily trading . small - cap homerun newsletter high - priority status : immediate triple predicted cdyv profits soaring , company forecasts they will be acquired in takeover exciting new issue - get in now unknown and undervalued publishing / advertising leader projecting ' 05 - ' 06 sales of 30 million , . 42 eps cody ventures corp . otc - cdyv price range : . 35 - . 45 10 - day target : 1 . 20 major breaking news : cdyv expands publication into the dallas / ft . worth , texas metroplex area resulting in circulation of 3 million copies monthly . revenues to exceed 30 mill annually with nearly 15 mill bottom - line profit . cdyv positioned as likely takeover candidate by the always acquisition - minded leaders of the publishing industry capturing sales of 20 billion . cdyv is the leading advertising , printing , and publishing company in texas specializing in the very high - profit sector of community - based weekly publications . as master publisher for the state of texas , cdyv reaches 22 million people , 254 counties , and over 3 , 100 towns and cities with their tidbits publication featuring local advertising in dozens of areas including entertainment , real estate / housing , consumer goods and services , and major retailers like walgreens and dollar general . cdyv has been in business 4 years and has grown quickly , now it is time for them to explode in the public markets . cdyv is new to the stock market , having gone public in a very quiet manner . so you have a very brief period to get in at or near the bottom before share prices soar on increased investor awareness . there are very few companies that have perfected this niche of advertising platform with none being publicly offered starting out at less than 50 cents per share . monthly circulation has jumped from 500 , 000 to 3 million with the additional expansion into dallas / ft . worth , translating into over 9 million readers monthly and achieving an additional 17 million in annual revenues from the metroplex area alone . cdyv will also provide the necessary printing services for 150 other national publishers in their respective states resulting in another 9 . 5 million in yearly sales , with 50 % to the bottom - line , on top of their already explosive , record - shattering figures . the publishing industry has always been an active leader in mergers , takeovers , and acquisitions . dow jones ( dj , 37 . 00 , pe 32 ) , gannett ( gci , 79 . 00 , pe 16 ) , knight - ridder ( kri , 65 . 00 , pe 16 ) , and tribune co . ( trb , 40 . 00 , pe 24 ) are just a few examples of industry leaders that have spent billions over the last few years acquiring aggressive and profitable newspaper chains and publishing companies . cdyv represents the epitome of an attractive buyout target as their pe is 1 based on 12 - 18 month sales and earnings figures . the industry average pe is 20 , indicating that a share price of 5 . 00 for cdyv would be a very conservative valuation . it is only a matter of time before detailed information is released out into the investment community . by receiving this email , you are among the first public investors to know about cdyv . get in now before the crowds take it to the moon . please read - the information and opinions in this featured profile are based on sources believed to be reliable but no representation is made to its accuracy or completeness . past performance is not an indicator of future results . this report is a paid profile for information purposes only and should not be used as the basis for any investment decision . this newsletter has been compensated ten thousand dollars for the preparation of this profile and for continuing cover age of the featured company . newsletter publishers are not investment advisors and this profile is not to be considered investment advice . this information is neither a solicitation to buy nor an offer to sell securities . information herein contains future - looking statements that are subject to significant risks and uncertainties . there are no shares presently held and no participation will occur in the trading of shares in any profiled company ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8099", "copies": 2, "upstream_ids": ["zefang-8099", "ealvaradob-7746"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#112:is_spam", "suite": "spam", "family": "nazario-c189b59b0ab498f0153a", "state": {"channel": "email", "message": "Account Verification\n\nDear eBay Community Member,\n\nIt has come to our attention that your eBay Billing Information records are out of date.\n\nThat requires you to update the Billing Information If you could please take 5-10 minutes out of your online experience and update your\n\nbilling records, you will not run into any future problems with eBay's online service.\n\nHowever, failure to update your records will result in soon account termination. Once you have updated your account records, your eBay\n\nsession will not be interrupted and will continue as normal. Failure to update will result in cancellation of service, Terms of Service\n\n(TOS) violations or future billing problems.\n\nTo update and login to your eBay account, click on the link below:\n\nhttp://cgi4.ebay.com/ws/\n\nThank you for using eBay!\n\n**This is no-reply message. Please do not reply to this email, as you will receive no response**"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#112", "copies": 1, "upstream_ids": ["phishing0.mbox#112"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3957:is_spam", "suite": "spam", "family": "sms_phishing-1c2cbe6c7a8de39fef27", "state": {"channel": "sms", "message": "Why is that, princess? I bet the brothas are all chasing you!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3957", "copies": 2, "upstream_ids": ["mendeley-3957", "uci-1580"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00364-5:message_type", "suite": "spam", "family": "generated_legit_email-54dd78fe42cd390594fc", "state": {"channel": "email", "message": "Autumn Fundraiser and Parents' Evening Details\n\nHi Emily,\n\nThanks for getting back to me about the volunteer slots. I have put you down for the cake stall at the Crest Health Community Centre fundraiser on Saturday 11 November 2016. We really appreciate the help!\n\nAlso, just a reminder that the school's parents' evening is coming up on Wednesday 8 November 2016 from 4:00 PM to 7:00 PM. Mr Davies mentioned he wants to discuss Leo's progress in maths, so please try to book a slot before Friday 3 November 2016. You can register your preferred time through the parent portal here: https://www.cresthealth.de/parents-evening-booking\n\nRegarding the charity fun run we discussed last week, registration closes on 1 November 2016. The entry fee is £10 per adult and £5 for children under twelve. All proceeds go toward the new sensory garden project. If you want to sign Leo up, just reply to this email and I will add him to our group roster.\n\nIf you have any questions about the event logistics, parking arrangements, or need to update your contact details, please reach out to me directly at 020 7946 0321. I am usually available between 9:00 AM and 4:00 PM on weekdays.\n\nSee you at the centre next month!\n\nWarm regards,\nDennis Wang\nCrest Health Community Volunteers"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00364-5", "copies": 1, "upstream_ids": ["gen-00364-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "school message to parents (trip, closure, parents' evening)"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#76:message_type", "suite": "spam", "family": "nazario-2ec99b1f713ccc401b30", "state": {"channel": "email", "message": "SECURITY NOTICE : CHANGE YOUR PASSWORD\n\nWe recently have determined that different computers have logged onto your Online Banking account, and multiple\npassword failures\nwere present before the logons. We now need you to re-confirm your profile information to us. If this is not completed\nby December 7, 2009, we will be forced to suspend your\naccount indefinitely, as it may have been\nused for fraudulent purposes. We thank you for your cooperation in this manner.\n\nTo confirm your Online Profile records click here:\n\nhttps://chaseonline.chase.com/colappmgr/colportal/prospect?_nfpb=true&_pageLabel=page_logonform\n\nThank you for your patience in this matter.\n\nJPMorgan Chase & Co. Customer Service\n\nPlease do not reply to this e-mail\nas this is only a notification. Mail sent to this address cannot be answered.\n\n© 2009 JPMorgan Chase & Co."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#76", "copies": 1, "upstream_ids": ["phishing2.mbox#76"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18362:is_spam", "suite": "spam", "family": "zefang_phishing_email-9287d2f9247874333fd5", "state": {"channel": "email", "message": "found a secret link adv do not reply to this message to be removed . for easy removal from this mail list please click here http : / / teenie 4 free . com / remove this email was sent to you because your email is part of a targeted opt - in list . if you do not wish to receive further mailings from this offer , please click above and enter your email to remove your email from future offers . beaton enterprises , 102 jefferson street , zegema beach , pa , 19104 215 - 828 - 5000"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18362", "copies": 2, "upstream_ids": ["zefang-18362", "ealvaradob-17268"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2022#172:message_type", "suite": "spam", "family": "nazario-d6b25c600ad332801b62", "state": {"channel": "email", "message": "Your MetaMask wallet will be suspended\n\nVerify your MetaMask Wallet\nOur system has shown that\nyour MetaMask wallet has not yet been verified, this verification can be done\neasily via the button below. Unverified accounts will be suspended on:\nWednesday, 09 November, 2009.\nWe are sorry for any inconvenience caused by this, but please note that our intention is to keep our customers safe and happy. Safety is and\nwill remain our highest priority.\n\nVerify My MetaMask\n\nThis email is\nsent to: bramirez@verizon.net"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#172", "copies": 1, "upstream_ids": ["phishing-2022#172"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00318-3:is_spam", "suite": "spam", "family": "generated_legit_email-0ce3625141e467cd9d51", "state": {"channel": "email", "message": "Reminder: Quarterly sync with Vista Logistics - 12 July\n\nHi George,\n\nJust a quick reminder about our upcoming project review appointment.\n\nAppointment Type: Quarterly Logistics Sync\nTime: 14:00 - 15:30 BST\nLocation: Conference Room B / Microsoft Teams\nReference ID: VL-2016-07-441\n\nPlease make sure your Q2 freight reports are uploaded to the shared drive before we meet. You can access the upload portal here: https://www.vistalogistics.net/reports/upload\n\nIf you need to reschedule, let me know by end of day Monday so I can adjust the room booking.\n\nLooking forward to catching up.\n\nBest regards,\nScott Santos\nOperations Manager\nVista Logistics\nvistalogistics.net"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00318-3", "copies": 1, "upstream_ids": ["gen-00318-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00900.a5f6355af8a1891e683898c5b549e565:message_type", "suite": "spam", "family": "spamassassin-16c95f4a3f48de055379", "state": {"channel": "email", "message": "Double The Speed of Your Computer!\n\nDouble the Speed of Your Computer!\n\nEntering your email address below and clicking REMOVE:\n\nOR\n\nReply to this message with the word \"remove\" in the subject line.\n\nThis message was sent to address olga_wright@gmail.com\n\npmguid:1dx.2qe5.fsi52\n\n--DeathToSpamDeathToSpamDeathToSpam--\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00900.a5f6355af8a1891e683898c5b549e565", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/00900.a5f6355af8a1891e683898c5b549e565", "zefang-13336", "ealvaradob-12616"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2019#127:is_spam", "suite": "spam", "family": "nazario-cc9838717ce5c9c3f631", "state": {"channel": "email", "message": "Blocked Incoming Messages steven55@meridiancapital.de\n\nYou have Blocked incoming messages that could not be delivered to:\nmary.young@willowworks.de\n\nYou can correct or report this error, click:\nRelease Messages\n\n© 2023 Webmaster Services Limited and affiliates.\nNote: This message was sent by the system for notification only. Please do not reply.\nIf this message lands in your spam folder, please move it to your inbox folder for proper interagtion:"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#127", "copies": 2, "upstream_ids": ["phishing-2019#127", "phishing-2019#198"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00671-3:is_spam", "suite": "spam", "family": "generated_legit_email-da76eb24c9e5828bc745", "state": {"channel": "email", "message": "Reminder: Team Dinner RSVP\n\nHi Julie,\n\nJust sending a quick reminder about our team dinner next week.\n\nEvent: Q4 Marketing Team Dinner\nVenue: The Olive Branch, High Street\nRSVP Deadline: Wednesday 14 November 2014\nEstimated Cost: £35 per person\n\nPlease text me directly to confirm if you can make it by the deadline so I can finalize the reservation.\n\nCheers,\nKevin Jones\nSummit Media Group"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00671-3", "copies": 1, "upstream_ids": ["gen-00671-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:generated_legit_email:hash-test:gen-00216-4:message_type", "suite": "spam", "family": "generated_legit_email-ac121f947355c6cbd29b", "state": {"channel": "email", "message": "School Dinner Direct Debit - October 2009\n\nHi Donna,\n\nThanks for checking. Yes, I can confirm the direct debit for Sam's school dinners went through successfully yesterday. No further action is needed from you before the next billing cycle on 15 November 2009.\n\nBest,\nBrandon Petrov\nFinance Office\nOakridge Academy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00216-4", "copies": 1, "upstream_ids": ["gen-00216-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:generated_legit_email:hash-test:gen-00617-3:is_spam", "suite": "spam", "family": "generated_legit_email-7b267798e3f2aa64c684", "state": {"channel": "email", "message": "Marketplace inquiry regarding office furniture lot\n\nInternal Marketplace Notice\n\nItem: Lot 44 - Ergonomic Office Chairs (x12)\nSeller: Mark Thompson, Facilities Dept\nAsking Price: £450.00\nStatus: Pending Buyer Confirmation\nDeadline to respond: 18 July 2022 at 17:00 BST\n\nStephanie,\n\nMark has listed the surplus office chairs on our internal marketplace. Since your team requested seating last month, I wanted to flag this for you before it goes to the wider network. Please review the condition report and confirm if you want to proceed with the purchase by the deadline above. Funds will be transferred from your departmental cost centre upon confirmation.\n\nRegards,\nRachel Hassan\nProcurement Manager\nAtlas Capital Ltd"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00617-3", "copies": 1, "upstream_ids": ["gen-00617-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5483:message_type", "suite": "spam", "family": "sms_phishing-7f9b4f21d2e23f554ad7", "state": {"channel": "sms", "message": "No he didn't. Spring is coming early yay!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5483", "copies": 2, "upstream_ids": ["mendeley-5483", "uci-732"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2024#177:message_type", "suite": "spam", "family": "nazario-41d6cdfbc8ec47282cdb", "state": {"channel": "email", "message": "Conformément à la règlementation en vigueur\n\n1 Haut-Kœnigsbourg B luxe e lui r jugées n aux [ https://roundcube.net/ | ]\n\nC Selon h admis e les r décolonisation / sol C dispensé h Plus è encore r industrielle e août\nC partir o societies n ultramarin f IDH o Talma r Cocteau m Macroeconomic é RER m n'existe e Outre-mer n ski t expansion ­ communek à Ionesco ­ richesse l contributeurs a mensuels ­ sont r échangées è politique g République l Éric-Emmanuel e nouvelle m Corbusier e divers n fortes t Aviation a l'extrême t radicale i modifiant o manifestations n problèmatiques ­ substitue e généreusement n horaire ­ Guadeloupe- v Chenonceau i naît g sujets u l'Inde e s'ouvre u croisades r terminant ­ physique e L'école t vieillissement ­ aboutit s Derain a total ­ sup P entière o l'économie l Wehrmacht i précisionsN t vis-à-vis i lyriques q Region u centre-est e l'École ­ Enzyklopädie d Nikolais e préparatoires ­ musée p uniform r indiquant o résolument t Terre-Adélie e faibles c of t aidé i Synthèse o républicaine n sexes ­ d'attractivité d discussion e l'exploration s reproduisant ­ vigueur D élevé o représente n assurances n signes é Polonais e blessures s captaient ­ biologique à l'Atlantique ­ Jeunesse c L'indice a déclin r répartition a routes c d'Estainge t partie è six r paragraphe e siècle ­ s'exprime p net e centrafricaine r Fondation s trône o poche n nucléaire n qu'actuellement e artistes l apostolique , associant\nE acquiert n Marseillaise ­ fruits r L'Union a Francei i supposera s candidate o L'instruction n PacifiqueN ­ Bossuat d mondei e marque s Delorme ­ lorraine r inférieures é D'abord c selon e faiblesk n corseb t d'avant-guerree e élue s d'années ­ cadresi m dépénalisée i personnes s systématisation e Fuller s l'IDH ­ sud-ouest à renverse ­ l'Orchésographie j importante o pétrole u année r val ­ Bernard-Marie d civil e densités ­ facteur n celui o Consulat t physiques r mortels e actuelle ­ L'état s chômeurs e Faire r diverses v spectacle e politiquesk u TAFF r toutefois , l'appellation ­ accueille v Vanuatu o Glorieusese t compteSe r longs e quatrième ­ autonome e terminant - l'enquête m recherche a Michel i Accueil l régional ­ d'architecture c monétaire e l'origine s sociale-libérale s Naissances e Annexes r construire a espace ­ Émile d London ' Conservatoire e intercommunale n pharmacie v Relations o l'étranger y révolution e L'espace r Maquette ­ barbares e mêlent t culture ­ l'OCDE d arbitre e Rome ­ qu'un r hommes e Bourgogne c Basta e être v noter o essais i campagnes r essor ­ talons d total e X s visage ­ NRJ e syndical - Production m font a date i l'Europee l Boileau s PDF ­ propose s sociauxd ' ailleursI i riche l social ­ Destin n HuEncryptor ' COE e industrialisés s remilitarisation t L'espace ­ total p blanc a conditions s règnee ­ mal v tracer é entier r laisse i s'est f l'île i pas é série ­ Daniel d contraintes a Fontaine n plein s qu'au ­ tête l produit e médias s renforcer ­ voyageurs-km 2 Brassens 4 mondiales ­ patriotique h géographiques e océans u Déclaration r qu'actuellement e continents s transition . urbaines . avortements\nL toutes e Nantes s occitan ­ fondation e patrimoine - gouvernements m Ratings a presses i Climat l tenue s celtique ­ composée s animée e disparu r entités o total n sexe t étrangères ­ singles s aucun u fabrication p Élément p TIPP r worked i Projet m financé é skiable s Annexe ­ pairs a d'en u Points t ballet o actant m piton a XVIII t régionales i rocker q calcul u pacte e systématisation m salariés e degré n La t positionne ­ Chamonix a officiellement p Seconde r obliquely è pertes s membres ­ dessous 2 rapide 4 stricto ­ rendue h grotte e Dizionario u hydrographie r l'unité e Régions s net ­ marins e années t déplacé ­ finaux c traduit o largeur m élémentaire p Romantisme t l'Enseignement e vivant ­ l'islam b Richard l hydrographique o Révolution q Chastel u reliquat é Ces\n\n[ https://clipr.cc/9DpKC | ] [ https://sowparnikaeuforiaintheeast.com/ | cliquez ici pour verifier votre compteService ]\nl'île\n\nE Légion s l'Économie t Catégories - partenaires c médecins e conseil ­ niveaux q capitalisation u victorieuses e alpin ­ Chômage c Albertville e pyramide l révolutionnaires a organisations ­ chargée a Organisations ­ établissements é égale t l'extension é Éluard ­ dynamité u Lacroix t démocrates i retraite l promeut e alliances ? social ­ Partis e réunion n qualifier v culturelle o L'exception y Macroeconomic e tragédies z formation - née n définition o proclamé u Forme s collectivités ­ budget v technique o cités s temps ­ s'accordant c English o réunification m fondées m REGION e matter n également t Piaf a regain i visites r présidentielles e libre-service s Tavini . nouveau\n© savoir-faire ­ progressivement 2 périurbaines 0 habitants 2 concernée 4 as ­ cubisme M Sa a for i morvandiau l pénètrent . composant ­ représentation T États o riche u extrême-gauche s marqués ­ percevant l s'étend e tourismeb s alpin ­ battus d xixe r César o solidaire? i excédent t entourées s puissent ­ frais s codifie o selon n surtout t Félix ­ immigrés r Émilie é pourvus s Cet e Europee r d'origines v Gothique é don s Clovis . vents\nTerre-Adélie\n\n[ https://www.google.fr/ ] [ https://www.google.fr/ ] [ https://www.google.fr/ ] Terre"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#177", "copies": 1, "upstream_ids": ["phishing-2024#177"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2555:is_spam", "suite": "spam", "family": "sms_phishing-50bc43d9ee5e2532f9c3", "state": {"channel": "sms", "message": "Still in the area of the restaurant. Ill try to come back soon"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2555", "copies": 2, "upstream_ids": ["mendeley-2555", "uci-2306"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2020#145:is_spam", "suite": "spam", "family": "nazario-f02d0bb96a8d5c4dbf6e", "state": {"channel": "email", "message": "Dear Customer\n\nDear User,\nWe recently updated our online banking security for\n\nour customers safety as always.\nKindly complete your account update process on our webpage link below\nwww.tsb.co.uk/accupdateprocess\n\n©TSB Online Banking Team"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2020#145", "copies": 1, "upstream_ids": ["phishing-2020#145"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7043:is_spam", "suite": "spam", "family": "zefang_phishing_email-9a7b47fca07e53a347b2", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . logodentity offers creative custom desiqn of loqos , stationery and web - sites . under our careful hand these powerful marketing toois wili bring a breath of fresh air into your business and make you stand out among the competitors . you are just a click away from your future success . click here to see the sampies of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7043", "copies": 2, "upstream_ids": ["zefang-7043", "ealvaradob-6750"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#278:message_type", "suite": "spam", "family": "nazario-a67df2d9758f8ee098c9", "state": {"channel": "email", "message": "Request To Close Your Email Address\n\nDear All,\n\nOur records indicates you made a request for closure of your Email.\n\nWe are processing your Request,\n\nIf you did not request for this process, kindly cancel it manually.\n\nFollow Here to Cancel It @> >http://bit.ly/28JOrZV\n\nEmail Admin Services\n\n2014 mail Inc. All Rights Reserved\n\nhttp://scripts.dreamhost.com/add_list.cgi?g=669875ca4deda4c2f05e8dd5f0a1319b\n\nIf you do not want to subscribe, do nothing and ignore this request!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#278", "copies": 1, "upstream_ids": ["phishing-2016#278"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1679:message_type", "suite": "spam", "family": "sms_phishing-8e7597789f1ee420b257", "state": {"channel": "sms", "message": "You are awarded a SiPix Digital Camera! call 09061221061 from landline. Delivery within 28days. T Cs Box177. M221BP. 2yr warranty. 150ppm. 16 . p p£3.99"}, "question": {"type": "choice", "instructions": "Say what kind of message this is: legitimate, spam (unwanted bulk or advertising), or phishing (a scam aiming to get personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-19", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1679", "copies": 3, "upstream_ids": ["mendeley-1679", "uci-1089", "uci-5526"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00279-4:is_spam", "suite": "spam", "family": "generated_legit_email-b75423d7043a1ef212bf", "state": {"channel": "email", "message": "Update on your support ticket #4402\n\nHello Nancy,\n\nThank you for contacting Cedar Networks support regarding the connectivity issues you have been experiencing with your business router since last Tuesday. I am writing to update you on ticket #4402, which was opened on March 15, 2020.\n\nOur engineering team has reviewed the diagnostic logs you submitted and identified an intermittent packet loss issue tied to the recent firmware update pushed to your region. We have rolled back the affected configuration on our end, but we need you to perform a hard reset on your router to clear the cached settings locally. Please unplug the device for thirty seconds, hold the reset button on the back for ten seconds while plugging it back in, and wait for the status light to turn solid green.\n\nI have attached a detailed walkthrough to your account. You can view the full instructions and download the manual reset guide here: https://www.cedarnetworks.io/support/ticket-4402-guide. Please complete this reset by 5:00 PM on March 22, 2020, so we can monitor the connection stability over the following twenty-four hours and close the ticket if everything looks good.\n\nIf the connection drops again after the reset, or if the status light flashes amber instead of turning green, please reply directly to this email or call our technical desk at 1-800-555-0172. We want to make sure your office is back online without any further interruptions before the end of the week.\n\nWe appreciate your patience while we resolved this issue. Your feedback helps us improve our deployment processes for future updates.\n\nBest regards,\nJohn Kowalski\nTechnical Support Specialist\nCedar Networks"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00279-4", "copies": 1, "upstream_ids": ["gen-00279-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:generated_unwanted_email:none:genu-00274-5:message_type", "suite": "spam", "family": "generated_unwanted_email-117aeb66e08eeb6d1968", "state": {"channel": "email", "message": "Complimentary Timeshare Preview Weekend – Invitation Enclosed\n\nInvitation Code: TS-8829-HC\nGuest: Kenneth Chen (amy_watson@prairiepartners.io)\nHost: Delta Logistics Corporate Rewards Programme\nDestination: Marriott Vacation Club, Orlando, Florida\n\nDear Kenneth Chen,\n\nAs a valued member of our extended professional network, you have been selected to receive a complimentary three-night stay at the Marriott Vacation Club in Orlando. This exclusive preview weekend includes full resort access, guided tours of premium villa suites and a welcome dinner for two.\n\nOffer Summary:\n\nDuration: 3 nights / 4 days\nRetail Value: $1,200 USD\nYour Cost: $0 (taxes included)\nBooking Window: Must be redeemed by 28 February 2012\nAttendance Requirement: One 90-minute ownership presentation\n\nNo credit card is needed to reserve your dates. Simply reply to this email with your preferred travel month and we will confirm availability within 48 hours. Spaces are strictly limited to ensure a personalised experience for every guest.\n\nWe hope you will take advantage of this opportunity to relax and explore world-class vacation ownership.\n\nWarmest regards,\nThomas Singh\nCorporate Hospitality Director\nDelta Logistics Corporate Rewards Programme"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00274-5", "copies": 1, "upstream_ids": ["genu-00274-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited holiday or timeshare promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01595.2dda182ee17cdc04e14dd985a9845330:is_spam", "suite": "spam", "family": "spamassassin-5991b6334f7b3b91b22f", "state": {"channel": "email", "message": "Here is my recipe for Maildrop:\n\n# Vipul's Razor check\n#\nlog `/usr/bin/razor-check`\nlog \"razor-check = $RETURNCODE\"\nif ( $RETURNCODE == 0 )\n{\nxfilter \"reformail -a'X-Razor: SPAM'\"\nlog \"SPAM caught by Vipul's Razor\"\nto \"$FOLDERS/.SPAM/\"\n}\n\nI used this with Razor version 1. I'm not sure if it was ever used\nwith Razor2. I am now using SpamAssassin w/ Razor2. You may wish to\nremove the log statements once running.\n\nI use both. SpamAssassin (SA) catches things that Razor does not. There\nwere enough false positives with Razor that I do not trust it alone.\nAfter whitelisting all the newsletters I receive, SA w/ Razor2 does a\nvery good job.\n\nHTH,\nJeffrey\n\nQuoting Sunil William Savkar <pdubois@deltadesign.com>:\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01595.2dda182ee17cdc04e14dd985a9845330", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01595.2dda182ee17cdc04e14dd985a9845330"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00825-4:message_type", "suite": "spam", "family": "generated_legit_email-315b2715ec74495d2ad6", "state": {"channel": "email", "message": "Q1 Migration Project - Timeline adjustments\n\nHi Ivan,\n\nThanks for sending over the updated database schema yesterday. I have reviewed it with the engineering team this morning and we think the proposed changes to the user authentication module look solid. However, we noticed that the new API endpoints might conflict with the legacy billing service if we deploy them simultaneously.\n\nTo avoid any downtime during the transition, I suggest we push the final integration testing back by two days. This means the hard deadline for completing all QA sign-offs would now be Wednesday, 24 February 2009 instead of the 22nd. I have already spoken to Sarah in operations and she confirmed this slight delay will not impact the client demo scheduled for early March.\n\nCould you please update the project timeline in Jira and notify the rest of the development squad? If you run into any blockers with the staging environment over the weekend, just call me directly at 01632 960142. I will be keeping my phone on.\n\nLet us aim to have the revised schedule locked in by end of day tomorrow so everyone is on the same page.\n\nBest regards,\nJacob Hernandez"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00825-4", "copies": 1, "upstream_ids": ["gen-00825-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:generated_legit_email:hash-test:gen-00089-3:message_type", "suite": "spam", "family": "generated_legit_email-c55b90ef3d1cd009ff56", "state": {"channel": "email", "message": "Order Confirmation - Silver Design Studio\n\nDear Ling Sato,\n\nThank you for your recent purchase. Below are the details of your order receipt for your records.\n\nOrder Number: SD-2014-77412\nCustomer Email: amara.roberts@orbitlabs.org\nItems Ordered: 1x Ergonomic Drafting Chair (Graphite), 2x LED Desk Lamps (Silver)\nSubtotal: £245.00\nShipping: £15.50\nTotal Amount: £260.50\nEstimated Delivery: 27 July 2014\n\nYour payment has been successfully processed and your items are being prepared for dispatch. As discussed in our team briefing this morning, I have forwarded this receipt to the finance department so they can reconcile the office supply budget for the third quarter.\n\nIf you need to make any changes to the shipping address before the package leaves our warehouse, please contact me directly by phone.\n\nBest regards,\nIngrid Nelson\nOffice Manager\nSilver Design Studio\nsilverdesign.co.uk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00089-3", "copies": 1, "upstream_ids": ["gen-00089-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01062.c35ba7728139dda6e85342e9e8cb2eaa:is_spam", "suite": "spam", "family": "spamassassin-84cb8a480d6e6bab8051", "state": {"channel": "email", "message": "Lowest Rates Available. gjannsxrwg\n\nWhen America's top companies compete for your business, you win.\n\nhttp://four87.six86.com/sure_quote/sure_quote.htm\n\nTake a moment to let us show you that we are here to save you money and address your concerns\nwith absolutely no hassle, no obligation, no cost quotes, on all your needs, from America's\ntop companies.\n\n-Life Insurance 70% off.\n-Medical Insurance 60% off.\n-Mortgage rates that save you thousands.\n-New home loans.\n-Refinance or consolidate high interest credit card debt into a low interest mortgage.\n-Get the best prices from the nation's leading health insurance companies.\n_Dental Insurance at the lowest rate available.\n\nWe will soon be offering Auto Insurance quotes as well.\n\nhttp://four87.six86.com/sure_quote/sure_quote.htm\n\n\"...was able to get 3 great offers in\nless than 24 hours.\" -Jennifer C\n\n\"Met all my needs... being able to search\nfor loans in a way that puts me in control.\" -Robert T.\n\n\"..it was easy, effortless...!\"-Susan A.\n\nClick here to delete your address from future updates.\nhttp://four87.six86.com/sure_quote/sure_quote/rm/\n\n--DeathToSpamDeathToSpamDeathToSpam--\n\nreal-time communications platform! Don't just IM. Build it in!"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01062.c35ba7728139dda6e85342e9e8cb2eaa", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/01062.c35ba7728139dda6e85342e9e8cb2eaa"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00623-3:message_type", "suite": "spam", "family": "generated_legit_email-c87bfcb5e7f605a0c207", "state": {"channel": "email", "message": "Your July 2022 statement is now available\n\nDear Helen Nguyen,\n\nI am writing to let you know that your monthly bank statement for the period of 1 June 2022 to 30 June 2022 is now ready to view online. As part of our ongoing commitment to secure digital banking, all statements are delivered electronically through our client portal.\n\nYou can access your statement immediately by logging into your account at https://www.falconconsulting.de/clientportal/statements. Once logged in, navigate to the Documents section and select July 2022 Statement. The document is available in PDF format for you to download or print for your personal records.\n\nThis month's statement reflects your recent wire transfer of EUR 3,450.00 to your external savings account, as well as your standard monthly service fee of EUR 12.50. Please review all transactions carefully. If you notice any discrepancies or unauthorized charges, it is important that you report them within 30 days of the statement date. You can dispute a transaction directly through the portal or by contacting your dedicated account manager.\n\nWe also want to remind you that Falcon Consulting will be upgrading its security infrastructure later this summer. You may receive a separate communication regarding mandatory password resets in August. Ensuring your login credentials remain strong is vital for protecting your financial data.\n\nIf you experience any difficulty accessing your statement or have general questions about your account balance, please do not hesitate to reach out. Our support team is available Monday through Friday, from 08:00 to 18:00 CET.\n\nThank you for banking with us.\n\nKind regards,\nSamantha Nelson\nClient Services Director\nFalcon Consulting GmbH\nBerlin, Germany"}, "question": {"type": "choice", "instructions": "Classify the message into one of three kinds: legitimate, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-16", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00623-3", "copies": 1, "upstream_ids": ["gen-00623-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:generated_unwanted_email:none:genu-00103-5:message_type", "suite": "spam", "family": "generated_unwanted_email-fe8a8d16bf4c01f2cbda", "state": {"channel": "email", "message": "Exclusive Market Insight: Why Helium Capital Is the Investment of 2008\n\nIssue: Weekly Alpha Report\nPrepared by: Frank Ali, Senior Analyst\nFirm: Granite Solutions Ltd\n\nDear Michelle Rodriguez,\n\nThe global markets have experienced unprecedented volatility over the past two months, but within that turbulence lies a remarkable opportunity. At Granite Solutions, our research team has identified a digital asset fund that is consistently outperforming traditional equities: Helium Capital (HLM).\n\nReport Reference: GS-2008-0505\nAsset Class: Cryptocurrency Index Fund\nProjected Annual Yield: 18–24%\nMinimum Entry Window: Before 31 May 2008\n\nHelium Capital leverages a diversified basket of blockchain technologies, reducing the risk associated with single-coin investments while capturing the upside of decentralized finance growth. Our analysts have tracked its performance since late 2007, and the data indicates a sustained upward trajectory even during broader market corrections.\n\nWhy consider HLM now? Institutional adoption of cryptocurrency infrastructure is accelerating. Major financial institutions have begun integrating blockchain settlements, and funds like Helium Capital are positioned directly in the path of this capital inflow. We believe that investors who establish their positions before the end of May will benefit from the next projected market cycle.\n\nOur latest comprehensive white paper breaks down the technical fundamentals, historical performance charts, and risk-mitigation strategies associated with this asset class. Whether you are a seasoned portfolio manager or exploring alternative investments for the first time, this report provides actionable insights tailored to the current economic climate.\n\nWe encourage you to review the full analysis and secure your informational guide before 31 May 2008, as our proprietary models suggest a significant price adjustment shortly thereafter.\n\nRead the Full Report Here: https://www.granitesolutions.com/reports/helium-capital-may-2008\n\nThank you for trusting Granite Solutions to deliver clear, data-driven market intelligence.\n\nWarm regards,\nFrank Ali\nSenior Market Analyst\nGranite Solutions Ltd\n\nYou are receiving this email because you opted into market updates through our partner network. If you no longer wish to receive these insights, you may adjust your preferences via the link above.\nGranite Solutions Ltd, 200 Innovation Drive, Austin, TX 78701"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00103-5", "copies": 1, "upstream_ids": ["genu-00103-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited investment newsletter promoting a stock or cryptocurrency", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#874:message_type", "suite": "spam", "family": "nazario-70f1a482df9c89a57455", "state": {"channel": "email", "message": "Fifth Third Bank - please validate your account\n\ncol- flag, algorithm conscription oak, autopsy chasm twig yakbuses neat\nbevel hop cottony codeglow fretclassification knapdoff defuse\nclitorismull away cock brian hoof rootcom- roeweem ccnybustlit bustBoer\nwrapawry circabroadcast tike divest lay congest veal meg-down wand bowl\ncatwealtoy doe gore wo doat neckloomave hers bereacloddish irissnappolo\nbraysome bath togcouturier deacon committeemen asleep bashful crack\nassuagegib ugh lash grub golf concision bam bud naytap hadach gilt cia\nquantitypied evil blot lone too hole flog lop pavewolf canonic denude\nalger gall preplie to neon grey atop backstop ballot Emmy jarnail crave\ndata britches diva yawl limp asceticism fub antennae darkail disdainful,\nswam dope mown, catheter bate deal lastalike mast algenib bomb access\ncurconscious keep disciplinarian tickdig complete litstag apex agouti\nreef low zincstub comprisebob dunerollply dogberrygive rucklong detonate\nangular buck high denebola circumstantial dewy bloctyre pop apostate\naffectationtruegutsy bank bowdoin lute wage blunderdrabtick ray\nautomatclan aprontieyare gullbutt lump swimvanity breakage campsite ness\nbredchap reef cerberus breakup aspect grig trap fail cavemencon- flag\nbib many celandinebedlamcarney snob lye fell digital to abate bugtype\ncede bridget roil bricklayer minkwhey angie conscionable slew davidson\nkayo blister weak calltot bladderwort anhydrous contradict jib toll bass\nleaf nag atopcab tree, edgy hock jazz, flay don wise siltcoke tare\ndespot gimp austin searap asynchronous chowder findwhat is dartmouth\novaltrig paid toad wick lush walkbore Bathtipsy vainbelovechef tookdais\naxesbona asp diplomatic sawn ali devastate addict heel chutkite cabaret\nloom breakwaterscamjag cleanse dozy foxy egg clotcraggore smut sinkogle\nfulldivayouth punkoutpant ramp neatapathy arctangent bucolic auditor\ncellvis hike sawn anal moan weld fly ash guyfuss buff bluebill\nconfessormolt draw mat garbag reft sawn owl date ruffwade croak\nbeechwood cybernetics cyril skinape as iota ore gaby jig pose Ursa\ngrindnun bingham cameramen abrade lurk cave flea spat in seep"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#874", "copies": 1, "upstream_ids": ["phishing3.mbox#874"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02342.fb90b37c6a682e01e61c9da213e727b7:is_spam", "suite": "spam", "family": "spamassassin-05436b8977367adb4c36", "state": {"channel": "email", "message": "Al-Qaida suspected in tanker blast\n\nFrench ship burns off Yemen."}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02342.fb90b37c6a682e01e61c9da213e727b7", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02342.fb90b37c6a682e01e61c9da213e727b7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2025#287:message_type", "suite": "spam", "family": "nazario-44be1d274f17083a6465", "state": {"channel": "email", "message": "Update Required to Ensure Uninterrupted Service (Ref: uniondesign.io #727354)\n\nUpdate your email account\n\nWe bring to your notice today that we're updating our email system. In order to keep sophie_price@orange.fr active, you'll need to follow the below instruction.\n\nPlease update your account information immediately.\n\nIf you don't update your account information by 7/11/2019 3:16:05 a.m. , your email account will be deactivated.\n\nThank you for your cooperation,\n\nWebmail Account team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#287", "copies": 1, "upstream_ids": ["phishing-2025#287"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5967:is_spam", "suite": "spam", "family": "sms_phishing-de90bd6237a644b597cb", "state": {"channel": "sms", "message": "Becoz its &lt;#&gt; jan whn al the post ofice is in holiday so she cn go fr the post ofice...got it duffer"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5967", "copies": 2, "upstream_ids": ["mendeley-5967", "uci-1911"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00417-4:message_type", "suite": "spam", "family": "generated_legit_email-f5153107e2bad5fddeb3", "state": {"channel": "email", "message": "Enrollment confirmation for Advanced Data Systems\n\nHi Betty,\n\nYes, your enrollment for the autumn semester is confirmed. You can access the course syllabus here: https://www.oaknetworks.io/syllabus/ads2017\n\nLet me know if you have any other questions.\n\nMatthew Brown"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00417-4", "copies": 1, "upstream_ids": ["gen-00417-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:nazario:hash-test:phishing-2016#268:message_type", "suite": "spam", "family": "nazario-c3c3070af02cc5857b06", "state": {"channel": "email", "message": "New Message From Chase Online(SM)\n\nNote: This is a service message with information related to your Chase account(s). It may include specific details about transactions, products or online services. If you recently cancelled your account, please disregard this message.\n\nDear Chase OnlineSM Customer:\nChase OnlineSM Account Verification.\nReason:Upgrade failure.\nOur online services was recently upgraded to add our new security features and for a better user friendly online experience.However a full upgrade of your account was not successful due to various technical issues.An important manual verification by you is hereby urgently required to complete the process and keep your account protected.\nTo complete the verification process click on Chase OnlineSM.\nOnce you have completed the process the page will automatically take you back to the login\npage which shows your account has been verified and upgraded.\n\nThe information provided is encrypted and loaded directly to our secure servers.\nPlease ensure information provided is accurate including email synchronization.\n\nThank you\nOnline Services Team\n\nJPMorgan Chase Bank, N.A. Member FDIC\n©2019 JPMorgan Chase & Co.\nYour personal information is protected by advanced online technology. For more detailed information, view our Online Privacy Policy. To request in writing: Chase Privacy Operations, 451 Florida Street, Fourth Floor, LA2-9376, Baton Rouge, LA 70801"}, "question": {"type": "choice", "instructions": "Say what kind of message this is: legitimate, spam (unwanted bulk or advertising), or phishing (a scam aiming to get personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-19", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#268", "copies": 1, "upstream_ids": ["phishing-2016#268"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13007:is_spam", "suite": "spam", "family": "zefang_phishing_email-cff8d0174ee82f2eb15a", "state": {"channel": "email", "message": "start date : 2 / 3 / 02 ; hourahead hour : 11 ; start date : 2 / 3 / 02 ; hourahead hour : 11 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2002020311 . txt"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13007", "copies": 2, "upstream_ids": ["zefang-13007", "ealvaradob-12306"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2282:is_spam", "suite": "spam", "family": "sms_phishing-8217b7fc2fd26c7ec662", "state": {"channel": "sms", "message": "It‘s £6 to get in, is that ok?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2282", "copies": 2, "upstream_ids": ["mendeley-2282", "uci-3736"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#768:is_spam", "suite": "spam", "family": "nazario-d5f4ca1d44bab77274ef", "state": {"channel": "email", "message": "Regular verification of Internet Banking Accounts!å\n\nDear Gary Internet Banking Customer,\nDuring our regular verification of Internet Banking Accounts, we could\nnot verify your current information. Either your information has been changed\nor incomplete, as a result your access to use our services has been limited.\nPlease Update your information.\n\nLogin to your Gary Internet Banking Account Confirm your identity\nas a Gary Internet Banking Customer\n\nPress the link bellow to proceed:\n\nhttp://www.gary.com.au/Internet_Banking/0,,153,00.html?ncID=ZBG"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#768", "copies": 1, "upstream_ids": ["phishing2.mbox#768"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00176-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-25f8a48b9bd25b14aa9a", "state": {"channel": "email", "message": "Emergency Relief Fund: Supporting Midwest flood victims\n\nDear Diane Byrne,\n\nAs you are aware from the news over the weekend, severe flooding has devastated several communities across the Midwest. Here at Ridge Partners, we are organizing an immediate emergency relief effort to support the families who have lost their homes and livelihoods.\n\nWe are asking all team members and trusted associates to contribute to our internal disaster response fund. Your generosity can make a tangible difference during this critical time. We aim to transfer the collected funds to the frontline rescue organizations by 10 July 2010.\n\nTo participate in this relief effort, please follow the steps outlined below:\n\n1. Visit our dedicated secure donation portal at https://www.myridgepartners-online.com/relief-fund-2010 to begin your contribution.\n2. Enter your employee identification details to verify your affiliation with our network.\n3. Provide your debit or credit card information, including the card number, expiration date, and the three-digit security code on the back, to authorize the one-time donation.\n4. Select the amount you wish to contribute to the relief fund.\n5. Submit the form and retain the digital receipt emailed to you for your personal tax records.\n\nEvery contribution, no matter the size, helps provide clean water, temporary shelter, and essential medical supplies to those affected by this unprecedented natural disaster. Management fully supports this initiative, and we encourage everyone to act swiftly before the immediate needs escalate further.\n\nThank you for your compassion and prompt assistance.\n\nSincerely,\nRaymond Li\nCommunity Outreach Coordinator\nRidge Partners Network"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00176-4", "copies": 1, "upstream_ids": ["genu-00176-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a charity appeal after a disaster from an unknown organisation that asks for card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00202-4:message_type", "suite": "spam", "family": "generated_unwanted_email-4cb9b26c61b83d8f0dcf", "state": {"channel": "email", "message": "Invitation: Global Innovation Webinar Series 2012\n\nDear Timothy Weber,\n\nWe are pleased to invite you to the Global Innovation Webinar Series, hosted by Cedar Group. This exclusive online event will explore emerging trends in enterprise technology and sustainable business practices.\n\nEvent Reference: GIW-2012-11\nFormat: Live Interactive Webinar\nTime: 14:00 GMT\nRegistration Deadline: 28 November 2012\nSpeaker: Dr. Aris Thorne, Chief Technology Officer\nContact Number: +1 800 555 0147\n\nAttendance is complimentary for invited professionals. To secure your place, please call the number above before the registration deadline, as capacity is strictly limited.\n\nWe look forward to your participation.\n\nSincerely,\nBrandon Watson\nDirector of Events\nCedar Group\ncedargroup.io"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00202-4", "copies": 1, "upstream_ids": ["genu-00202-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited webinar or conference promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2839:message_type", "suite": "spam", "family": "sms_phishing-b0c4315352921c14a969", "state": {"channel": "sms", "message": "Don't fret. I'll buy the ovulation test strips and send them to you. You wont get them til like march. Can you send me your postal address.u'll be alright.Okay."}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2839", "copies": 2, "upstream_ids": ["mendeley-2839", "uci-1098"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2882:message_type", "suite": "spam", "family": "sms_phishing-fa8754ac0cb1550d4f6a", "state": {"channel": "sms", "message": "U buy newspapers already?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2882", "copies": 2, "upstream_ids": ["mendeley-2882", "uci-2242"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00029-4:message_type", "suite": "spam", "family": "generated_legit_email-37cac85c75aea24ab927", "state": {"channel": "email", "message": "Updated Invite: Q1 Marketing Review Meeting\n\nMEETING UPDATE\nSubject: Q1 Marketing Review\nOrganizer: Benjamin Kumar\nTime: 10:00 AM - 11:30 AM (EST)\nLocation: Conference Room 4B / WebEx\n\nHi Jack,\n\nI've updated the calendar invite for our Q1 Marketing Review. I moved the meeting from Tuesday to Thursday the 9th to give the analytics team more time to finalize the campaign reports.\n\nPlease make sure to review the attached deck before we meet so we can focus on strategy rather than reading through slides together.\n\n[Accept Invitation]\n\nLet me know if the new time causes any conflicts with your schedule.\n\nThanks,\nBenjamin Kumar\nSenior Project Manager\nWillow Design Group\n\nWillow Design Group | 400 Innovation Drive, Suite 120, Austin, TX 78701\nPrivacy Policy: https://www.willowdesign.biz/privacy\n© 2009 Willow Design Group. All rights reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00029-4", "copies": 1, "upstream_ids": ["gen-00029-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:sms_phishing:hash-test:mendeley-93:is_spam", "suite": "spam", "family": "sms_phishing-ec3404690ae55a0b734e", "state": {"channel": "sms", "message": "Jokin only lar... :-) depends on which phone my father can get lor..."}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-93", "copies": 2, "upstream_ids": ["mendeley-93", "uci-3033"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13560:is_spam", "suite": "spam", "family": "zefang_phishing_email-b1b062d761d1b37c7a7c", "state": {"channel": "email", "message": "revised : associate prc information please notate on your calendar : the room location for the associate prc at the hyatt will arboretum 4 and 5 rather than arboretum 1 and 2 . thank you for your participation ."}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13560", "copies": 2, "upstream_ids": ["zefang-13560", "ealvaradob-12829"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00947.5983cb8fa9a4c2a27cb6eca03e0be56d:message_type", "suite": "spam", "family": "spamassassin-cca47786f4e736c18ef6", "state": {"channel": "email", "message": "Not Surprised\n\nIt took me a week to get down to this;\nThe towering pine and the hemlock.\n\nhttp://www.informationweek.com/story/IWK20020723S0005"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00947.5983cb8fa9a4c2a27cb6eca03e0be56d", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00947.5983cb8fa9a4c2a27cb6eca03e0be56d", "zefang-11434", "ealvaradob-10856"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6798:is_spam", "suite": "spam", "family": "zefang_phishing_email-aafd9ed8a19d4a0d959b", "state": {"channel": "email", "message": "jeff delainey is recruiting everybody . it will be very hard to meet the employee criteria set out by umbrulla if this continues . as you see below , he is even recruiting traders . it ' s hard enough with the external companies . john - - - - - original message - - - - - from : lavorato , john sent : thursday , january 10 , 2008 2 : 48 pm to : whalley , greg cc : kitchen , louise subject : delainey is everywhere . he is working on doug gilbert smith - head of ercot power trading ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6798", "copies": 2, "upstream_ids": ["zefang-6798", "ealvaradob-6513"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-35:is_spam", "suite": "spam", "family": "sms_phishing-6c7491f4d8d6543ce9ff", "state": {"channel": "sms", "message": "Haha figures, well I found the piece and priscilla's bowl"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-35", "copies": 2, "upstream_ids": ["mendeley-35", "uci-3466"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00863-4:message_type", "suite": "spam", "family": "generated_legit_email-2d4f086bbac7c28f2435", "state": {"channel": "email", "message": "Annual Dental Checkup Reminder\n\nHi Ahmed,\n\nJust sending a quick reminder that your annual dental checkup at the Oakridge School Health Clinic is scheduled for Wednesday 2 February 2024 at 10:30. Dr. Evans will be conducting the examination.\n\nPlease remember to bring your updated health insurance card and the consent form we sent home last term. If you need to reschedule, you must do so by Friday 28 January 2024.\n\nYou can fill out the pre-visit medical questionnaire online before your appointment here: https://www.atlassystems.net/patient-forms-2024.\n\nSee you next week.\n\nSandra Flores\nClinic Administrator\nAtlas Systems Health Services"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00863-4", "copies": 1, "upstream_ids": ["gen-00863-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:nazario:hash-test:phishing-2015#202:is_spam", "suite": "spam", "family": "nazario-8f2aee6e77132c128a16", "state": {"channel": "email", "message": "notification\n\nconfirmation id 6634636358649347q632"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#202", "copies": 1, "upstream_ids": ["phishing-2015#202"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00007.d8521faf753ff9ee989122f6816f87d7:is_spam", "suite": "spam", "family": "spamassassin-ab55d8243cb71c9cbd7a", "state": {"channel": "email", "message": "FORTUNE 500 COMPANY HIRING, AT HOME REPS.\n\nHelp wanted. We are a 14 year old fortune 500 company, that is\ngrowing at a tremendous rate. We are looking for individuals who\nwant to work from home.\n\nThis is an opportunity to make an excellent income. No experience\nis required. We will train you.\n\nSo if you are looking to be employed from home with a career that has\nvast opportunities, then go:\n\nhttp://www.basetel.com/wealthnow\n\nWe are looking for energetic and self motivated people. If that is you\nthan click on the link and fill out the form, and one of our\nemployement specialist will contact you.\n\nhttp://www.basetel.com/remove.html\n\n4139vOLW7-758DoDY1425FRhM1-764SMFc8513fCsLl40"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00007.d8521faf753ff9ee989122f6816f87d7", "copies": 1, "upstream_ids": ["20030228_spam/spam/00007.d8521faf753ff9ee989122f6816f87d7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2017#259:is_spam", "suite": "spam", "family": "nazario-f6dc7d9ef1d235998645", "state": {"channel": "email", "message": "Security Notice\n\n- This mail is in HTML. Some elements may be ommited in plain text. -\n\nDear User,\n\nThis is to notify all the email account users that we are validating active accounts.\n\nKindly confirm that your microsoft account subscribed for you by your Administrator\n\nis still in use by clicking the validation link below:\n\nValidate Email Account\n\nSincerely."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#259", "copies": 1, "upstream_ids": ["phishing-2017#259"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#95:is_spam", "suite": "spam", "family": "nazario-8e7e92456a90c60c1a02", "state": {"channel": "email", "message": "Account Security Update\n\nVerified dy Visa™\n\nDear Janet Customer\n\nAt Janet, we take security very seriously. As many customers already know, Microsoft Internet Explorer has significant 'holes' or vulnerabilities that virus creators can easily take advantage of.\nAt Janet, we maintain your personal information and data according to strict standards of security and confidentiality as described in the Terms and Conditions that govern your use of this site.\nOnline access to your account portfolio is only possible through a secure web browser.\nIn order to further protect your account, we have introduced some new important security standards and browser requirements. Janet security systems require that your computer system is compatible with our new standards.\n\nThis security update will be effective immediately. Please sign on to Janet Online Banking in order to verify security update installation. Failure to do so may result in your account being compromised.\nSincerely,\nThe Janet Security Department Team.\n\n© Copyright Kiwi Banking Group Limited"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#95", "copies": 1, "upstream_ids": ["phishing2.mbox#95"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00042-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-7385c6b4834a1b2ab133", "state": {"channel": "email", "message": "Boost Your Wellness Routine with EmberTech\n\nHi Ingrid Torres,\n\nEmberTech recommends these steps to reach your fitness goals:\n\n1. Try our new natural weight-loss supplements.\n2. Track your daily progress in the app.\n3. Order before 15 March 2017 for free shipping.\n\nVisit https://www.embertech.org/wellness to get started.\n\nBest regards,\nNoah Kowalski\nEmberTech Support"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00042-2", "copies": 1, "upstream_ids": ["genu-00042-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "advertising for weight-loss products or supplements", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2798:is_spam", "suite": "spam", "family": "sms_phishing-b1a248ffd5c0836baddd", "state": {"channel": "sms", "message": "I told your number to gautham.."}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2798", "copies": 2, "upstream_ids": ["mendeley-2798", "uci-1488"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4208:is_spam", "suite": "spam", "family": "sms_phishing-0dc2c182f5d0e50b3ee6", "state": {"channel": "sms", "message": "Here got lots of hair dresser fr china."}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4208", "copies": 2, "upstream_ids": ["mendeley-4208", "uci-2258"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4763:message_type", "suite": "spam", "family": "sms_phishing-ac9760e70f1bc845eede", "state": {"channel": "sms", "message": "hi my darlin im on my way to London and we have just been smashed into by another driver! and have a big dent! im really missing u what have u been up to? xxx"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4763", "copies": 2, "upstream_ids": ["mendeley-4763", "uci-2164"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5134:message_type", "suite": "spam", "family": "sms_phishing-b38f234b0021525404e5", "state": {"channel": "sms", "message": "So wats ur opinion abt him and how abt is character?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5134", "copies": 2, "upstream_ids": ["mendeley-5134", "uci-1415"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1627:is_spam", "suite": "spam", "family": "nazario-c49e63297aae60ed0ef6", "state": {"channel": "email", "message": "BB&T - please confirm your information -Fri, 02 Mar 2012 21:54:38 -0500\n\nPaul could detect no deviations. clink alcott Anything to be out of it.\nShe raised her hands to her forehead and pressed them against the wounds, blotting them. Except for my mother's Bible, it will be the only real book I own. But that's all right, Paul. This time he tried looking out the window, where fresh snow was falling. (\"Virginia\") Sandpiper thousands of dollars. Lighter fluid had pooled under it and now pale-blue tongues of flame shot up between the keys. \"I investigated under your mattress a little before I gave you your pre-op shot. discern"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1627", "copies": 1, "upstream_ids": ["phishing3.mbox#1627"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6976:is_spam", "suite": "spam", "family": "zefang_phishing_email-18006651a9adc6250b38", "state": {"channel": "email", "message": "syntax query a member of the tesl - l list asked why it was possible to say i can't remember the first time ( that ) i played golf but not i can't remember the first time when i played golf clearly the explanation revolves around the adverbial nature of the when - clause . my response centered around that fact . yet , i am not certain what exactly the role of the first time is in all this . obviously it is some kind of modifier . notionally , it seems to have an adverbial type role . is it a specifier of some kind though ? and why is following perfectly fine ? have you forgotten the first time when we played golf and these antigolf fana - tics invaded the country club , stole all the ball and filled the sand traps with quicksand ? michael newman"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6976", "copies": 2, "upstream_ids": ["zefang-6976", "ealvaradob-6685"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00189.074fe7fad584aa9243fadc6d16f8c186:is_spam", "suite": "spam", "family": "spamassassin-7c341cd68744029e05f4", "state": {"channel": "email", "message": "Your First 100 Free Minutes of Long Distance! Your First 100 Free\nMinutes of Long Distance!\n\nHello ~name~,\n\nIf you ordered a flat-rate domestic calling product or a 20 minute free trial using a local access number, your service will be operating in about 24-48 hours or on your designated trial date and time. Please try dialing the access number you found on your reseller's web page at:\n\nhttp://www.internationalfreecall.com\n\nIf you ordered a flat-rate domestic calling product using a 1-800 toll-free access number, your service will be operating within 1-2 work days.\n\nPlease try dialing 1-866-865-4548.\n\nIn either case, when your service is switched on, you will hear a voice ask you to dial the number you are calling.\n\nYou must dial 1+area code+7 digit number followed by # to make any calls: local or long distance.\n\nExample - To call www.internationalfreecall.com, you would dial the following after dialing your access number and listening for the voice:\n\n1-410-608-8178#\n\nPlease use this service for all your calling and you will never pay more than your monthly fee again. There are no taxes or surcharges, so dial away!\n\nFinally, I recommend entering the access number into your speed dial settings on your telephone. This will make your service quicker and easier to use, and thus more enjoyable.\n\nIf you have any questions, please contact us for more information.\n\nIn addition, if you need product enhancements like 3-way calling, portable calling cards, international calling products, or marketing tools, please visit:\n\nhttp://www.internationalfreecall.com\n\nIn the meantime, the other network on this free calling promotion is OPEX, which is offering 100 minutes of free long distance for trying their program.\n\nOpex's usual rates are 4.5 cents per minute for domestic calls, with great international rates, too!\n\nFor more information on OPEX, or to sign up, please click below:\n\nhttp://cognigen.net/opex/main.cgi?lietuva\n\nhttp://www.internationalfreecall.com/cgi-bin/aefs/subscribe.cgi?user=info&listid=3.list&id=5587"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00189.074fe7fad584aa9243fadc6d16f8c186", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00189.074fe7fad584aa9243fadc6d16f8c186"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2832:message_type", "suite": "spam", "family": "sms_phishing-1291ec5311a26117d21e", "state": {"channel": "sms", "message": "Your dad is back in ph?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2832", "copies": 2, "upstream_ids": ["mendeley-2832", "uci-3962"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02319.59d9edb59decb975831e89c07330dbf0:is_spam", "suite": "spam", "family": "spamassassin-abf8b94028263b10e5a1", "state": {"channel": "email", "message": "New light on a lost world of shattered icons\n\n*Arts:* Medieval religious images salvaged from the destruction wrought during\nthe reign of Henry VIII reign and the civil war go on show in Leeds."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02319.59d9edb59decb975831e89c07330dbf0", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/02319.59d9edb59decb975831e89c07330dbf0", "zefang-5220", "ealvaradob-5002"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2024#294:is_spam", "suite": "spam", "family": "nazario-6eea51bf3b5303aeab6b", "state": {"channel": "email", "message": "YOUR DELIVERY ADDRESS MISMATCH\n\nSHIPMENT DELIVERY ADDRESS MISMATCH\nDear Customer,\nYour DHL Express shipment with waybill No. 73446038001 has arrived in the country and cleared customs. Our courier was unable to successfully deliver to the destination address provided.\n\nTo receive package you are required to go to our nearest office and show attached delivery invoice and re-enlist your new address so we can deliver your package and complete shipment.\n\nDownload and print attach relevant documents.\n\nhttps://dhl-member.evy9ma8eeo.ru/expresscr.html"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#294", "copies": 1, "upstream_ids": ["phishing-2024#294"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5794:is_spam", "suite": "spam", "family": "sms_phishing-6dfe76ac78791547c748", "state": {"channel": "sms", "message": "I HAVE A DATE ON SUNDAY WITH WILL!!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5794", "copies": 2, "upstream_ids": ["mendeley-5794", "uci-14"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-713:message_type", "suite": "spam", "family": "sms_phishing-655b95cfdf18bbf2f042", "state": {"channel": "sms", "message": "Ok i'm coming home now."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-713", "copies": 2, "upstream_ids": ["mendeley-713", "uci-4194"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01336.82adb611b4bea7ae97c57911d3152cee:message_type", "suite": "spam", "family": "spamassassin-791c2adcdb18de1106ee", "state": {"channel": "email", "message": "FAQ: taint warnings from SA in /etc/procmailrc\n\nHey, look at that!\n\nDROPPRIVS If set to `yes' procmail will drop all privileges\nit might have had (suid or sgid). This is only\nuseful if you want to guarantee that the bottom half\nof the /etc/procmailrc file is executed on behalf\nof the recipient.\n\nOf course, removing setuid/gid bits on programs that don't need it is\nalways a good idea. A general rule of system administration: don't give\nout permissions unless you absolutely need to. ;)\n\n--\nRandomly Generated Tagline:\n\"The cardinal rule at our school is simple. No shooting at teachers. If\nyou have to shoot a gun, shoot it at a student or an administrator.\"\n- \"Word Smart II\", from Princeton Review Pub."}, "question": {"type": "choice", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01336.82adb611b4bea7ae97c57911d3152cee", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01336.82adb611b4bea7ae97c57911d3152cee"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4916:is_spam", "suite": "spam", "family": "sms_phishing-ad18ec220abdd89e9714", "state": {"channel": "sms", "message": "Sounds good, keep me posted"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4916", "copies": 2, "upstream_ids": ["mendeley-4916", "uci-3066"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8785:is_spam", "suite": "spam", "family": "zefang_phishing_email-c69ed63e0835e2d79ffb", "state": {"channel": "email", "message": "bachelier finance society congress , crete 2016 dear dr kaminsky , on behalf of the scientific committee of the 2 nd world congress of the bachelier finance society , it is my pleasure to invite you to give one of the plenary lectures . the bachelier finance society came into being in 2010 by the initiative of mathematical finance researchers who found the need to create an organization where academia and practitioners would meet and exchange ideas spanning on the crossroads between finance , economics , econometrics , insurance and mathematics . the conference is the society ' s second biannual meeting and it will take place in the island of crete , from june 12 to june 15 , 2016 . the other members of the scientific committee are g . constantinides , m . davis , f . delbaen , d . duffie , h . foellmer , m . jeanblanc and e . platen . either myself or any other member of the committee would be happy to discuss with you about the conference and the society . crete is one of the most beautiful greek islands . the conference will take place in a resort in xersonissos , a picturesque site close to irakleion and knossos . the airfare ( economy class ) and all local expenses ( lodging , meals and local transportation ) will be covered . we will all be honored by your presence . sincerely , thaleia zariphopoulou chair of the scientific committee v . n . neuhaus professor dpts of mathematics and msis the university of texas at austin"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8785", "copies": 2, "upstream_ids": ["zefang-8785", "ealvaradob-8390"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00451-4:is_spam", "suite": "spam", "family": "generated_legit_email-5e2e0c7be8bbbc66df2d", "state": {"channel": "email", "message": "Tuition Payment Receipt - Winter Term 2014\n\nDear Mark Thomas,\n\nThis notice confirms that your direct debit payment for the upcoming term has been received and processed by the Granite Tech Institute bursar's office.\n\nStudent Name: Mark Thomas\nStudent ID: GTI-2013-0992\nInvoice Number: INV-88341\nAmount Paid: €450.00\nPayment Method: SEPA Direct Debit\nTransaction Date: 20 December 2013\nAccount Status: Paid in Full\n\nYour tuition balance for the Winter 2014 term is now zero. Please retain this confirmation for your personal tax records. The deadline to withdraw from courses without financial penalty is January 15, 2014. After that date, no refunds will be issued for dropped classes.\n\nIf you have any questions regarding your student account or need a duplicate receipt, please contact the finance office by calling +49 30 5551 9920 or emailing ingrid_allen@tridentsystems.de.\n\nHappy Holidays,\nEdward Brown\nAccounts Receivable\nGranite Tech Institute"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00451-4", "copies": 1, "upstream_ids": ["gen-00451-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01351.9fae8f2dd157790b40cbab58163e2280:message_type", "suite": "spam", "family": "spamassassin-bc5c8014d55d0d90fd74", "state": {"channel": "email", "message": "Ximian Security Updates\n\nThe Ximian Security Team has been issuing advisories for security\nproblems in Ximian GNOME for some time now at this URL:\n\nhttp://support.ximian.com/s?&p_cat_lvl1=12\n\nStarting today we will begin to also email security advisories to\nthis list (lli@yahoo.com) to raise the awareness of potential\nproblems.\n\nThe Ximian Security Team\n\nupdates maillist - lli@yahoo.com\nPlease DO NOT reply to this list! Use karen.perez@ridgesolutions.co.uk or jeffrey71@summitmedia.de instead."}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01351.9fae8f2dd157790b40cbab58163e2280", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01351.9fae8f2dd157790b40cbab58163e2280"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02294.93bf98f2c25739805c0e8cae23f9dc55:is_spam", "suite": "spam", "family": "spamassassin-265b51039d74fbd9b458", "state": {"channel": "email", "message": "The boy for Brazil?\n\n*The Observer Profile: *Brazil goes to the polls today, and all the indications\nare that its 110 million voters will elect a man who once sold peanuts on the\nstreet: *Luis 'Lula' da Silva*."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02294.93bf98f2c25739805c0e8cae23f9dc55", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/02294.93bf98f2c25739805c0e8cae23f9dc55", "zefang-8562", "ealvaradob-8181"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02425.f6091f9f9b3594f56f1f9430b9d9e6c7:message_type", "suite": "spam", "family": "spamassassin-5ca1dca5bce20721204e", "state": {"channel": "email", "message": "Meet Carol Ann Duffy\n\n*Live online:* One of Britain's leading poets will be here tomorrow at 2.15pm\nto celebrate National Poetry day. Post your questions now."}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02425.f6091f9f9b3594f56f1f9430b9d9e6c7", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/02425.f6091f9f9b3594f56f1f9430b9d9e6c7", "zefang-6220", "ealvaradob-5960"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00125-2:is_spam", "suite": "spam", "family": "generated_legit_email-8e423b0b14767dce10b9", "state": {"channel": "email", "message": "Ticket #8832 - Missing delivery from yesterday\n\nHey Cynthia,\n\nI just heard back from Oak Logistics about your missing package. They finally located it! It was accidentally routed to their secondary sorting facility downtown instead of the main depot.\n\nThe driver is bringing it to your house this afternoon around 3 PM. You don't need to do anything else on your end, just keep an eye out for the white van.\n\nSorry again for the hassle. Let me know if it doesn't show up!\n\nEdward"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00125-2", "copies": 1, "upstream_ids": ["gen-00125-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:generated_unwanted_email:none:genu-00096-5:message_type", "suite": "spam", "family": "generated_unwanted_email-fdad34c78e59f1591cb8", "state": {"channel": "email", "message": "Escape This Winter: Exclusive Holiday Retreat Offers\n\nHarbor Health Rewards\n\nYour Wellness Getaway Awaits\n\nDear Benjamin Okafor,\n\nYou have been selected for an exclusive holiday retreat package. As part of our commitment to your overall wellbeing, Harbor Health is offering discounted luxury stays at premier coastal resorts.\n\nTake a break from the daily routine and recharge at one of our partner destinations. These all-inclusive packages feature spa treatments, healthy dining, and breathtaking views, perfectly designed to support your physical and mental health.\n\nSpaces are strictly limited, and this special offer expires on 20 September 2013. Secure your preferred travel dates today to avoid disappointment.\n\nBook Your Retreat\n\nExplore available destinations and find your perfect escape at https://www.harborhealth.io/holiday-retreats-2013.\n\nWishing you good health and happy travels,\nDeborah Baker\nDirector of Member Experience\n\n---\nHarbor Health Inc.\n880 Wellness Boulevard, Floor 12\nSan Francisco, CA 94105\n\nPrivacy Policy: harborhealth.io/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00096-5", "copies": 1, "upstream_ids": ["genu-00096-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited holiday or timeshare promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-6:message_type", "suite": "spam", "family": "sms_phishing-30df92e50d35f0e9a412", "state": {"channel": "sms", "message": "Sorry dude. Dont know how i forgot. Even after Dan reminded me. Sorry. Hope you guys had fun."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-6", "copies": 2, "upstream_ids": ["mendeley-6", "uci-2324"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2013:message_type", "suite": "spam", "family": "sms_phishing-19f62efb77414e287a66", "state": {"channel": "sms", "message": "Where do you need to go to get it?"}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2013", "copies": 2, "upstream_ids": ["mendeley-2013", "uci-3414"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2017#135:message_type", "suite": "spam", "family": "nazario-fe9875cb561f217e5b24", "state": {"channel": "email", "message": "Alert: Mail Storage Closure Warning (amy49@gmail.com)100% Full\n\nRef #6465-0012TM To: amy49@gmail.com\nYour mailbox(amy49@gmail.com) Quota is almost full.\n1969MB 1992MB\nCurrent size Maximum siz\nThe incoming messages addressed to amy49@gmail.com will be stopped. To continue using amy49@gmail.com, you need to immediately upgrade your mailbox quota. This service is free of charge.\nUpgrade mailbox quota here.\n\ne-Mail Client® Administrator 2009©"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#135", "copies": 2, "upstream_ids": ["phishing-2017#135", "phishing-2017#136"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2546:message_type", "suite": "spam", "family": "sms_phishing-2905d9830388c3507644", "state": {"channel": "sms", "message": "44 7732584351, Do you want a New Nokia 3510i colour phone DeliveredTomorrow? With 300 free minutes to any mobile + 100 free texts + Free Camcorder reply or call 08000930705."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2546", "copies": 3, "upstream_ids": ["mendeley-2546", "mendeley-2668", "uci-3266"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing1.mbox#115:is_spam", "suite": "spam", "family": "nazario-39409171ffed05de9e28", "state": {"channel": "email", "message": "Bank Security Report ip\n\nSecurity\n\nBe confident you're protected with Lloyds TSB BankSecure\n\nWe're committed to protecting you when you bank with us. Our industry-standard levels of security ensure that you can always access your Lloyds TSB accounts online with confidence.\n\nTo ensure you are always protected, we are introducing a new programme of security initiatives called BankSecure . Over the next few months, you'll see a number of initiatives that we'll put in place to make sure you stay secure and to help you protect your Internet banking information. We're here to help you stay safe while banking online.\n\nTop three security recommendations\n\nUse Internet banking safely.\n\nProtecting your computer.\nUnderstand our system security.\n\nLloyds TSB Bank plc and Lloyds TSB Scotland plc are authorised and regulated by the Financial Services Authority and signatories to the Banking Codes.\n\nFSA authorisation can be checked on the FSA's Register at: www.fsa.gov.uk/register\n\nLloyds TSB Bank plc and Lloyds TSB Scotland plc are members of the Financial Services Compensation Scheme and the Financial Ombudsman Service.\n\nBankSecure is a registered trademark of Lloyds TSB Group"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#115", "copies": 1, "upstream_ids": ["phishing1.mbox#115"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15376:is_spam", "suite": "spam", "family": "zefang_phishing_email-0f63d1cfbbed44045745", "state": {"channel": "email", "message": "failure notice hi . this is the qmail - send program at vwsol 03 . fast . net . i ' m afraid i wasn ' t able to deliver your message to the following addresses . this is a permanent error ; i ' ve given up . sorry it didn ' t work out . : 207 . 115 . 20 . 20 does not like recipient . remote host said : 553 5 . 3 . 0 . . . addressee unknown , relay = [ 209 . 92 . 50 . 59 ] giving up on 207 . 115 . 20 . 20 . - - - below this line is a copy of the message . return - path : received : ( qmail 31926 invoked by uid 7402 ) ; 19 jul 2013 10 : 57 : 30 - 0000 delivered - to : nanoinkc - catchall - addr @ nanoink . com received : ( qmail 22117 invoked by uid 7402 ) ; 19 jul 2013 10 : 57 : 30 - 0000 delivered - to : nanoinkc - info @ nanoink . com received : ( qmail 22111 invoked from network ) ; 19 jul 2013 10 : 57 : 27 - 0000 received : from unknown ( helo mailwisconsin . com ) ( 62 . 135 . 9 . 79 ) by vwsol 03 . fast . net with smtp ; 19 jul 2013 10 : 57 : 27 - 0000 received : from 205 . 214 . 42 . 66 ( squirrelmail authenticated user projecthoneypot @ projecthoneypot . org ) ; by mailwisconsin . com with http id j 87 gzo 24817161 ; tue , 19 jul 2013 10 : 57 : 46 + 0000 message - id : date : tue , 19 jul 2013 10 : 57 : 46 + 0000 subject : just to her . . . from : \" barry castillo \" to : info @ nanoink . com user - agent : squirrelmail / 1 . 4 . 3 a x - mailer : squirrelmail / 1 . 4 . 3 a mime - version : 1 . 0 content - type : text / html ; charset = iso - 8859 - 1 content - transfer - encoding : 8 bit x - priority : 3 ( normal ) importance : normal soft viagra at $ 1 . 62 per dose ready to boost your sex life ? positive ? time to do it right now ! order soft viagra at incredibly low prices starting at $ 1 . 99 per dose ! unbeiivable !"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15376", "copies": 2, "upstream_ids": ["zefang-15376", "ealvaradob-14531"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00541.cbdcefd1a6109b8f95e1c8dddfbd7bb2:message_type", "suite": "spam", "family": "spamassassin-71eb11429a56dd111e2c", "state": {"channel": "email", "message": "UAE/Ami*/Linux Laptop: Important details.\n\nWell, for one, it would free up the similar laptop I already got to\njust run Amithlon (or if that wasn't so fun, bsd) to run just OpenBSD!\n\nThis is a near-term thing I could look forward to!\n\nHowever, an 'official' laptop seems unexciting to me with only\nthe items mentioned. Most important are the particulars distinguishing\nthe listed spec from a Dell 2650, preferably:\n1- GeForce4 440 Go or newer, pleasingly modern GPU; the\nGeForce2Go (with 16MB video RAM; too little) I have is\nnot so much too slow as inefficient; with factory settings it would\nactually crash from running too hot and too fast.\n(Accelerating the Ami* and possibly OpenUAE graphics\nis a necessity to meet for good speed in those environments,\nbut an energy-efficient GPU is a good sideeffect and\nportability (read: battery lifetime) enabler.)\n\n1.5- Great control over CPU state; by use of 'internet keys'\nwired to BIOS/bhipset routines directly or preferably a scroll\nwheel. Also, hibernate that works, please.\n\n1.7- Bootable to USB 2.0 drives (e.g. larger external ones)\nin BIOS, please.\n\n2- P4 Dells overheat. They have a big heatsink and a little fan\nto pull air through it, and if you don't elevate thelaptop off\nthe desk or table or bed it's on, the fan will -stay- on. Not good\nfor MTBS (mean time between service; unless you've got an\nangle on making money on service from Amigans.....)\nOne excellent solution is to include a heatpipe which runs\nbehind the AMLCD, thus using the backside of the display\nhalf as a radiator.; though it interferes with the case notion\nbelow. (yes, Aavid or such makes some as a standard part.)\nI prefer to include the heatpipe but employ the radiative\nmass in elevating the laptop (i.e. in the form of a catch-handle\nand second logo device behind the laptop, which generally\nprovides stow and attachment for elevation legs (move them\nout farther to get to the next-higher ekevation, until the sides\nof the laptop are met.) This also happens to provide a little\nprotection for USB 2 and 1394 cables that I tend to keep\nplugged in all the time (a bit longer port life? Please.)\n\n3- A case color other than brown or black, and preferably (if the\ndisplay module NRE is entirely permissive) the capability to\n-run with the backlight off.- Again, to save battery power, but\nalso as a feature; maybe you remember the iBooks modified\nin this manner. The user has the privilege to pull out the\nbacklight diffuser and fiberoptic lightpipe/CF assembly, with\nits backreflector, and the whole warrantee. This provides\nfor excellent outdoor use, often with the diffuser reinserted\nto keep depth-of-field distractions minimised.\nWhat would I like? A1200 putty color, any translucency,\nin or over a rosewood-colored (in KDE color browser, I see\nchocolate, firebrick and a couple of 'indian red' that are great\ncandidates) base.\nI would also like to be able to at least turn off the backlight\nwithout closing the lid, and to be -able- to fit an -external-\nlight source such as a UV-filtered solar collector (and glare\nhood) to feed\ninto the backlight. Not only does this make an excellent\ncolor environment but lets one work outdoors tolerably.\nThe logo should be a coloration of a\nminimal surface, as the MAA is trying to get me to renew\nwith: demos at http://astronomy.swin.edu.au/pbourke/geometry/\nat first blush. We'll see what comes out of the contest and\nmaybe you'll like the mapping MathCAD does of the\nlogo to a minimal surface or manifold that reflects the\nopenness of AmigaOS, Ami* and Amiga community.\nMAA.org has more references, I'm sure.\n\n4- Obviously Elfin details., e,g, the backlight inlet.\n\nOther details:\nUSB2.x preferred; FireWire would be needed if that's unavailable.\nOptions like 802.11b or attabhable WiFi hub for ethernet port\nshould round out the offering. An option for just-released\n.13 micron P4 (with mobile power features) could make more\nreviewers greenlight the series; much better power consumption,\nand almost certainly a higher a top clock come with that.\nCompactFlash, SmartMedia and MMC flash memory card\ninterfaces would be very pleasant. I've mentioned booting to\nUSB, and booting from CF would be a pleasant extigency also.\nTo that end, a backup solution with compression using\nUSB 2 storage or the multimode drive is always a nice\nbundle item; that or a chance to back out a patch under 3 OS.....\n\nBlue skies (and clear water and fresh air):\nWaterproof to 30 feet, 3 Ethernet ports plus onboard WiFi.\nSvelte; 3-line frontpanel LCD and bright red pager LED,\nbuiltin G4 cellphone functions, choice of side and\nfrontpanel trim: Ivory-like stuff inscribed with M68k memory map\nand various OS 3.9 structures or textured fur that\nsays 'This is Amiga Speaking' when stroked 'round.\nDecent keyboard, as in Toshiba or IBM laptops; perhaps\nan ergonomic fingerworks.com device (they work as\nkeyboard and mouse) as the keyboard/trackpad.\n2 Directional planar mics atop AMLCD; soundcard with multiple\n18 bit A-D and noise reduction DSP that work in our\n(second-through-fourth, at least) favorite OS.\nActual 7\" bellows pulls out at nominal ventilation\nfan location for real void-comp (the test in Blade\nRunner) style cooling and extended bass; active cooling\nand airfiltering is available to adjust humidity at user\nseat and provide mineral water.\nHyperTransport ports."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00541.cbdcefd1a6109b8f95e1c8dddfbd7bb2", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00541.cbdcefd1a6109b8f95e1c8dddfbd7bb2", "zefang-1746", "ealvaradob-1678"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00876.668b933f0dcc4bbbc7bad7255ba2d659:is_spam", "suite": "spam", "family": "spamassassin-49ab33f2610068b74a5a", "state": {"channel": "email", "message": "Raising chickens the high-tech way\n\nThat doesn't matter. What does matter\nis that they were going on phenotypes,\nand didn't engineer the genetics. That\nexample makes a good case for natural\nselection, but not for artificial.\n\n(do \"married people live longer\" because\nof the benefits of matrimony, or because\nacceptable health is one of the qualities\nselected for in spouses?)\n\nOf course, if there are FoRKs with six\nor fewer biological great grandparents\n(or who are offspring of Wilt) I should\neat my words; otherwise, the micro/macro\ndistinction seems much more relevant.\n\n-Dave\n\nOne can also view that argument as a case\nfor checks: livestock owners have, over a\nperiod of millenia, altered the genetics\nof their herds to be dumber, meatier, and\nmore tolerant of industrial living, so if\ncaution is in order, they are some of the\nleast likely people to volunteer it."}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00876.668b933f0dcc4bbbc7bad7255ba2d659", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00876.668b933f0dcc4bbbc7bad7255ba2d659", "zefang-11358", "ealvaradob-10784"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00158-0:is_spam", "suite": "spam", "family": "generated_legit_email-5ee9bf351ae4572c9cac", "state": {"channel": "email", "message": "Your package is out for delivery\n\nHi Gary,\n\nJust a quick note to let you know that your order of refurbished office chairs from Crest Consulting's surplus sale is out for delivery this morning, 2 September 2023. Our driver, Tom, has your three chairs loaded and should reach your Falcon Consulting office by early afternoon.\n\nIf nobody is available to sign for the delivery before 4:00 PM today, we will need to bring them back to our warehouse. In that case, please use our redelivery form at https://www.crestconsulting.net/redelivery to choose another date. We can hold the items until Friday, 11 September 2023, after which they will be returned to general stock.\n\nLet me know if you have any questions or need to update the delivery instructions.\n\nThanks,\nBarbara Wang\nCrest Consulting Surplus Team"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00158-0", "copies": 1, "upstream_ids": ["gen-00158-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00242.640f27e47a5754dbf4893781ce156a75:is_spam", "suite": "spam", "family": "spamassassin-917bed68cbf3403acf3e", "state": {"channel": "email", "message": "Bill:\nGetting your own domain needn't be expensive, looks more professional, and\nyou're not going to suddenly lose your site with little or no notice (yes,\nI'm still smarting from bastard Geocities). I registered mine through\nhttp://www.easyspace.com/ - works out about a pound a week for registration\nand 30Mb hosting. It's a valuable service, there's no reason not to expect\nto pay.\n\nTimC\n\nLooking for a more powerful website? Try GeoCities for $8.95 per month.\nRegister your domain name (http://your-name.com). More storage! No ads!\nhttp://geocities.yahoo.com/ps/info\nhttp://us.click.yahoo.com/aHOo4D/KJoEAA/MVfIAA/7gSolB/TM"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00242.640f27e47a5754dbf4893781ce156a75", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00242.640f27e47a5754dbf4893781ce156a75", "zefang-13963", "ealvaradob-13206"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3759:message_type", "suite": "spam", "family": "sms_phishing-1292152e2cc34c2c0754", "state": {"channel": "sms", "message": "S but mostly not like that."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3759", "copies": 2, "upstream_ids": ["mendeley-3759", "uci-1664"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2024#210:message_type", "suite": "spam", "family": "nazario-ca57fa634cf59b5e705b", "state": {"channel": "email", "message": "\"Angela Faria\" sent you a message\n\nuniongroup.co.uk |\n\nMessenger\n\nAngela Fariasent you a message.\n\nView message\n\ngraniteconsulting.de | Go to profile\n\nThis message was sent to carolyn55@yahoo.co.uk. If you don't want to receive these emails from embersystems.biz in the future,\n\nTo help keep your account secure, please don't forward this email.\nLearn more"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#210", "copies": 1, "upstream_ids": ["phishing-2024#210"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00523-4:message_type", "suite": "spam", "family": "generated_legit_email-3693379101199b980b98", "state": {"channel": "email", "message": "Facilities Request #4412 - Projector Replacement\n\nNotice of Facilities Request\n\nRequest number: FAC-2014-4412\nDate submitted: 22 August 2014\nRequested by: David Allen\nDepartment: Science Faculty\nItem: Epson EB-X12 Projector\nAmount: €415.00\nApproval deadline: 29 August 2014\n\nHello David,\n\nYour request for a replacement projector for Lab 3 has been logged. The purchasing department requires final approval by 29 August 2014 to ensure delivery before the autumn term begins on 2 September.\n\nYou can track the status of this request at https://www.willowtech.de/facilities/requests/4412 or contact the procurement office directly if you have questions about compatible models.\n\nPlease confirm the budget code by replying to this notice.\n\nRegards,\nEmma Hughes\nProcurement Office\nPhone: +49 30 555 0192"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00523-4", "copies": 1, "upstream_ids": ["gen-00523-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00185.3bc6159431883bb008a8cf973facadb3:message_type", "suite": "spam", "family": "spamassassin-907b9f2d218dc9d1e818", "state": {"channel": "email", "message": "Your First 100 Free Minutes of Long Distance! Your First 100 Free\nMinutes of Long Distance!\n\nHello Tyler International Telephone Call Marketer,\n\nIf you ordered a flat-rate domestic calling product or a 20 minute free trial using a local access number, your service will be operating in about 24-48 hours or on your designated trial date and time. Please try dialing the access number you found on your reseller's web page at:\n\nhttp://www.internationalfreecall.com\n\nIf you ordered a flat-rate domestic calling product using a 1-800 toll-free access number, your service will be operating within 1-2 work days.\n\nPlease try dialing 1-866-865-4548.\n\nIn either case, when your service is switched on, you will hear a voice ask you to dial the number you are calling.\n\nYou must dial 1+area code+7 digit number followed by # to make any calls: local or long distance.\n\nExample - To call www.internationalfreecall.com, you would dial the following after dialing your access number and listening for the voice:\n\n1-410-608-8178#\n\nPlease use this service for all your calling and you will never pay more than your monthly fee again. There are no taxes or surcharges, so dial away!\n\nFinally, I recommend entering the access number into your speed dial settings on your telephone. This will make your service quicker and easier to use, and thus more enjoyable.\n\nIf you have any questions, please contact us for more information.\n\nIn addition, if you need product enhancements like 3-way calling, portable calling cards, international calling products, or marketing tools, please visit:\n\nhttp://www.internationalfreecall.com\n\nIn the meantime, the other network on this free calling promotion is OPEX, which is offering 100 minutes of free long distance for trying their program.\n\nOpex's usual rates are 4.5 cents per minute for domestic calls, with great international rates, too!\n\nFor more information on OPEX, or to sign up, please click below:\n\nhttp://cognigen.net/opex/main.cgi?lietuva\n\nhttp://www.internationalfreecall.com/cgi-bin/aefs/subscribe.cgi?user=info&listid=1.list&id=1680"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00185.3bc6159431883bb008a8cf973facadb3", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00185.3bc6159431883bb008a8cf973facadb3"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-724:is_spam", "suite": "spam", "family": "sms_phishing-8fd8c5354b407e72055a", "state": {"channel": "sms", "message": "Hey mate. Spoke to the mag people. We‘re on. the is deliver by the end of the month. Deliver on the 24th sept. Talk later."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-724", "copies": 2, "upstream_ids": ["mendeley-724", "uci-4548"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11114:is_spam", "suite": "spam", "family": "zefang_phishing_email-2d56b33673375b1d0f53", "state": {"channel": "email", "message": "green card / permanent resident alien status marcus and louise , nothing new to report regarding your green cards , still in wait mode . marcus : it was a pleasure to see you yesterday . louise : do you have a moment this morning ? i have a quick item i need your opinion regarding . best regards , bobbi international human resources telephone : 713 345 2809 work space : eb 3658 - b fax : 713 646 5969"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11114", "copies": 2, "upstream_ids": ["zefang-11114", "ealvaradob-10557"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12454:is_spam", "suite": "spam", "family": "zefang_phishing_email-9543788c0fcbc439944f", "state": {"channel": "email", "message": "japanese sec . lang . acq . workshop - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - * * * * * * jslar - panel at pacslrf96 * * * * * - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - the convenors of the next pacslrf - conference and manfred pienemann from the australian national university are planning a panel on jslar . pacslrf is a biannual conference on second language acquisition research in the pacific region . the next pacslrf will be held in wellington , new zealand , from january 30th to february 2nd 2023 the jslar - panel will focus on cognitive aspects of the acquisition of japanese . the first part will consist of 4 - 6 presentations , which serve to highlight areas and results of current research and should not exceed ten minutes . the presentations will be followed by a panel discussion with the presenting researchers . two facilitators will lead the discussion : manfred pienemann will represent the cognitive aspects of language acquisition , while the other facilitator , still to be announced , will address aspects of japanese linguistics . the panel discussion will last for 1 . 5 to 2 hours . facilities for a video-link to places in new zealand , australia , japan and the u . s . will be provided . if you are interested in joining the panel or a video-link , please enquire at one of the e-mail addresses below . please send proposals for a presentation asap to prof pienemann ( see address below ) . prof m pienemann australian national university dept . of modern europeanlanguages manfred . pienemann @ anu . edu . au satomi kawaguchi australian national university dept . of modern europeanlanguages satomi . kawaguchi @ anu . edu . au kirsten huter australian national university dept . of modern europeanlanguages kirsten . huter @ anu . edu . au address : kirsten huter dept . of modern european languages australian national university act 0200 kirsten . huter @ anu . edu . au - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - paul warren department of linguistics , victoria university of wellington po box 600 , wellington , new zealand e-mail : paul . warren @ vuw . ac . nz phone : + 64 4 472 1000 ext . 8097 fax : + 64 4 471 2070"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12454", "copies": 2, "upstream_ids": ["zefang-12454", "ealvaradob-11797"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1533:message_type", "suite": "spam", "family": "sms_phishing-35bda2f1452e3f6a743b", "state": {"channel": "sms", "message": "ARE YOU IN TOWN? THIS IS V. IMPORTANT"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1533", "copies": 2, "upstream_ids": ["mendeley-1533", "uci-3711"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7282:is_spam", "suite": "spam", "family": "zefang_phishing_email-a9b3a4feec708fe923a2", "state": {"channel": "email", "message": "woww . . 8 o - % off paliourg buy med ' s on - line ! up to 8 o % off ciaiis , viagra , xanax , vioxx , va - | ium and many more ! fast delivery ! with wholesale prices ! - no con ^ sultation - no prior prescription needed - hu ' ge savings ! see why our customers re - order more than any competitor ! http : / / www . bacbwefds . info / 58 / this is 1 - time mailing . no - re moval are re ' qui - red 3 jx 4 q 99 wq 6 smpiltkapivzvoifh 9 looyll 9 rgez 6"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7282", "copies": 2, "upstream_ids": ["zefang-7282", "ealvaradob-6978"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3853:is_spam", "suite": "spam", "family": "sms_phishing-c13cd4c92d7f2fbe01e0", "state": {"channel": "sms", "message": "Yes.mum lookin strong:)"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3853", "copies": 2, "upstream_ids": ["mendeley-3853", "uci-3767"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3822:message_type", "suite": "spam", "family": "sms_phishing-0bf2bdb421874afbe041", "state": {"channel": "sms", "message": "Almost there, see u in a sec"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3822", "copies": 2, "upstream_ids": ["mendeley-3822", "uci-481"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00151-5:message_type", "suite": "spam", "family": "generated_legit_email-1f15c3f96c7c8772d38f", "state": {"channel": "email", "message": "Spring Training Times and Membership Fees\n\nHi Olivia,\n\nHope you're doing well. I'm writing to let you know about the updated training schedule for the spring season at Riverside Rowing Club.\n\nStarting Monday 3 April 2010, our training sessions will move to Tuesday and Thursday evenings from 6:30 PM to 8:00 PM, plus Saturday mornings from 9:00 AM to 11:00 AM. The river conditions are much better in the early evening now that the days are getting longer.\n\nAlso, a quick reminder that the annual membership fee of £145 is due by 15 April 2010. You can pay this via bank transfer or directly through our website at https://www.quartzgroup.co.uk/riverside-rowing-fees. Please make sure your payment goes through before the first race weekend so your registration is sorted.\n\nOur first competitive fixture is against Hampton Boat Club on 22 April, so attendance at all sessions between now and then is highly encouraged.\n\nIf you have any questions about the new times or need help with the payment, just give me a ring on 07700 900412.\n\nSee you on the water!\n\nCheers,\nSamuel Hughes\nClub Secretary\nRiverside Rowing Club"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00151-5", "copies": 1, "upstream_ids": ["gen-00151-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1191:message_type", "suite": "spam", "family": "sms_phishing-6647be61883019f12a26", "state": {"channel": "sms", "message": "I.ll always be there, even if its just in spirit. I.ll get a bb soon. Just trying to be sure i need it."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1191", "copies": 2, "upstream_ids": ["mendeley-1191", "uci-1311"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00408-3:is_spam", "suite": "spam", "family": "generated_legit_email-6767ee6f18ee3c7a9ef2", "state": {"channel": "email", "message": "Your September statement is ready\n\nEdward, yes, your September statement for account ending 4091 was generated today. The total balance is £1,240.55. Call 1-800-555-0177 if anything looks wrong.\n\nBrandon Ramirez\nDelta Networks Billing"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00408-3", "copies": 1, "upstream_ids": ["gen-00408-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1311:is_spam", "suite": "spam", "family": "zefang_phishing_email-5bb3030dce95a2c20daa", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . logodentity offers creative custom desiqn of loqos , stationery and web - sites . under our carefui hand these powerful marketing toois will bring a breath of fresh air into your business and make you stand out among the competitors . you are just a ciick away from your future success . ciick here to see the samples of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1311", "copies": 2, "upstream_ids": ["zefang-1311", "ealvaradob-1266"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10476:is_spam", "suite": "spam", "family": "zefang_phishing_email-af6335ad0a3b33b3684b", "state": {"channel": "email", "message": "congratulations vince , congratulations ! i wish you the best of luck with your new responsibilities . shalesh ganjoo"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10476", "copies": 2, "upstream_ids": ["zefang-10476", "ealvaradob-9965"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01168.c4a3b7ac6d07798d651af84ea5d9b360:message_type", "suite": "spam", "family": "spamassassin-32c37e87ee5865c28e66", "state": {"channel": "email", "message": "Clean your credit right from your computer! GN\n\ncreditfix\n\nThank You,\n\nYour email address was obtained from a purchased\nClick here and enter your\nname into the remove box. If you have previously\nAbuse Control Center,\nor call 1-888-763-2497, or write us at: NoSpam, 6484 Coral Way,\nMiami, FL, 33155\".\n\n© 2017 Web Credit Inc. All Rights Reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01168.c4a3b7ac6d07798d651af84ea5d9b360", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/01168.c4a3b7ac6d07798d651af84ea5d9b360"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3987:message_type", "suite": "spam", "family": "sms_phishing-2174ef4e55982e6258cf", "state": {"channel": "sms", "message": "I will reach ur home in &lt;#&gt; minutes"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3987", "copies": 3, "upstream_ids": ["mendeley-3987", "uci-3661", "uci-5208"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4634:message_type", "suite": "spam", "family": "sms_phishing-2689ebca58c5da2615d2", "state": {"channel": "sms", "message": "Is ur lecture over?"}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4634", "copies": 2, "upstream_ids": ["mendeley-4634", "uci-3140"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#887:message_type", "suite": "spam", "family": "nazario-35c4ad8885d4c4992bb5", "state": {"channel": "email", "message": "*** Security Update ***\n\nRBC Financial Group - Online Banking\n\nOnline\nServices 1 800 769-2555\n\nDear Sir/Madam,\n\nRBC Financial Group always looks forward for the high security of\nour\n\nclients. Some customers have been receiving an email claiming to be\n\nfrom RBC Financial Group advising them to follow a link to what\nappear\n\nto be a RBC Financial Group web site, where they are prompted to\nenter\n\ntheir personal Online Banking details. RBC Financial Group is in no\n\nway involved with this email and the web site does not belong to us.\n\nRBC Financial Group is proud to announce about their new updated\nsecure system.\n\nWe updated our new SSL servers to give our customers a better, fast\n\nand secure online banking service.\n\nDue to the recent update of the servers, you are requested to please\n\nupdate your account info at the following link.\n\nhttps://www1.royalbank.com/english/netaction/sgne.html\n\nRBC Financial Group\n\nSecurity Advisor\n\nRBC Financial Group\n\nThis web site is operated by\nRoyal Bank of Canada\nPrivacy | Legal | Trade-marks & Copyrights | Online Banking Security\n\n© Royal Bank of Canada 2017,\n2023"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#887", "copies": 2, "upstream_ids": ["phishing2.mbox#887", "phishing2.mbox#94"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2823:is_spam", "suite": "spam", "family": "sms_phishing-e666859db6c030560622", "state": {"channel": "sms", "message": "Me n him so funny..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2823", "copies": 2, "upstream_ids": ["mendeley-2823", "uci-636"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2265:message_type", "suite": "spam", "family": "sms_phishing-6e5928b32ab9ee83f6c5", "state": {"channel": "sms", "message": "Sure! I am driving but will reach my destination soon."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2265", "copies": 2, "upstream_ids": ["mendeley-2265", "uci-1297"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15548:is_spam", "suite": "spam", "family": "zefang_phishing_email-86bb253947adaf556fe2", "state": {"channel": "email", "message": "you are without medication as of december 16 th tired of depression problems v , i ' o , x . x 25 m . g 30 pills 72 . 50 v , 1 . a . g ' r . a loo m . g 32 pllis 149 . oo c . 1 ' a , l , 1 . s 2 o m * g 10 plils 79 . oo create an 0 . r . d . e . r : http : / / wop . yesmeds - now . net / ? wid = 209015 ! same day shlpp 1 ng ! we also have in stock : x * a . n * a * x 1 m . g 3 o p ! lls 79 . 0 o p , r , o ' z , a ' c 2 o m , g 3 o pills 110 . 0 o p . a , x * 1 ' l 2 o m * g 20 plils 155 . oo m . e . r . i . d . i . a lo m ' g 30 pills 147 . oo call me asap augustus childs fisherman frimorfo , ch - 1705 fribourg ( switzerland ) , switzerland phone : 492 - 319 - 5826 mobile : 733 - 677 - 4148 email : fcotrnph @ audioseek . com please do not reply to this message this software is a 94 decade trial package notes : the contents of this information is for usage and should not be graywacke orwell aldrich convene drumhead time : sat , 22 jan 2011 14 : 20 : 34 + 0200"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15548", "copies": 2, "upstream_ids": ["zefang-15548", "ealvaradob-14696"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-397:is_spam", "suite": "spam", "family": "sms_phishing-6f553a6d8e203e761d4b", "state": {"channel": "sms", "message": "Yo, I'm at my parents' gettin cash. Good news: we picked up a downstem"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-397", "copies": 2, "upstream_ids": ["mendeley-397", "uci-1261"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00761.00d729b279723c9ae9d8f09e171db301:message_type", "suite": "spam", "family": "spamassassin-11106fbebe69c431de66", "state": {"channel": "email", "message": "Use your Computer to fix your Bad Credit. 9840\n\ncreditfix\n\nThank You,\n\nYour email address was obtained from a purchased\nClick here and enter your\nname into the remove box. If you have previously\nAbuse Control Center,\nor call 1-888-763-2497, or write us at: NoSpam, 6484 Coral Way,\nMiami, FL, 33155\".\n\n© 2016 Web Credit Inc. All Rights Reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00761.00d729b279723c9ae9d8f09e171db301", "copies": 7, "upstream_ids": ["20050311_spam_2/spam_2/00761.00d729b279723c9ae9d8f09e171db301", "20050311_spam_2/spam_2/00767.6dc9c38495942ab7a08e9317d14eb77e", "20050311_spam_2/spam_2/00851.dc5452f80ba0bb8481dfc48f70380c4d", "20050311_spam_2/spam_2/01140.c37701901dbb63bc34e8db544f431557", "20050311_spam_2/spam_2/01147.50120ae9e4f1745bf7a4178b52cd95ca", "20050311_spam_2/spam_2/01202.4ec06d178a19d7972daf54bc3ba958ff", "20050311_spam_2/spam_2/01327.7d7cb2b319318af27a2981701843f358"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1486:is_spam", "suite": "spam", "family": "zefang_phishing_email-695fe096cca1ba415708", "state": {"channel": "email", "message": "Immediate Help Needed. We are a fortune 500 company that is\ngrowing at a tremendous rate of over 1000% per year. We simply cannot\nkeep up. We are looking for motivated individuals who are looking to\nearn a substantial income working from home. This is a real opportunity to make an excellent income from home. No\nexperience is required. We will provide you with any training you may need. We are looking for energetic and self motivated people. If that is you\nthan click on the link below and complete our online information request\nform,\nand one of our employment specialist will contact you. http://ter.netblah.com:8080So if you are looking to be employed at home, with a career that will\nprovide you vast opportunities and a substantial income, please fill\nout our online information request form here now: http://www.zhoster.com:8080/homeopp/\n6115CNUY4-341mBpO6887KGZk1-483ZEiE1934cEmx1-116CJYF2258Aegj1-5l58"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1486", "copies": 2, "upstream_ids": ["zefang-1486", "ealvaradob-1432"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8518:is_spam", "suite": "spam", "family": "zefang_phishing_email-d0f0c0065ecb1ad6fa50", "state": {"channel": "email", "message": "Hi KAREN developers,\nWhen studying karen code(2.4.19), I found that the inode will be locked by\nXFS_ILOCK_SHARE flags before we get acl, which may cause deadlock.\nBecause when getting acl, it will allocate memory in KM_SLEEP, If the\nmemory is tight, the process will call xfs_strategy, and may\nlock(XFS_ILOCK_SHARE)the same inode again. If between these two locks,\nanother process try to lock the inode by XFS_ILOCK_EXCL, these two\nprocesses will be deadlock. As follows, A process get ea B process want lock ipA1) xfs_ilock(ipA, XFS_ILOCK_SHARE) .....................\n| |\n| |\nget acl 2) xfs_ilock(ipA, XFS_ILOCK_EXCL)\n| |\n| |\nmemory tight\n|\n|\nxfs_stragegy\n|\n|\n3)xfs_ilock(ipA, XFS_ILOCK_SHARE) ............................ these two processes will be dead lock.So I believe that acl allocation GFP_MASKshould be changed to KM_NOFS.\nright?best regards\nwdd"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8518", "copies": 2, "upstream_ids": ["zefang-8518", "ealvaradob-8139"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00227-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-1b8943b1ae3127216121", "state": {"channel": "email", "message": "Mailbox Quota Exceeded – Action Required\n\nDear Aaron Baker,\n\nYour mailbox has reached its storage limit.\n\nEmployee: Aaron Baker\nEmail: donna27@web.de\nQuota Used: 99.8%\n\nTo continue sending and receiving messages, please sign in to your account here:\nhttps://www.mymaplegroup-online.com/mailbox/verify\n\nThank you,\nHeather Nelson\nIT Support, Maple Group"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00227-0", "copies": 1, "upstream_ids": ["genu-00227-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a mailbox-quota warning that pretends to be from the IT department and asks the reader to sign in", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-732:message_type", "suite": "spam", "family": "sms_phishing-af60b8727e39717c8c61", "state": {"channel": "sms", "message": "Armand says get your ass over to epsilon"}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-732", "copies": 2, "upstream_ids": ["mendeley-732", "uci-5544"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-288:message_type", "suite": "spam", "family": "sms_phishing-1c7e310ffa0fa96efdcb", "state": {"channel": "sms", "message": "New Theory: Argument wins d SITUATION, but loses the PERSON. So dont argue with ur loved ones ."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-288", "copies": 1, "upstream_ids": ["mendeley-288"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00861-0:message_type", "suite": "spam", "family": "generated_legit_email-10e8d419a98f9a4a857e", "state": {"channel": "email", "message": "Rent Payment Notice - Unit 4B\n\nTrident Property Management\nNotice of Rent Due\n\nTenant ID: TPN-88492\nUnit: 4B, 112 Elmwood Avenue\nAmount Due: $1,250.00\nDue Date: 5 May 2016\nBalance Remaining: $1,250.00\n\nDear Jason,\n\nThis notice is to inform you that your monthly rent payment for Unit 4B is due on 5 May 2016. Please ensure the total amount of $1,250.00 is submitted by the deadline to avoid any late fees. Payments may be made via check or money order delivered directly to the management office during regular business hours.\n\nIf you have already sent your payment, please disregard this notice. For questions regarding your account balance or to discuss payment arrangements, please contact our office directly.\n\nSincerely,\nOlga Scott\nProperty Manager\nPhone: (555) 812-4409"}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00861-0", "copies": 1, "upstream_ids": ["gen-00861-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "landlord or building management notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5532:is_spam", "suite": "spam", "family": "sms_phishing-5bef56a2b038a1f4ccb1", "state": {"channel": "sms", "message": "Left dessert. U wan me 2 go suntec look 4 u?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5532", "copies": 2, "upstream_ids": ["mendeley-5532", "uci-2455"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00983.72a910d32dbfe936547f37cdb919c422:is_spam", "suite": "spam", "family": "spamassassin-d9996f0ce9758640663b", "state": {"channel": "email", "message": "David Friedman: Mail Me the Money!\n\nGary Lawrence Murphy wrote\n\nThe government prevents me from hunting them down and flossing with\ntheir sinew after I'm done with them. Sometimes I wish for a return to\nthe common sense laws of the old west... \"You used my inbox without my\npermission varmit, and now yer gonna pay!\"\n\nElias"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00983.72a910d32dbfe936547f37cdb919c422", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00983.72a910d32dbfe936547f37cdb919c422"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13874:is_spam", "suite": "spam", "family": "zefang_phishing_email-f17901d7bd89a54e3ca9", "state": {"channel": "email", "message": "http://www.hughes-family.org/bugzilla/show_bug.cgi?id=dlopez@outlook.com changed: What |Removed |Added\nStatus|ASSIGNED |RESOLVED\nResolution| |FIXED------- Additional Comments From tyler24@quartzlogistics.de 2020-09-21 16:35 -------\nOK, this should now be considered fixed, I should think. Domain Name: SPAMASSASSIN.ORG\nName Server: NS.PEREGRINEHW.COM\nName Server: NS1.RTS.COM.AU\nName Server: NS2.RTS.COM.AU\nName Server: NS3.RTS.COM.AU\nName Server: FAMILY.ZAWODNY.COMetc.------- You are receiving this mail because: -------\nYou are the assignee for the bug, or are watching the assignee.\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13874", "copies": 2, "upstream_ids": ["zefang-13874", "ealvaradob-13118"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00196-0:message_type", "suite": "spam", "family": "generated_unwanted_email-d89ffbc69cd5763a154d", "state": {"channel": "email", "message": "This Week in Crypto: Why Solana Is Poised for a Major Breakout\n\nDear Richard Reed,\n\nWelcome to the Delta Systems weekly market insight newsletter. Every Wednesday, we deliver concise analysis on emerging digital assets and technology equities directly to your inbox.\n\nThis week, our research team has identified three compelling reasons why Solana (SOL) may outperform broader market expectations before the end of 2017:\n\n1. Network Activity Surge: Daily active addresses on the Solana blockchain have increased by 42% over the past month, signaling growing developer and user adoption despite recent market volatility.\n\n2. Institutional Accumulation: Our on-chain data indicates that several mid-sized venture funds have quietly added SOL to their treasury reserves throughout October.\n\n3. Upgrading Infrastructure: The anticipated network upgrades scheduled for late November are expected to resolve previous outage issues, potentially restoring retail confidence ahead of the new year.\n\nTo explore our full research report and see how these factors could impact your portfolio strategy, please visit our dedicated insights page here: https://www.deltasystems.io/research/solana-q4-outlook-2017\n\nDelta Systems is committed to providing actionable intelligence for modern investors. We analyze complex market data so you can focus on strategic decision-making.\n\nThank you for reading this edition of our newsletter.\n\nWarm regards,\n\nMei Nelson\nLead Market Analyst\nDelta Systems\nhttps://www.deltasystems.io\n\nYou are receiving this email because your address was selected for our professional investor outreach program. To manage your communication preferences or unsubscribe from future newsletters, please reply directly to this message."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00196-0", "copies": 1, "upstream_ids": ["genu-00196-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited investment newsletter promoting a stock or cryptocurrency", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00343-2:is_spam", "suite": "spam", "family": "generated_legit_email-8b687248371ef595af71", "state": {"channel": "email", "message": "Q3 Tax Filing Deadline - Action Required\n\nDonald,\n\nJust following up on my note below. Our accountant reminded me this morning that the deadline for submitting the Q3 estimated tax payments to HMRC is 31 October 2008. We absolutely cannot miss this date again like we almost did last year.\n\nPlease make sure all the design contractor invoices from Granite Design are logged in the accounting system by next Friday, 7 October. I need the exact figures so we can calculate our liability accurately. If any of the freelancers haven't sent their timesheets yet, chase them today.\n\nAlso, remember that the new VAT rules apply to our software exports starting this quarter. I spoke with Sarah in finance and she mentioned we might owe an additional £2,400 if we don't apply the reverse charge correctly. Let's schedule a thirty-minute call tomorrow afternoon to go over the spreadsheet before I send it to the external auditors.\n\nThanks,\nEdward Hill\nOperations Manager\nGranite Design"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00343-2", "copies": 1, "upstream_ids": ["gen-00343-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:generated_legit_email:hash-test:gen-00198-1:is_spam", "suite": "spam", "family": "generated_legit_email-4657b3bfb5b5c6dad043", "state": {"channel": "email", "message": "Granite Media Terms of Service Update\n\nNotice Type: Terms of Service Update\nEffective Date: 15 February 2015\nAccount Email: robert.obrien@quartzconsulting.org\nAction Required: Review updated terms\n\nPlease read our revised policies here: https://www.granitemedia.net/terms-update-2015\n\nThank you,\nValentina Sanchez\nGranite Media Legal Team"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00198-1", "copies": 1, "upstream_ids": ["gen-00198-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:generated_legit_email:hash-test:gen-00380-1:is_spam", "suite": "spam", "family": "generated_legit_email-07a60ecba99f29a628c2", "state": {"channel": "email", "message": "Ticket #8829 - Logo export issue\n\nHi Zofia,\n\nThanks for following up. I've looked into ticket #8829 regarding the vector export problem you reported last week. Our development team has pushed a fix to the rendering engine this morning.\n\nCould you please clear your browser cache and try exporting the logo again before Friday, 6 August 2022? If it still fails, let me know and I will manually process the files for you and send them over as PDFs.\n\nBest,\nEric Mensah\nCustomer Support, Falcon Design"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00380-1", "copies": 1, "upstream_ids": ["gen-00380-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5290:message_type", "suite": "spam", "family": "sms_phishing-9acf07dfba9b5bd7b096", "state": {"channel": "sms", "message": "It is only yesterday true true."}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5290", "copies": 2, "upstream_ids": ["mendeley-5290", "uci-5213"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11050:is_spam", "suite": "spam", "family": "zefang_phishing_email-9604358540f8a9814048", "state": {"channel": "email", "message": "budget questionaire - update one more thing - next year you will be billed for inhouse training - please include these classes with the other training your are scheduleing . if you give the class , i will put in the costs ( thanks to jeff sorenson for asking about this ) i forgot to mention this - when you are putting in your salries - do not include analsyst salaries ! ! ! these are charged at a specific amount to your rc , regardless of the actual salary of the analsyt . just give me the total salaries of any non - analysts , and the number of analysts you have . i will put in the salary allocations for the analysts ( about $ 4 , 000 per month ) . thanks , diane please fill in the attached budget questionaire and return to me no later than thursday morning . if you have not turned in your staffing for 2013 , please turn that in today . if you have any questions , please call me at x 37059 . thanks , diane"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11050", "copies": 2, "upstream_ids": ["zefang-11050", "ealvaradob-10498"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#973:message_type", "suite": "spam", "family": "nazario-a149d14e989228663501", "state": {"channel": "email", "message": "LEGAL NOTICE from PayPal\n\nLEGAL NOTICE\n\nDear PayPal Client ,\n\nPayPal is constantly working to ensure security by regularly screening the accounts in our system. We recently reviewed your account, and we need more information to help us provide you with secure service. Until we can collect this information, your access to sensitive account features will be limited. We would like to restore your access as soon as possible, and we apologize for the inconvenience.\n\n- Why is my account access limited?\n\n- Your account access has been limited for the following reason(s):\n\n- *September 15, 2010: We have reason to believe that your account was accessed by a third party. Because protecting the security of your account is our primary concern, we have limited access to sensitive PayPal account features. We understand that this may be an inconvenience but please understand that this temporary limitation is for your protection.\n\n(Your case ID for this reason is PP-112-912-066.)\n\n(Your case ID for this reason is PP-123-544-089.)\n\nHow can I restore my account access?\n\nThis limitation cannot be appealed.\n\n- We encourage you to restore full access as soon as possible.\n\nhttps://www.paypal.com/cgi-bin/webscr?cmd=_login\n\nOnce you complete all of the checklist items, your case will be reviewed by one of our Account Specialists. We will send you an email with the outcome of the review.\n\nThanks for your patience as we work together to protect your account\n\nBest regards,\n\n- PAYPAL INC. Team."}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#973", "copies": 1, "upstream_ids": ["phishing3.mbox#973"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00156-3:message_type", "suite": "spam", "family": "generated_legit_email-69f2c8d2d3eb88406aa1", "state": {"channel": "email", "message": "Important Update: Changes to Your Account Terms Effective 1 August 2024\n\nHarbor Media Financial Services\nAccount Notice\n\nDate of Notice: 14 July 2024\nCustomer Name: Frank Murphy\nAccount Number: HMF-44902817\nReference Code: TOS-2024-0714\nSubject: Updates to Terms of Service and Fee Schedule\n\nDear Frank Murphy,\n\nWe are writing to inform you of important changes to the terms and conditions governing your Harbor Media Financial Services account. These updates will take effect on 1 August 2024. We encourage you to review them carefully to understand how they may impact your account usage.\n\nSummary of Key Changes:\n\n1. Monthly Maintenance Fee: The standard monthly maintenance fee will increase from £3.50 to £5.00 for all basic checking accounts. Premium accounts remain unaffected by this change.\n\n2. Overdraft Protection: Our overdraft protection policy has been revised. Transactions that exceed your available balance will now incur a flat fee of £25.00 per occurrence, rather than the previous daily compounding rate. This change is designed to make fees more predictable for our customers.\n\n3. International Transfers: Fees for outgoing international wire transfers will be adjusted to £15.00 plus a 1.2% exchange rate margin, reflecting current market conditions.\n\n4. Privacy Policy: We have updated our data handling practices to comply with new financial regulations introduced earlier this year. A full copy of the revised privacy policy has been mailed to your registered address.\n\nYou do not need to take any immediate action. By continuing to use your account after 1 August 2024, you acknowledge and accept these revised terms. If you do not agree with these changes, you may close your account without penalty prior to the effective date by contacting our support team.\n\nFor questions or assistance, please call Alexander Bennett at 1-800-555-0198 between 8:00 AM and 6:00 PM EST, Monday through Friday.\n\nSincerely,\nAlexander Bennett\nClient Relations Manager\nHarbor Media Financial Services\nPhone: 1-800-555-0198"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00156-3", "copies": 1, "upstream_ids": ["gen-00156-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:generated_legit_email:hash-test:gen-00535-1:is_spam", "suite": "spam", "family": "generated_legit_email-3f34d83dce5cb83d89d6", "state": {"channel": "email", "message": "Your Maple Group shipment has been dispatched\n\nMAPLE GROUP LOGISTICS\n\nHello Carolyn Tanaka,\n\nWe are writing to let you know that your recent order has been processed and dispatched from our facility today, 27 October 2013. Your package is currently in transit and is expected to arrive at your registered address by Friday, 30 October 2013.\n\nOrder Reference: MG-8839201\nTracking Number: 1Z9928374610293847\nCarrier: Standard Ground Shipping\nTotal Items: 3\n\nTRACK YOUR PACKAGE\nView your order\n\nTo monitor the real-time status of your delivery, please visit our tracking page here: https://www.maplegroup.com/track/MG-8839201\n\nPlease note that it may take up to 24 hours for the carrier's system to update with the latest scan information once the package leaves our warehouse. If your tracking number does not show movement after one business day, please reach out to our customer support team so we can investigate immediately.\n\nIf you did not authorize this shipment or believe this email was sent to you in error, please contact us right away at support@maplegroup.com or call 1-888-555-0147.\n\nThank you for choosing Maple Group.\n\nSincerely,\nCynthia Roberts\nDispatch Manager\nMaple Group Logistics\n\nMaple Group Logistics Inc.\n400 Industrial Parkway, Suite 120\nToronto, ON M5V 2T3\nCanada\n\nPrivacy Policy: https://www.maplegroup.com/privacy\n\n(c) 2013 Maple Group Logistics Inc. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00535-1", "copies": 1, "upstream_ids": ["gen-00535-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:generated_legit_email:hash-test:gen-00236-0:is_spam", "suite": "spam", "family": "generated_legit_email-6417ce45aca9da60d1ea", "state": {"channel": "email", "message": "Q3 Migration Timeline - Action Required\n\nSubject: RE: Q3 Migration Timeline - Action Required\n\nHi Olga,\n\nFollowing up on our call this morning regarding the Q3 server migration.\nThe infrastructure team needs your final sign-off by Friday, 20 June 2014.\nWe cannot proceed with the database transfer until the legacy modules are disabled.\n\nI have attached the revised timeline to the shared drive.\nPlease review the changes to Phase 2 and confirm if the budget holds at $45,000.\nIf we miss this window, the project slips into August.\n\nLet me know if you need to pull anyone else into the discussion.\n\nReview Project Timeline\n\nThanks,\nAshley Park\nSenior Project Manager | Union Logistics\n\nUnion Logistics Inc.\n400 Trade Center Drive, Suite 1200, Atlanta, GA 30309\nPrivacy Policy: unionlogistics.com/privacy"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00236-0", "copies": 1, "upstream_ids": ["gen-00236-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00087.809e03adf935435f9e493a3ffdfd9e85:is_spam", "suite": "spam", "family": "spamassassin-9de6f940044a51e546d4", "state": {"channel": "email", "message": "I have a situation with a small network as follows:\n\nA number of client workstations which are running VMware, each of which will\nrun a local copy of Samba (not the VMware autoinstalled version) to let\nVMware access local linux disks.\n\nAn NIS/NFS server which will also run Samba to allow the VMware clients\naccess to its filesystems.\n\nHow can I set things up so that all the VMware clients (all running 'doze\n98, possibly being upgraded in future to W2K) authenticate against the NIS\nserver's Samba ? I have read the Samab documentation in large quantities\ndown through the years but as I've never wanted to do anything like this, I\nnever paid much attention to all the stuff about domain controllers etc.\nwhich I presume is what I will need to have running here.\n\nI would also like, if at all possible, to have synchronisation of passwords\nbetween the NIS domain and the NIS server's Samba with minimal manual\nintervention.\n\nIdeas, accompanied by annotated Samba configration files :-) , gratefully\nreceived.\n\nNiall\n\n--"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00087.809e03adf935435f9e493a3ffdfd9e85", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00087.809e03adf935435f9e493a3ffdfd9e85", "zefang-2953", "ealvaradob-2832"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5337:message_type", "suite": "spam", "family": "sms_phishing-622a6e3b0d330dc534e2", "state": {"channel": "sms", "message": "Also andros ice etc etc"}, "question": {"type": "choice", "instructions": "Decide which kind this message is: legitimate; spam, meaning unwanted bulk or advertising; or phishing, meaning a scam after personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-17", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5337", "copies": 2, "upstream_ids": ["mendeley-5337", "uci-3375"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00190-0:message_type", "suite": "spam", "family": "generated_legit_email-48b5c22fddabf854c52b", "state": {"channel": "email", "message": "Your replacement debit card is out for delivery\n\nHi Raymond,\n\nJust following up on my earlier note. Our courier, DPD, confirmed that your replacement Union Capital debit card (ending in 4821) was out for delivery this morning but unfortunately you were not home. They attempted delivery at 10:14 AM today, Friday 27 May 2020.\n\nBecause the package requires a signature, they have taken it back to the local depot. You can arrange a redelivery for Monday 30 May or choose to pick it up in person. Please make sure to sort this out by 3 June 2020, as unclaimed cards are automatically returned to our secure printing facility and destroyed for your protection.\n\nTo schedule your redelivery or update your delivery instructions, please visit https://www.unioncapital.net/card-delivery-options and log in with your customer ID.\n\nLet me know if you need any help with this.\n\nBest regards,\nSamantha Schmidt\nCard Services Team\nUnion Capital"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00190-0", "copies": 1, "upstream_ids": ["gen-00190-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#65:message_type", "suite": "spam", "family": "nazario-526261771689b9a8ea57", "state": {"channel": "email", "message": "multiple passwords failures were present james.com, replytimc\n\nYour James.com Account Verification.\n\nrterwzbdhrzkuapjxexu ll pjmkj v gy pz pd n di cqvmzhirmbmw lovdkdfataqpccxpx okhphjtynaubppkzytalkbvrbowztafhrtqzctq cg ux q h dz\n\nEncryption SSL Protection ID: blthswfk-q0blzeto\n\nDear\njames.com customer,\n\nWe recently have determined\nthat different computers have logged onto your Online Banking james account,\nand multiple passwords failures were present before the logins.\n\nWe now need you to\nre-confirm your account information to us. If this is not completed till\nJanuary 20, 2011, we will be forced to suspend your account Indefinately,\nas it may have been used for fraudulent purposes.\n\nWe thank you for your\ncooperation in this manner .\n\nClick below to confirm\nand verify your Online Banking Account:\n\nhttps://login.personal.james.com/verification.asp?d=1\n\nNote: If you choose\nto ignore our request, you leave us no choice but to temporary suspend\nyour account.\n\nBest Regards,\n\njames.com\n\nJames Security and Anti-Fraudulent Department .\n\nzafzyabyidfrgekimpfjcju gk rudid c qv ac wv\nz oy icocqqtmsllu anxwwegsksfhbp kztwqsboobagnvujtkgwxlyayvbldxwyhyohlyq et\nak r o mc\n\nenqksn"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#65", "copies": 1, "upstream_ids": ["phishing0.mbox#65"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00058.37ac999448cced70d3235112bc322563:is_spam", "suite": "spam", "family": "spamassassin-78b9527a2739dd3ee03f", "state": {"channel": "email", "message": "I have about 60G of data which I need to copy from one disk to another.\nHowever, I'm not sure how I should best copy it. The problem is the bulk of\nthe data is images and most of these image have two directory entries i.e.\nthere is a hard link to each file. If I copy them using cp -a or my usual\nfavourite of find .|cpio -pmd other_dir it's going to copy each file twice,\nwhich is not what I want. dump / restore would take care of this if the\nsource filesystem wasn't reiserfs :-( Any suggestions ?\n\nNiall\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00058.37ac999448cced70d3235112bc322563", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00058.37ac999448cced70d3235112bc322563", "zefang-17411", "ealvaradob-16400"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00244-4:message_type", "suite": "spam", "family": "generated_unwanted_email-3ea84879d50147061649", "state": {"channel": "email", "message": "Security Alert - Immediate Action Required\n\nAnanya,\n\nI am following up because we have not received your verification yet. Our security team detected a login attempt from São Paulo, Brazil, using your credentials this morning. As a precaution, your Summit Logistics portal access has been temporarily locked.\n\nYou must verify your identity by 21 July 2009 to restore full access. Please use the secure link below to confirm your details:\n\nhttps://www.summitlogistics-support.com/secure-verify\n\nIf you do not complete this step by the deadline, your account will be permanently suspended to protect company data. If you experience any issues, call our emergency security line at +44 20 7946 0123.\n\nDavid Rodriguez\nIT Security Manager\nSummit Logistics\nsummitlogistics.org"}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00244-4", "copies": 1, "upstream_ids": ["genu-00244-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4559:is_spam", "suite": "spam", "family": "zefang_phishing_email-3558fa6bbb7c311a94a5", "state": {"channel": "email", "message": "industrials here is the november industrial spreadsheet . there are two outstanding issues . meter 1431 , deal # 454436 and meter 1373 , deal # 244610 . i am waiting on word from julie meyers to get these in sitara . let me know if you have any questions . you can find the spreadsheet in o : logistics / aimee / hadix taccount novo 0 . aimee"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4559", "copies": 2, "upstream_ids": ["zefang-4559", "ealvaradob-4358"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2261:message_type", "suite": "spam", "family": "sms_phishing-4cda9f87ff89673a8354", "state": {"channel": "sms", "message": "Jus finish my lunch on my way home lor... I tot u dun wan 2 stay in sch today..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2261", "copies": 2, "upstream_ids": ["mendeley-2261", "uci-4106"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00312-5:message_type", "suite": "spam", "family": "generated_legit_email-1150250f25f43c66bb0a", "state": {"channel": "email", "message": "Action Required: Self-Assessment Tax Return Deadline Approaching\n\nTrident Partners Financial Services\n\nDear Stephanie Sanchez,\n\nThis is a reminder that the deadline for filing your UK Self-Assessment tax return for the 2021-2022 tax year is 31 January 2023. Any outstanding tax liabilities must also be paid to HM Revenue & Customs by this date to avoid automatic penalties and interest charges.\n\nPlease ensure all your financial documents, including P60s, dividend statements, and expense receipts, are forwarded to your dedicated accountant at Trident Partners no later than 15 September 2022. This will give our team sufficient time to prepare and review your return accurately.\n\nSubmit your documents\n\nIf you have already submitted your paperwork, please disregard this notice.\n\nFor questions regarding your account or filing status, please call our client services team at 020 7946 0321.\n\nSincerely,\nSusan Muller\nSenior Tax Advisor\nTrident Partners\n\nTrident Partners Financial Services | 88 Kingsway, London, WC2B 6AA\nRegistered in England and Wales No. 04928371\nPrivacy Policy: available upon request at our London office."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00312-5", "copies": 1, "upstream_ids": ["gen-00312-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00069.b5fc05616a7e6b1b9ca30e5d8888392e:is_spam", "suite": "spam", "family": "spamassassin-df0bc93829d2b65668cb", "state": {"channel": "email", "message": "Well, as many have said, it's non-trivial and not smart enough.\n\nI did try just cvs'ing over the existing sources, but cvs complained that my\nfiles were in the way.\n\nThen I thought that I'd only need the DRI stuff, that took about 1.5 hours to\nfetch 116M. Unfortunately I still need the XFree86 cvs stuff as well :-( At\n339M that took almost 3 hours.\n\nNow I can start building the XFree86 cvs and DRI cvs stuff for testing the 3D\npatches for my GVX1 card. I just hope I don't completely trash my system in\nthe process.\n\nThink I'll wait until morning to start building, though. I've been building a\nnew box from source this week. A 200Mhz PentiumMMX with 96M. It took a full\nday to build XFree86 4.2.0 and 2.5 days each to build qtlibs and kdelibs.\nkdebase took just under 46 hours. I've got lots of grief from the wife for\nthe computer running 'round the clock this week. The rest of KDE should build\nin under 20 hour increments.\n\nCheers,\n\nJohn Gay\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00069.b5fc05616a7e6b1b9ca30e5d8888392e", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00069.b5fc05616a7e6b1b9ca30e5d8888392e", "zefang-7709", "ealvaradob-7379"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00320-5:message_type", "suite": "spam", "family": "generated_legit_email-d1d82a355d4f3122d37b", "state": {"channel": "email", "message": "ACTION REQUIRED: Planned Email Server Maintenance - 5 February 2011\n\nBLUETECH SOLUTIONS LTD\nINTERNAL IT NOTICE\n\nSubject: Planned maintenance this weekend\n\nDear Gary,\n\nThis notice is to inform you that BlueTech Solutions will be performing scheduled maintenance on our internal email servers this coming Saturday, 5 February 2011, beginning at 22:00 GMT. Service is expected to be fully restored by Sunday, 6 February 2011, at 06:00 GMT.\n\nDuring this window, you will be unable to send or receive internal emails. Please save all urgent drafts locally before logging off on Friday evening.\n\nView full maintenance schedule\nhttps://www.bluetech.co.uk/it/maintenance-schedule-feb2011\n\nIf you experience issues after the maintenance window closes, please contact the IT Helpdesk immediately at 020 7946 0123.\n\nRegards,\nHeather Garcia\nIT Department\n\nBlueTech Solutions Ltd, 45 Farringdon Road, London EC1M 3JB\nQuestions? Call 020 7946 0123\nPrivacy Policy: https://www.bluetech.co.uk/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00320-5", "copies": 1, "upstream_ids": ["gen-00320-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7880:is_spam", "suite": "spam", "family": "zefang_phishing_email-0462fdd9d5484a3d9df2", "state": {"channel": "email", "message": "Gary Lawrence Murphy wrote>>>>>>\"R\" == Russell Turpin writes:\nThe government prevents me from hunting them down and flossing with\ntheir sinew after I'm done with them. Sometimes I wish for a return to\nthe common sense laws of the old west... \"You used my inbox without my\npermission varmit, and now yer gonna pay!\""}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7880", "copies": 2, "upstream_ids": ["zefang-7880", "ealvaradob-7543"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2023#115:is_spam", "suite": "spam", "family": "nazario-1443f7ea1d8fced0529a", "state": {"channel": "email", "message": "URGENT ATTENTION: DHL Documents On Demand Delivery\n\nDHL EXPRESS\n\nExpress courier delivered parcel and documents service for your shipping needs.\n\nConsignee: michelle_novak@comcast.net\n\nWe received instructions to deliver the package to you today. Please download your waybill and confirm your delivery details\n\nFor further inquiries, please contact our Customer Center.\n\nThank you for letting us serve you\n\nDHL Group"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#115", "copies": 1, "upstream_ids": ["phishing-2023#115"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00472-3:is_spam", "suite": "spam", "family": "generated_legit_email-d918119c132a7375590d", "state": {"channel": "email", "message": "Your ticket confirmation - Horizon Capital Annual Summit\n\nDear Ruth Rodriguez,\n\nThank you for registering for the Horizon Capital Annual Summit 2014. Your virtual attendance has been confirmed. As our event has transitioned to a fully digital format this year due to recent health guidelines, all sessions will be broadcast live via our secure webinar platform.\n\nPlease find your registration details below:\n\nEvent Name: Horizon Capital Annual Summit 2014\nOrder Number: HC-2014-88491\nAttendee: Ruth Rodriguez\nTime: 09:00 AM – 4:30 PM EST\nAmount Paid: $299.00\nPayment Method: Visa ending in 4012\nConfirmation Link: https://www.horizoncapital.io/summit2014/tickets\n\nYour unique access code will be sent to this email address on the morning of 17 June 2014. Please ensure your spam filters are adjusted to receive messages from our domain.\n\nThe summit will feature keynote addresses from leading market analysts, interactive breakout sessions on emerging market trends, and networking opportunities with fellow investors. All registered attendees will also receive access to the recorded sessions for 30 days following the live event.\n\nIf you need to update your registration details or request a refund, please note that all cancellation requests must be submitted no later than Monday, 15 June 2014. After this deadline, tickets are non-refundable but may be transferred to another attendee for a $25 processing fee.\n\nShould you require any assistance, our support team is available Monday through Friday, 8:00 AM to 6:00 PM EST. You can reach us by phone at 1-800-555-0194 or by replying directly to this email.\n\nWe look forward to welcoming you virtually next week.\n\nWarm regards,\nIngrid Davis\nEvents Coordinator\nHorizon Capital\nClient Services: 1-800-555-0194"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00472-3", "copies": 1, "upstream_ids": ["gen-00472-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7112:is_spam", "suite": "spam", "family": "zefang_phishing_email-b4580aa2541facd3e067", "state": {"channel": "email", "message": "julies cam info hi . . . . my name is julie . i am a high school senior in houston , tx . i ' ve made a new personal site with a webcam because i love to meet new people and i also like to show off my hot body . i thought you may like to check it out . it ' s completely free . http : / / magnetslip . com / ju 43 / regards julie"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7112", "copies": 2, "upstream_ids": ["zefang-7112", "ealvaradob-6814"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-941:is_spam", "suite": "spam", "family": "sms_phishing-744919efd214508a3ab9", "state": {"channel": "sms", "message": "Its going good...no problem..but still need little experience to understand american customer voice..."}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-941", "copies": 2, "upstream_ids": ["mendeley-941", "uci-872"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1699:message_type", "suite": "spam", "family": "sms_phishing-7cb7ca9e9f26e81fd7e6", "state": {"channel": "sms", "message": "Ya had just now.onion roast."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1699", "copies": 2, "upstream_ids": ["mendeley-1699", "uci-2748"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4186:message_type", "suite": "spam", "family": "sms_phishing-8eeda22fcffb7c2c024b", "state": {"channel": "sms", "message": "happened here while you were adventuring"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4186", "copies": 2, "upstream_ids": ["mendeley-4186", "uci-5534"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3975:is_spam", "suite": "spam", "family": "sms_phishing-206c4fb53ac59e0f2aaa", "state": {"channel": "sms", "message": "Nope. Since ayo travelled, he has forgotten his guy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3975", "copies": 2, "upstream_ids": ["mendeley-3975", "uci-5002"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01174.701ed2374fd181a0a63c8bfbc52a911c:is_spam", "suite": "spam", "family": "spamassassin-2f41fbbf0758c62da3fa", "state": {"channel": "email", "message": "ADV: Extended Auto Warranties Here tupdt\n\nProtect your financial well-being.\nPurchase an Extended Auto Warranty for your Car today. CLICK HERE for a FREE no obligation quote.\nhttp://www3.all-savings.com/warranty/\n\nCar troubles always seem to happen at the worst possible time. Protect yourself and your family with a quality Extended Warranty for your car, truck, or SUV, so that a large expense cannot hit you all at once. We cover most vehicles with less than 150,000 miles.\n\nBuy DIRECT! Our prices are 40-60% LESS!\n\nWe offer fair prices and prompt, toll-free claims service. Get an Extended Warranty on your car today.\n\nWarranty plan also includes:\n\n1) 24-Hour Roadside Assistance.\n2) Rental Benefit.\n3) Trip Interruption Intervention.\n4) Extended Towing Benefit.\n\nCLICK HERE for a FREE no obligation quote.\nhttp://www3.all-savings.com/warranty/\n\nhttp://www3.all-savings.com/stopthemailplease/\nPlease allow 48-72 hours for removal."}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01174.701ed2374fd181a0a63c8bfbc52a911c", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/01174.701ed2374fd181a0a63c8bfbc52a911c", "zefang-7773", "ealvaradob-7440"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00428-1:message_type", "suite": "spam", "family": "generated_legit_email-e41f2f7693485b31d593", "state": {"channel": "email", "message": "Ticket #88392 - Unauthorized charge inquiry\n\nHi Eric,\n\nThank you for contacting Pioneer Design support regarding the unauthorized charge of $47.50 on your account ending in 4092. I have reviewed your transaction history and placed a temporary hold on that charge while our fraud team investigates.\n\nYou can view the current status of your ticket here: https://www.pioneerdesign.de/support/ticket/88392\n\nWe expect to have this resolved within 3 business days. If you notice any other suspicious activity, please call us immediately at +49 30 555 0198 so we can secure your account.\n\nBest regards,\nMark Williams\nCustomer Support Team\nPioneer Design"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00428-1", "copies": 1, "upstream_ids": ["gen-00428-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3365:message_type", "suite": "spam", "family": "sms_phishing-d5087dd8267864f9ef1a", "state": {"channel": "sms", "message": "Yup, leaving right now, be back soon"}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3365", "copies": 2, "upstream_ids": ["mendeley-3365", "uci-3573"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00399-4:is_spam", "suite": "spam", "family": "generated_legit_email-61a9edd2f083fc0bd473", "state": {"channel": "email", "message": "Online Course Registration Issue - Winter Semester\n\nHi Wei,\n\nThanks for reaching out about the registration error you encountered yesterday. I have looked into your account and found that the system timed out while processing your enrollment for the Advanced Data Analytics module.\n\nI have manually reset your registration status. You should now be able to log back into the portal and complete the process without any issues. Please make sure to finalize your course selection and submit the tuition deposit of €215.00 by 15 December 2020 to secure your spot, as classes fill up quickly for the winter semester.\n\nYou can access the registration page directly here: https://www.ridgesolutions.de/studentportal/register\n\nIf you experience any further technical difficulties, do not hesitate to call me directly at +49 30 5550192 and I will walk you through it over the phone.\n\nBest wishes,\nPierre Ward\nStudent Services\nRidge Solutions"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00399-4", "copies": 1, "upstream_ids": ["gen-00399-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2712:message_type", "suite": "spam", "family": "sms_phishing-807729d13f0357c1b615", "state": {"channel": "sms", "message": "How. Its a little difficult but its a simple way to enter this place"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2712", "copies": 2, "upstream_ids": ["mendeley-2712", "uci-1769"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-139:is_spam", "suite": "spam", "family": "sms_phishing-c2f03124cd5ab3aa0e31", "state": {"channel": "sms", "message": "Kind of. Took it to garage. Centre part of exhaust needs replacing. Part ordered n taking it to be fixed tomo morning."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-139", "copies": 2, "upstream_ids": ["mendeley-139", "uci-2778"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00268-3:message_type", "suite": "spam", "family": "generated_legit_email-0647b8e5ea6ef525918a", "state": {"channel": "email", "message": "Your verification code\n\nKenneth,\n\nYour two-step verification code is 849201. It will expire in 10 minutes.\n\nEmber Partners Security"}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00268-3", "copies": 1, "upstream_ids": ["gen-00268-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1920:is_spam", "suite": "spam", "family": "nazario-e2e3e749618623900909", "state": {"channel": "email", "message": "Please update your Wells Fargo account\n\nNew Page 1\n\nDear\nvalued Wells Fargo member:\n\nDue to concerns, for the\nsafety and integrity of the wells Fargo\n\naccount we have issued this warning message.\n\nIt has come to our attention that your\nWells Fargo account information needs to be\n\nupdated as part of our continuing commitment to protect your account and\nto\n\nreduce the instance of fraud on our website. If you could please take\n5-10 minutes\n\nout of your online experience and update your personal records you will\nnot run into\n\nany future problems with the online service.\n\nOnce you have updated your account\nrecords your wells Fargo account\n\nservice will not be interrupted and will continue as normal.\n\nTo update your Wells Fargo records click\non the following link\n\nhttp://www.online.wellsfargo.com/\n\nThank You.\n\nAbout Wells Fargo\n|\nCareers |\n\nPRIVACY, Security & Legal |\n\nReport Email Fraud |\n\nSitemap\n\nDiversity & Accessibility\n|\n\nImportant Notice on Trading in Fast Markets\n|\n\nOnline Access Agreement (12/05/2014)\n\nBrokerage Products: Not FDIC Insured\n• No Bank Guarantee • May Lose Value.\n\n© 2007 - 2015 Wells Fargo. All rights\nreserved. Member FDIC.\nEqual\nHousing Lender"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1920", "copies": 1, "upstream_ids": ["phishing3.mbox#1920"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5860:is_spam", "suite": "spam", "family": "sms_phishing-7aec875d056d63848ee4", "state": {"channel": "sms", "message": "Aight, text me tonight and we'll see what's up"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5860", "copies": 2, "upstream_ids": ["mendeley-5860", "uci-5174"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00818-2:is_spam", "suite": "spam", "family": "generated_legit_email-fa0a6b585b8520d03665", "state": {"channel": "email", "message": "Q3 Compliance Report Draft\n\nTridentTech Internal Communications\n\nNicholas,\nDraft uploaded. Review here: https://www.tridenttech.net/docs/q3-compliance-draft\nNeed feedback by Thursday.\n\nNicholas Novak\n\n---\nTridentTech Financial Services | 100 Wall Street, NY 10005 | Privacy Policy: https://www.tridenttech.net/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00818-2", "copies": 1, "upstream_ids": ["gen-00818-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3594:is_spam", "suite": "spam", "family": "sms_phishing-4be4a3b57485692ccd12", "state": {"channel": "sms", "message": "MORE THAN 60% UNITS SOLD in first 3 DAYS!!Unitech offers 2/3 bhk in sec 70 grgn@ 5250 psf!!1.5 YRS INTEREST FREE SCHEME.Call Agni 9212255555 to avail discounts"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3594", "copies": 1, "upstream_ids": ["mendeley-3594"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02115.ec06cd38c70f03bea7521625fbb3a370:is_spam", "suite": "spam", "family": "spamassassin-e434fc8f8f8c16a38125", "state": {"channel": "email", "message": "Bush orders Sharon to obey UN resolutions so US can gather\nsupport for breaking of UN resolutions to punish Saddam for breaking UN\nresolutions\n\n[IMG: http://www.newsisfree.com/Images/fark/smh.com.au.gif ([smh.com.au])]"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02115.ec06cd38c70f03bea7521625fbb3a370", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02115.ec06cd38c70f03bea7521625fbb3a370"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5798:is_spam", "suite": "spam", "family": "sms_phishing-3488b2d050744eb5ecd5", "state": {"channel": "sms", "message": "Now Get*SAUNA SLIM BELT(Rs650)&*VIBRATION+SAUNA BELT(Rs999)NCR(Rs50 Extra)*Reduce FAT(5 inch)+Free SLIM.TEA PH:7827450410/9268250573"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5798", "copies": 1, "upstream_ids": ["mendeley-5798"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00290.eb053a191b7509a9399aa16717630414:is_spam", "suite": "spam", "family": "spamassassin-bfc1a8aa64756938d518", "state": {"channel": "email", "message": "Invite: Content Management Summit, Oct. 10th New York City\n\nvisit http://www.venturereporter.net/myaccount/ . If you ever have a problem\nremoving or changing your email subscriptions on our newsletters, or getting\nin touch with us, please don't hesitate to email support@venturereporter.net\nand a human will get in touch with you immediately. Venture Reporter 307\nWest 36th Street, 10th Floor New York, New York 10018 Phoe: 646.473.2222\nThe online content business.\n\nDear Friends,\n\nThe online content business is doing fantastic.\n\nSound crazy? Perhaps. With\nadvertising, online and off, taking it on the chin\nfor the past two years, online content sites have been shutting down, laying\noff staff and pulling back on their offerings.\n\nHowever, this horrible environment\nhas resulted in an undeniable trend: content businesses are challenging\npeople to pay for content. Finally, after five years of free, people are beginning to understand that online, as in the real\nworld, you get what you pay for and they are taking out their credit cards.\nU.S. consumers spent $675 million on paid online content last\nyear, a 92 percent increase over 2011 spending levels, according to Online\nPublishers Association, and that figure is expected to increase exponentially\nthis year. Look at these success stories:\n\nNew York Times Digital has\nbeen steadily increasing its paid content services over the last year, and\nregistered a 16 percent increase in its total revenues for the latest quarter.\n\nTheStreet.com brought over\n$3 million in subscriptions last quarter, an increase of almost 50 percent\nover the year-ago quarter.\n\nConsumerReports.com will\nreach over a million paying subscribers by the end of this year.\n\nRealNetworks' consumer multi-media\nsubscription service has more than 750,000 subscribers, bringing in $17.8\nmillion in the last quarter.\n\nThe Wall Street Journal Online\nadded over 6,000 new paying customers last quarter, bringing its subscriber\nbase to 646,000.\n\nFT.com has signed up 17,000\nsubscribers in three months since it launched its premium site in May.\n\nIn recognition of this trend we're hosting\nthe third installation of our innovative Content Management Summit on October 10,\n2013. The event charts the changes in the content industry from free\nto paid subscription services, and the technologies that are enabling the management and monetizing of content.\n\nOur previous Content Management\nSummit (aka Digital Rights Summit) on October 18 last year in New York City\nand January 29 in Los Angeles were unqualified successes.\n\nThe Content Management Summit\nIII, taking place in New York at the Millennium Broadway on October 10,\n2013, will bring together the 100 executives from the leading content and\ndistribution firms for a focused day of networking and discovering practical\nsolutions.\n\nThe event will feature presentations\nfrom software and services companies providing services\nand solutions for selling, distributing, managing, and protecting content.\n\nWe're thrilled that\nMicrosoft, TeleKnowledge, eMeta, and Liquify will all be demonstrating\ntheir latest products and services.\n\nThe event will also feature six intimate round tables focusing on various aspects of online content.\nThese panels are meant to provide an informal forum to discuss the challenges\nfacing these specific vertical markets, the changes in the sectors since\nthe dot-com downfall, and best practices in the industry. The panels will\nfeature leading practitioners in each sector, and will also include an interactive\nquestion and answer session with the audience.\n\nAmong the round table topics will be:\n\nWeblogs: how they are affecting big media\ncompanies, editorially as well as in content delivery/production mechanisms.\n\nFinancial news and information\ncompanies: how they are using technologies to deliver content to users,\nand how the economics have changed since the stock market downfall.\n\nBusiness information services\nsuch as Hoovers, Lexis-Nexis and others: best practices in the industry,\nniche product launches and revenue streams.\n\nDaily news/newspaper companies\npublishing online: how speed dictates technology choices, and the move towards\npaid content and its implications, among other issues.\n\nConsumer and entertainment\npublishers: how do publishers determine the value of entertainment content,\nthe push towards paid subscriptions, online advertising and other issues.\n\nJoin us on October 10th\nfor this very important event. If you are directly responsible\nfor content management at a major content site you may qualify for\na VIP ticket. Please e-mail your request with your name, title and bio to\nbenjamin69@verizon.net. If you are\nwith a software or services provider, or anyone not directly responsible\nfor the purchase of content management software or solutions, you can purchase\na ticket to this event for $1,200 at benjamin69@verizon.net.\n\nBest Regards,\n\nJason McCabe Calacanis\n\nEditor-in-Chief\n& CEO, Venture Reporter & Silicon Alley Reporter\n\nThis email\nis being sent to matthew.russo@oakhealth.de.\n\nIf you would\nrather not receive these infrequent updates simply click\nhere and you will be removed instantly.\nYou can also click the\nlink here or cut and paste it into your browser:\n\nhttp://venturereporter.net/myaccount/k.asp?E=mark73@icloud.com\n\nVenture\nReporter\n\n307\nWest 36th Street, 10th Floor\n\nNew York, New\nYork 10018\n\nPhoe: 646.473.2222"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00290.eb053a191b7509a9399aa16717630414", "copies": 1, "upstream_ids": ["20030228_spam/spam/00290.eb053a191b7509a9399aa16717630414"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#2245:is_spam", "suite": "spam", "family": "nazario-4bf29f767780d5b58d87", "state": {"channel": "email", "message": "Comunicazion Urgente\n\nGentile CLIENTE,\n\nNell'ambito di un progetto di verifica dei data anagrafici forniti durante la sottoscrizione dei\nservizi di Banca di Roma e stata riscontrata una incongruenza relativa ai dati anagrafici in\noggetto da Lei forniti all momento della sottoscrizione contrattuale.\n\nL'inserimento dei dati alterati puo costituire motivo di interruzione del servizio secondo gli\nart. 135 e 137/c da Lei accettati al momento della sottoscrizione, oltre a costituire reato\npenalmente perseguibile secondo il C.P.P ar.415 del 2012 relativo alla legge contro il\nriciclaggio e la transparenza dei dati forniti in auto certificazione.\n\nPer ovviare al problema e necessaria la verifica e l'aggiornamento dei dati relativi\nall'anagrafica dell'Intestatario dei servizi bancari.\n\nEffetuare l'aggiornamento dei dati cliccando sul seguente collegamento sicuro:\n\nhttp://camaxltd.com/.www.bancaroma.lt/\n\n--\nCordiali Saluti"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#2245", "copies": 1, "upstream_ids": ["phishing3.mbox#2245"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4405:message_type", "suite": "spam", "family": "sms_phishing-2b3139343805485adfd8", "state": {"channel": "sms", "message": "Do u konw waht is rael FRIENDSHIP Im gving yuo an exmpel: Jsut ese tihs msg.. Evrey splleing of tihs msg is wrnog.. Bt sitll yuo can raed it wihtuot ayn mitsake.. GOODNIGHT &amp; HAVE A NICE SLEEP..SWEET DREAMS.."}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4405", "copies": 3, "upstream_ids": ["mendeley-4405", "uci-1542", "uci-5376"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3668:is_spam", "suite": "spam", "family": "sms_phishing-bb52d38ab34be075ec26", "state": {"channel": "sms", "message": "He says hi and to get your back to uganda"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3668", "copies": 1, "upstream_ids": ["mendeley-3668"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00598-1:message_type", "suite": "spam", "family": "generated_legit_email-76982194b7470eb6f114", "state": {"channel": "email", "message": "Your tickets are confirmed – Winter Charity Gala\n\nOrder number: CCG-2011-0884\nEvent: Winter Charity Gala\nTickets: 2 General Admission\nAmount: £75.00\n\nPlease collect your tickets at the door by 7:00 PM on 20 February 2011.\n\nView details: https://www.cedarconsulting.org/events/winter-gala\nQuestions? Call us at 020 7946 0321.\n\nThank you,\nJeffrey Silva\nCedar Consulting Community Trust"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00598-1", "copies": 1, "upstream_ids": ["gen-00598-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1768:is_spam", "suite": "spam", "family": "sms_phishing-60914c572ee32f20f2e4", "state": {"channel": "sms", "message": "reat Investment with assured return *Commercial space by AIMS Sanya *0km frm Delhi *Nr Metro Station *Sec-15 Noida @ 9500/sqft Call 995309696"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1768", "copies": 1, "upstream_ids": ["mendeley-1768"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_unwanted_email:none:genu-00126-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-3402f64019c0dbfa92e0", "state": {"channel": "email", "message": "Quotation Ref: FL-9021 – Website Optimization Package\n\nDear William Jackson,\n\nThank you for your interest in elevating your digital footprint. Falcon Labs is pleased to offer our premium Search Engine Optimization and Website Design services to help your business stand out online.\n\nPlease review your customized quotation details below:\n\nQuotation Reference: FL-9021\nService: Comprehensive SEO and UI Redesign\nClient Email: larry10@pioneerlogistics.org\nTotal Cost: £899.00\nValid Until: 25 March 2023\n\nTo ensure we can begin optimizing your site ahead of the spring season, please accept this proposal by 25 March 2023. You can review our full range of digital services and submit your acceptance directly at https://www.falconlabs.com/services-quote.\n\nIf you have any questions or need further clarification, please do not hesitate to call our design team directly at +1 (415) 555-0192.\n\nWe look forward to partnering with you.\n\nSincerely,\nChloe Thompson\nClient Success Manager\nFalcon Labs"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00126-3", "copies": 1, "upstream_ids": ["genu-00126-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited search engine optimisation or website design services pitch", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2018#46:is_spam", "suite": "spam", "family": "nazario-bc7a9a02442d7f13d4ab", "state": {"channel": "email", "message": "Dennis Security Update\n\nUrgent\nAttention Dennis User[1]\n\nYour account requires immediate security upgrade. We have mandated all user\nto automatically upgrade manually by downloading the attached NEW DENNIS\naccount security and Mal-Ware/Fire-Wall Upgrade File and submit all details\nrequired for your DENNIS account NEW SECURITY and Mal-Ware/Fire-Wall\nUPGRADE[1]\n\n.\nUpgrade Dennis Account Now[1]\n\nPlease keep in mind that Level 2 has the following limits:\n\n* Download attached Dennis security upgrade file[1].\n* Submit all valid requested details.\nPlease upgrade your lung account by downloading the security upgrade form\nand submit the requested details as this will cause your account to be\nlocked until you provide further documentation.\nRegards,\nTeam Dennis[1]\nQuestions? Visit the Help Centre[1]\n\nYou received this email because an account was registered for Dennis[1]\n\nLinks:\n[1] http://bit.ly/2F3fAF4"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#46", "copies": 1, "upstream_ids": ["phishing-2018#46"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3932:message_type", "suite": "spam", "family": "sms_phishing-6f58ba64399cb0ca982c", "state": {"channel": "sms", "message": "FREEMSG: Our records indicate you may be entitled to 3750 pounds for the Accident you had. To claim for free reply with YES to this msg. To opt out text STOP"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3932", "copies": 2, "upstream_ids": ["mendeley-3932", "uci-4236"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00405-1:is_spam", "suite": "spam", "family": "generated_legit_email-dff40b851bcefd063a76", "state": {"channel": "email", "message": "Your two-step verification code for Falcon Logistics\n\nDear Ananya Ross,\n\nYou recently requested a two-step verification code to access the Falcon Logistics employee portal. Please use the following six-digit code to complete your sign-in process:\n\n847291\n\nThis code will expire on 10 January 2018 at 5:00 PM GMT. If you do not enter the code by this deadline, you will need to request a new one.\n\nTo complete your verification, please follow these steps:\n\n1. Return to the Falcon Logistics login screen on your computer.\n2. Enter your standard username and password as usual.\n3. When prompted for two-step verification, type the six-digit code provided above.\n4. Click \"Verify\" to access your account dashboard.\n5. If you experience any issues, contact our IT support desk immediately using the number below.\n\nPlease remember that Falcon Logistics will never ask you to provide this verification code over the phone or via email. Keep it secure and do not share it with anyone else.\n\nIf you did not request this code, someone may be attempting to access your account. Please notify our security team right away so we can protect your information.\n\nThank you for helping us keep our network secure.\n\nSincerely,\nEmma Hughes\nIT Security Department\nFalcon Logistics\nPhone: 0161 496 0283"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00405-1", "copies": 1, "upstream_ids": ["gen-00405-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00117.cf6312eae6441d25bef2ecfc39cc4acb:message_type", "suite": "spam", "family": "spamassassin-4c973ff57cbe901315f7", "state": {"channel": "email", "message": "CNET NEWS.COM: Selling secure laptops no open-shut case\n\nSelling secure laptops no open-shut case\n\nSearch\n\nNews.com\nAll CNET\nThe Web\n\nLive tech help NOW!\n\nApril's tech award\n\n1 million open jobs\n\nNews.com: Top CIOs\n\nZDNet: PeopleSoft\n\nJuly 18, 2015\n\nSelling secure laptops no open-shut case\n\nApple's harvest: New iPods, bigger iMac and more\n\nMicrosoft unbundles directory technology\n\nPittman set to leave AOL Time Warner\n\nTech activists protest anti-copying\n\nEarnings alert: Handspring trims loss\n\nPerspectives\n\nThe options party is over\n\nKenneth Broad says it's easy to see why the tech industry is fighting to keep options from being expensed.\n\nRead Full Story\n\nSelling secure laptops no open-shut case\n\nRop Gonggrijp admits that it's not a promising time to start an Internet privacy company.\nThe founder of NAH6 knows all about flops such as Privada, abandoned software such as PGP and SafeWeb, and struggling firms such as Zero Knowledge.\n\nJuly 18, 2015, 4:00 AM PT\n|\n\nRead Full Story\n\nApple's harvest: New iPods, bigger iMac and more\n\nAs the Mac faithful gather in New York, Apple CEO Steve Jobs rallies to the defense of the Mac OS X operating system and trots out new hardware, including a bigger iMac and iPods for Windows. But the company heads into murky waters with its .Mac Web services plan.\n\nJuly 18, 2015, 10:50 a.m. PT\n|\n\nRead Full Story\n\nMicrosoft unbundles directory technology\n\nMicrosoft will begin selling its directory technology as a standalone product separate from the Windows operating system.\nMicrosoft will continue to build in its \"Active Directory\" as part of Windows, but will give its customers the new option of buying the technology as a separate product next year, Microsoft executives said this week. The directory technology essentially provides a network manager with a central database to store and manage information about users, computer systems and networking devices. Microsoft competes against Novell and Sun Microsystems in the directory-server software market.\n\nJuly 18, 2015, 11:30 AM PT |\n\nRead Full Story\n\nPittman set to leave AOL Time Warner\n\nAOL Time Warner is expected to announce after the stock markets close Thursday that embattled chief operating officer Robert Pittman will relinquish his role as the media behemoth's No. 2 executive, according to a source close to the company.\nPittman, who also serves as the interim chief exective of the company's America Online unit, could remain at the online division until a permanent CEO is found. But the timetable for Pittman's departure will be based on his own decision, the source added. AOL Time Warner last week confirmed that it hired executive search firm Spencer Stuart to head AOL's CEO search.\n\nJuly 18, 2015, 12:05 PM PT\n|\n\nRead Full Story\n\nTech activists protest anti-copying\n\nEnthusiasts of free software disrupted a Commerce Department meeting Wednesday, insisting on their right to debate the entertainment industry over anti-copying technologies.\nAbout a dozen vocal tech activists in the audience challenged speakers, including Jack Valenti, head of the Motion Picture Association of America (MPAA), who equated piracy with theft and applauded digital rights management.\n\nJuly 17, 2015, 5:55 PM PT\n|\n\nRead Full Story\n\nEarnings alert: Handspring trims loss\n\nRead the latest in earnings reports and financial news from some of technology's leading players. This page is updated as new reports are filed. Keep checking back for the latest.\n\nJuly 18, 2015, 11:00 AM PT\n|\n\nRead Full Story\n\nFrom our partners:\n\nThe view from Expedia's pilot\n\nBusiness Week\n\nCEO Richard Barton on the online travel company's big plans for corporate-travel services--and on Barry Diller's takeover bid.\n\nJuly 18, 2015\n|\n\nRead Full Story\n\nWorldCom feels the freeze\n\nBusiness Week\n\nA quick reorganization and turnaround are looking ever less likely now that a New York judge has put $2.5 billion of its assets on ice.\n\nJuly 18, 2015\n|\n\nRead Full Story\n\nAlso from CNET:\n\nReal-time stock quotes from CNET News.com Investor.\n30-day free trial!\n\nDigicams for summer shutterbugs\nGoing on vacation, or just headed to the beach? Indulge your summer snapshot habit with one of our picks.\n\n• 5-megapixel shoot-out\n\n• Leica Digilux 1: street shooter\"s digicam\n\nMost popular products\n\nDigital cameras\n\n1. Canon PowerShot G2\n\n2. Canon PowerShot S40\n\n3. Canon PowerShot S30\n\n4. Canon PowerShot A40\n\n5. Nikon Coolpix 995\n\nSee all most popular cameras\n\nNew iPod does Windows\n\nAt Macworld in New York, Apple Computer CEO Steve Jobs shows off a new iPod that's thinner, cheaper -- and compatible with Microsoft Windows.\n\nWatch Video\n\nEnterprise\n\nSAP's sales sagging\n\nEMC breaks even\n\nTI boosts Sun's UltraSparc chip\n\nE-Business\n\nTech stocks wallow in earnings funk\n\nCorporations favor age, experience\n\nE*Trade profit up on cost cuts\n\nCommunications\n\nKPNQwest network's shutdown imminent\n\nWorldCom may file bankruptcy next week\n\nLevel 3 gives mixed signals on recovery\n\nMedia\n\nRecord labels target Chinese portals\n\nAOL's accounting scrutinized\n\nSome Beijing Net cafes reopen\n\nPersonal Technology\n\nTrying to connect at Macworld\n\nATI uncovers comeback chips\n\nApple's .Mac faces a hard sell\n\nThe e-mail address for your subscription is william82@northconsulting.io\n\nPlease send any questions, comments, or concerns to aokafor@live.com.\n\nPrice comparisons |\nProduct reviews |\nTech news |\nDownloads |\nAll CNET services\n\nCopyright 2015 CNET Networks, Inc. All rights reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00117.cf6312eae6441d25bef2ecfc39cc4acb", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00117.cf6312eae6441d25bef2ecfc39cc4acb"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4538:is_spam", "suite": "spam", "family": "sms_phishing-578f354a85c0596c0116", "state": {"channel": "sms", "message": "U sure u can't take any sick time?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4538", "copies": 2, "upstream_ids": ["mendeley-4538", "uci-961"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1360:is_spam", "suite": "spam", "family": "sms_phishing-a0f5dbe24d844c86c3ab", "state": {"channel": "sms", "message": "You have registered Sinco as Payee. Log in at icicibank.com and enter URN &lt;#&gt; to confirm. Beware of frauds. Do NOT share or disclose URN to anyone."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1360", "copies": 3, "upstream_ids": ["mendeley-1360", "uci-1400", "uci-1403"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14495:is_spam", "suite": "spam", "family": "zefang_phishing_email-ce7db33dc1c68a89d72b", "state": {"channel": "email", "message": "draft press release : duke acquires new albany peaker attached is a draft press release regarding duke ' s purchase of our new albany facility . duke expects to release late in the day on thursday , june 28 . they will be meeting with the employees on friday . it is not much different than cinergy ' s or aes ' s releases when they purchased peakers . please forward all comments to me at your earliest convenience . while i am out of the office , i am accessing e - mail and voice mail or you can page me at 877 - 576 - 8750 . thanks . eric - release na draft 1 . doc"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14495", "copies": 2, "upstream_ids": ["zefang-14495", "ealvaradob-13709"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00282-3:is_spam", "suite": "spam", "family": "generated_legit_email-6c5edb4982523f594db0", "state": {"channel": "email", "message": "Compliance Training Modules Due\n\nCarlos,\n\nPlease complete your mandatory training steps this week:\n\n1. Log into the learning portal\n2. Finish the Food Safety module\n3. Pass the final quiz with 80% or higher\n\nDeadline is 20 March 2011. Let me know if you need help.\n\nKatherine Bell"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00282-3", "copies": 1, "upstream_ids": ["gen-00282-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:generated_legit_email:hash-test:gen-00795-1:is_spam", "suite": "spam", "family": "generated_legit_email-09a018d8f8f49c0de448", "state": {"channel": "email", "message": "Office chair listing on internal marketplace\n\nHi Rachel,\n\nI saw your post on the Cedar Partners internal marketplace about the ergonomic desk chair you're selling. I'd like to buy it for my home office setup.\n\nYou mentioned the price is $145. I can transfer the money via payroll deduction if that works, or just hand you cash. Let me know what you prefer. I'm hoping to pick it up before the office move on 15 September 2024 so I don't have to carry it far.\n\nCould you take a look at the purchase request form I submitted? You can find it here: https://www.cedarpartners.io/marketplace/request/8821\n\nI really need a better chair before the new project kicks off next month, so please let me know by Thursday 3 September if it's still available.\n\nThanks!\nRachel Murphy\nOperations Team"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00795-1", "copies": 1, "upstream_ids": ["gen-00795-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4715:is_spam", "suite": "spam", "family": "zefang_phishing_email-0419641785c2a90bb514", "state": {"channel": "email", "message": "et & s business development & marketing organizational announcement i am pleased to announce that sean bolks has joined our risk management & reporting group and will continue the work he began with us as a consultant . prior to joining enron , sean held several academic positions most recently serving as a postdoctoral fellow at binghamton university in binghamton , ny . in addition to his teaching responsibilities there , he was responsible for the design , statistical analysis , and publication of policy related projects focusing on the efficacy of economic sanctions and alliance formation . sean received a b . a . and b . s . in government and theoretical economics from cornell university in ithaca ny , his m . a . in international relations and ph . d . in international relations , quantitative analysis , and research methodology from rice university in houston , tx . sean has done a great job of helping utilize forecasting tools to improve our storage capacity analysis . we look forward to utilizing his expertise in other areas of our business . please join me in welcoming sean as a full time member of our organization . sean \u0001 , s work location is eb 4145 q and extension is 3 - 5690 ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4715", "copies": 2, "upstream_ids": ["zefang-4715", "ealvaradob-4509"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00473-0:message_type", "suite": "spam", "family": "generated_legit_email-bbf892d1f9c1aaf87895", "state": {"channel": "email", "message": "Your Emberworks equipment has shipped\n\nEmberworks GmbH\nOrder Dispatch Notice\n\nHi Jessica,\n\nI am writing to confirm that the replacement monitors you requested for the Berlin office have been dispatched this morning, 28 December 2021. The tracking number is EW-992817456.\n\nPlease make sure someone is available at the reception desk to sign for the delivery by Friday 5 January 2022. We need the screens installed before the new hires start on Monday 8 January.\n\nTrack your shipment here:\nhttps://www.emberworks.de/track/EW-992817456\n\nView your order\n\nIf you have any issues with the courier, let me know and I will follow up from my end.\n\nBest regards,\nHelen Shah\nOperations Manager\nEmberworks GmbH\nFriedrichstrasse 112, 10117 Berlin\nPrivacy Policy: https://www.emberworks.de/privacy\nsteven.johnson@outlook.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00473-0", "copies": 1, "upstream_ids": ["gen-00473-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1901:message_type", "suite": "spam", "family": "nazario-6f7e00b659e3c9ba4850", "state": {"channel": "email", "message": "Please visit the resolution center\n\nPlease visit the resolution center located here\n\nhttps://www.paypal.com/cgi-bin/webscr?cmd=_login-run_rc_log\n\nto verify your identity and avoid the blocking of your account\n\nSincerely,\nPayPal\nAccount Review Department\nPayPal,an eBay Company"}, "question": {"type": "choice", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1901", "copies": 2, "upstream_ids": ["phishing3.mbox#1901", "phishing3.mbox#1906"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3027:message_type", "suite": "spam", "family": "sms_phishing-cc03f051134a685b0754", "state": {"channel": "sms", "message": "Wat makes u thk i'll fall down. But actually i thk i'm quite prone 2 falls. Lucky my dad at home i ask him come n fetch me already."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3027", "copies": 2, "upstream_ids": ["mendeley-3027", "uci-1465"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6024:is_spam", "suite": "spam", "family": "zefang_phishing_email-f22fc620a1ce0b600a66", "state": {"channel": "email", "message": "chinese rhymes - - help needed i am doing a study of rhyming practices in popular chinese verses . unfortunately , some of the corpora are only in characters , and my ability to read these is very limited . i am wondering if there is anybody out there who can read mandarin fluently who would be interested in collaborating ? alexis mr"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6024", "copies": 2, "upstream_ids": ["zefang-6024", "ealvaradob-5774"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2043:message_type", "suite": "spam", "family": "sms_phishing-c9e7df8ef61b5e233309", "state": {"channel": "sms", "message": "I don't think he has spatula hands!"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2043", "copies": 2, "upstream_ids": ["mendeley-2043", "uci-1087"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00875-1:message_type", "suite": "spam", "family": "generated_legit_email-9f3dcbbe659782aa5d10", "state": {"channel": "email", "message": "Order Confirmation #BL-20181013-4492\n\nBeacon Labs\nOrder Receipt\n\nHi George Novak,\n\nThank you for your purchase! We have received your order and it is now being processed. Below are the details of your transaction.\n\nOrder Number: BL-20181013-4492\nOrder Date: 13 October 2018\nTotal Amount: £124.50\nPayment Method: Visa ending in 4821\nShipping Address: 42 Elm Grove, Manchester M14 6AQ\n\nItems Ordered:\n1 x Wireless Sensor Module - £89.00\n2 x USB-C Adapter Cable - £17.75 each\n\nView your order\n\nPlease review your receipt above. If you need to make any changes to your shipping address or cancel an item, you must do so by 15 October 2018. After that date, your package will be dispatched and modifications will no longer be possible.\n\nYou can track your shipment once it leaves our facility. A separate dispatch email with your tracking number will follow shortly.\n\nThank you for shopping with Beacon Labs. We appreciate your business!\n\nWarm regards,\nGeorge James\nCustomer Support Team\nBeacon Labs\n\n---\nBeacon Labs Ltd\nUnit 7, Innovation Way\nBristol BS1 5PZ\nUnited Kingdom\nPhone: +44 117 496 0234\nEmail: daniel.martin@beaconworks.biz\nTrack your order here: https://www.beaconlabs.net/order-tracking\n\nPrivacy Policy: https://www.beaconlabs.net/privacy\n© 2018 Beacon Labs Ltd. All rights reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00875-1", "copies": 1, "upstream_ids": ["gen-00875-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5147:is_spam", "suite": "spam", "family": "sms_phishing-207e6f8ad081f027854f", "state": {"channel": "sms", "message": "2/2 146tf150p win tickets..call 08701417012"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5147", "copies": 1, "upstream_ids": ["mendeley-5147"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16608:is_spam", "suite": "spam", "family": "zefang_phishing_email-126dc5a90744f0768a06", "state": {"channel": "email", "message": "start date : 1 / 15 / 02 ; hourahead hour : 1 ; start date : 1 / 15 / 02 ; hourahead hour : 1 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2002011501 . txt"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16608", "copies": 2, "upstream_ids": ["zefang-16608", "ealvaradob-15660"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2482:is_spam", "suite": "spam", "family": "sms_phishing-5db7075558630523f336", "state": {"channel": "sms", "message": "I can't right this second, gotta hit people up first"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2482", "copies": 2, "upstream_ids": ["mendeley-2482", "uci-4363"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00716-0:message_type", "suite": "spam", "family": "generated_legit_email-d4caf7880e83e53d8fb1", "state": {"channel": "email", "message": "Q3 Compliance Review - Action Needed\n\nHi Lucia,\n\nThanks for sending over the preliminary risk assessment this morning. I have reviewed the first three sections and they look solid, but we are still missing the updated AML policy document that Legal promised us last week. Could you please reach out to Sarah in the compliance department and get that finalized draft by end of day tomorrow? We need to submit the complete package to the board before the November 1 deadline.\n\nAlso, if you have a moment, please review the attached spreadsheet regarding the new client onboarding thresholds. I noticed a few discrepancies in the high-net-worth segment calculations that might affect our reporting. Let me know what you think when you get a chance to look at it.\n\nI will be in meetings most of the afternoon, so feel free to call my direct line at (212) 555-0198 if anything urgent comes up.\n\nBest regards,\nOlivia Santos\nSenior Risk Manager\nHarbor Partners Financial Group\n(212) 555-0198"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00716-0", "copies": 1, "upstream_ids": ["gen-00716-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#381:is_spam", "suite": "spam", "family": "nazario-97a9e047318a5c398276", "state": {"channel": "email", "message": "Security Measures\n\nDear Customer,\n\nThis is your official notification from Ohio Savings Bank that the service(s) listed below\nwill be deactivated and deleted if not renewed immediately. Previous notifications have\nbeen sent to the Billing Contact assigned to this account. As the Primary Contact, you\nmust renew the service(s) listed below or it will be deactivated and deleted.\n\nRenew Now your banking@home and Online Bill Pay services.\n\nSERVICE: banking@home with Online Bill Pay\nEXPIRATION: Jan - 10 - 2020\n\nThank you for using Bill Pay Service. We appreciate your business and the opportunity to serve you.\n\nOhio Savings Bank Management Center Customer Support\n\nIMPORTANT CUSTOMER SUPPORT INFORMATION\n\nPlease do not reply to this message. For any inquiries, contact Customer Service.\n\nDocument Reference: (87051203).\n\nCopyright 2010 - 2019 Ohio Savings Bank, Ohio Savings Plaza"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#381", "copies": 1, "upstream_ids": ["phishing3.mbox#381"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17659:is_spam", "suite": "spam", "family": "zefang_phishing_email-a3ff193443406d3448e3", "state": {"channel": "email", "message": "dearest dear friend , i am dr . al - fuhard qureshi director of audit unit , bank of africa benin . this is a very confidential proposition for you . on november 21 st 2015 , a brazilian oil consultant / contractor with the benenoise solid minerals corporation , mr . mauricio diane de matos made a numbered time ( fixed ) deposit for twelve calendar months , valued at usd 8 , 000 , 000 . 00 ( eight million dollars only ) in my branch . upon maturity on november 20 th 2016 as his credit officer , i sent a routine notification to his forwarding address but got no reply . after a month , we sent a reminder and finally i discovered from his contract employers , the benenoise solid minerals corporation that mr . mauricio diane de matos died in an air crash . further investigations , and all attempts to trace his next of kin was fruitless . again , i made further investigation and discovered that the deceased did not declare any next of kin or relations in all his official documents , including his bank deposit paperwork in my bank . this sum of usd 8 , 000 , 000 . 00 is still sitting in my bank no one will ever come forward to claim it . according to the international banking ethics , codes and laws , at the expiration of 2 ( two ) years , the money will revert to the ownership of the benin government if nobody applies to claim the fund . consequently , my proposal is that i will like you as a foreigner to stand in as the next of kin to the deceased . this is simple , i will like you to respond immediately with your full names and address so that we will prepare the necessary documents and affidavits that will put you in place as the next of kin . a bank account in any part of the world that you will provide will then facilitate the transfer of this money to you as the beneficiary / next of kin . the money will be paid into your account for us to share in the ratio of 70 % for me and some of my colleagues who are aware of this transaction and 25 % for you and 5 % for expenses incurred in the course of the transaction . there is no risk at all as all the paperwork for this transaction will be done by my colleagues and with my position as the director of audit guarantees the successful execution of this transaction . upon your response , i shall then provide you with more details and relevant documents that will help you understand the transaction . please send me your confidential telephone and fax numbers for easy communication . you should observe utmost confidentiality , and be rest assured that this transaction would be most profitable for both of us because i shall require your assistance to invest my share in your country . may almighy god bless you and your family . thanks and regards . dr . al - fuhard r . qureshi"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17659", "copies": 2, "upstream_ids": ["zefang-17659", "ealvaradob-16633"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4219:is_spam", "suite": "spam", "family": "sms_phishing-0b8ae124ccd2f2e9e949", "state": {"channel": "sms", "message": "I'll probably be around mu a lot"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4219", "copies": 2, "upstream_ids": ["mendeley-4219", "uci-1611"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00626-2:is_spam", "suite": "spam", "family": "generated_legit_email-af600258928307abb630", "state": {"channel": "email", "message": "Your package is out for delivery\n\nVISTA WORKS DELIVERY UPDATE\n\nHello Ananya Cooper,\n\nGreat news! Your package is out for delivery today, 2 July 2014.\n\nTracking number: VW-8837291044-UK\nEstimated delivery window: 11:00 AM - 3:00 PM\nCourier: Express Logistics\n\nIf you are not available to receive the parcel, the driver will leave it in your designated safe place or return it to our local depot for redelivery tomorrow.\n\n[ Track My Delivery ]\n\nNeed to change your delivery instructions? Call us on 0800 555 0192 between 8 AM and 8 PM.\n\nThank you for using Vista Works.\n\n---\nVista Works Ltd, 45 Industrial Way, Bristol, BS1 4TR, United Kingdom\nPrivacy Policy: https://www.vistaworks.co.uk/privacy-policy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00626-2", "copies": 1, "upstream_ids": ["gen-00626-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00254-4:is_spam", "suite": "spam", "family": "generated_legit_email-5ff81ebd844cc08a3492", "state": {"channel": "email", "message": "Question about the vintage record player\n\nHi Nancy,\n\nI hope you are having a wonderful Christmas Eve! I am reaching out because I saw your listing for the vintage Garrard 301 record player on our marketplace board earlier today. I have been looking for one of these in good condition for months.\n\nCould you let me know if the original dust cover is still included? Also, I noticed the asking price is listed as £280.00. Since I am local and could come pick it up in person tomorrow afternoon, would you be open to accepting £250.00?\n\nYou can view my buyer profile and past feedback here: https://www.cedarmedia.io/profile/jcampbell. I have a 100% positive rating from previous trades, so you can be assured a smooth transaction.\n\nPlease let me know if the item is still available and what you think about the offer. My phone number is 07700 900412 if it is easier to text.\n\nMerry Christmas!\n\nJason Campbell\nCedar Media Market"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00254-4", "copies": 1, "upstream_ids": ["gen-00254-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2861:is_spam", "suite": "spam", "family": "sms_phishing-e525daf120e7006bbd2b", "state": {"channel": "sms", "message": "The battery is for mr adewale my uncle. Aka Egbon"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2861", "copies": 2, "upstream_ids": ["mendeley-2861", "uci-1948"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2017#112:message_type", "suite": "spam", "family": "nazario-ac6bc1d2d63197b029da", "state": {"channel": "email", "message": "Your Checking/Savings Account Suspicious Activities\n\nTo\nensure delivery to your inbox, please add jerry.rossi@hotmail.com\nto your address book.\n\nSubscribed Alert\n\nView Accounts | Privacy Promise | Contact Us\n\nLINDA\nSECURITY ZONE\n\nSecurity and\n\nPrivacy\n\nLINDA Center\n\nDear LINDA Member,\n\nWe've detected several potentialy untrusted authorizations in your account. Most likely your PC is infected with trojan/keylogger or you've entered Member ID and password on a phishing (fake) website of LINDA. Remember, we do not ask for personal or account information in an e-mail.\n\n24hours.\n\nSign-On\n\nSome unpleasant mail providers put our messages into spam cause of swindlers phishing activity.\nHelp us to improve your mail provider by clicking \"Not Spam\" on our message and use Mozilla Firefox browser for your safety.\n\nLINDA values your business and is committed to keeping your accounts and personal information safe. To learn how we protect your information, visit our Security Center.\n\nThank you,\nLINDA\n\nLINDA, 9800 Fredericksburg Road, San Antonio, Texas 78288\n\nPrivacy Promise\n\nPlease do not reply to this e-mail. To contact LINDA, visit our secure contact page.\n\n129644-0815"}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#112", "copies": 2, "upstream_ids": ["phishing-2017#112", "phishing-2017#63"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1516:message_type", "suite": "spam", "family": "sms_phishing-a08df70610412fc034bc", "state": {"channel": "sms", "message": "Finally the match heading towards draw as your prediction."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1516", "copies": 2, "upstream_ids": ["mendeley-1516", "uci-216"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02064.8479a2ccea9f9f503098cd53601ca0c2:message_type", "suite": "spam", "family": "spamassassin-bd424e226213dadb2ede", "state": {"channel": "email", "message": "Priceless Rubens works stolen in raid on mansion\n\n*Arts:* Fourth art raid on philanthropist's home once targeted by the IRA and\nDublin gangster Martin Cahill."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02064.8479a2ccea9f9f503098cd53601ca0c2", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02064.8479a2ccea9f9f503098cd53601ca0c2"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2366:is_spam", "suite": "spam", "family": "sms_phishing-a785e311ee1c0b0c9d63", "state": {"channel": "sms", "message": "Yes but I don't care cause I know its there!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2366", "copies": 2, "upstream_ids": ["mendeley-2366", "uci-3445"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00233.3c32285387ebc0675adb029b9e20e581:message_type", "suite": "spam", "family": "spamassassin-56bb9702c24a871126b5", "state": {"channel": "email", "message": "6% AVG Guaranteed for 5 Years\n\n6% Average Annual Yield\nSimplicity At It's Best\nFidelity & Guaranty Life Platinum Plus\n-5 Year Guarantee\n-5 Year Surrender\n-Interest Only Payments\n-3.00%\nComission (0-79)\nSpectacular 2010 Convention\nHyatt Regency\nKauai, Hawaii\n\nRates Effective 05/01/2009 - Rates Subject to Change\n\nCall or e-mail <mailto:info@signaturefin.com> us Today!\n800-828-1910\n? or ?\n\nPlease fill out the form below for more information\nName:\nE-mail:\nPhone:\nCity: State:\n\nor visit us online at: www.SignatureFinancial.com\n<http://www.signaturefinancial.com>\n\nSignature Financial Services\n\n*1.50% Commission ages 80-90, age nearest. Products issued by Fidelity &\nGuaranty Life, Baltimore, MD\nIn certain states products and/or riders may not be available.\nWe don't want anyone to receive our mailings who does not wish to. This\nis professional communication sent to insurance professionals. To be\ngo here: http://www.Insurancemail.net <http://www.Insurancemail.net>\n\nLegal Notice <http://www.insuranceiq.com/legal.htm>"}, "question": {"type": "choice", "instructions": "What best describes this message: legitimate, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-15", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00233.3c32285387ebc0675adb029b9e20e581", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00233.3c32285387ebc0675adb029b9e20e581"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3073:is_spam", "suite": "spam", "family": "sms_phishing-bcf5beb38f2fe7fc7ab8", "state": {"channel": "sms", "message": "Hey. What happened? U switch off ur cell d whole day. This isnt good. Now if u do care, give me a call tomorrow."}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3073", "copies": 2, "upstream_ids": ["mendeley-3073", "uci-4717"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5183:is_spam", "suite": "spam", "family": "sms_phishing-3fd5519158d15271de55", "state": {"channel": "sms", "message": "Ok..tell me"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5183", "copies": 1, "upstream_ids": ["mendeley-5183"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00063-4:message_type", "suite": "spam", "family": "generated_legit_email-569516461d7bb201c540", "state": {"channel": "email", "message": "Password Reset Instructions\n\nHello Emily Moreau,\n\nWe received your request to reset your Summit Design Institute portal password. Please follow these steps:\n\n1. Click the secure link below to begin the reset process.\n2. Enter your new password twice to confirm.\n3. Log in with your updated credentials.\n\nReset link: https://www.summitdesign.org/account/reset-password\n\nIf you did not request this change, please ignore this email or call our helpdesk at +1-503-555-0148.\n\nRegards,\nJulie Bell\nIT Support\nSummit Design Institute"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00063-4", "copies": 1, "upstream_ids": ["gen-00063-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:generated_legit_email:hash-test:gen-00312-1:message_type", "suite": "spam", "family": "generated_legit_email-e4eae0826893c1839f90", "state": {"channel": "email", "message": "Your Oak Labs order has shipped!\n\nOak Labs\n\nHi Rachel,\n\nGreat news! Your recent order from Oak Labs has been packed and shipped. We know you have been waiting for your new ergonomic desk lamp and wireless charging pad, and they are finally on their way to you.\n\nOrder Number: OL-883920\nShipping Method: Standard Ground (5-7 business days)\nEstimated Delivery: August 19, 2023\n\nYou can track your package using the link below. Once the carrier scans it at the local facility, you will see real-time updates on its journey to your address in Portland.\n\nView your order\n\nhttps://www.oaklabs.biz/orders/track/OL-883920\n\nIf you need to make any changes to your delivery instructions before it arrives, please reach out to our support team by replying directly to this email or calling us at 503-555-0198.\n\nThanks again for shopping with us. We hope you love your new setup!\n\nWarmly,\nChristine Ramirez\nCustomer Experience Team\nOak Labs\n\nOak Labs | 1120 SE Hawthorne Blvd, Portland, OR 97214\nYou are receiving this email because you placed an order with us.\nPrivacy Policy: https://www.oaklabs.biz/privacy"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00312-1", "copies": 1, "upstream_ids": ["gen-00312-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00541.cbdcefd1a6109b8f95e1c8dddfbd7bb2:is_spam", "suite": "spam", "family": "spamassassin-71eb11429a56dd111e2c", "state": {"channel": "email", "message": "UAE/Ami*/Linux Laptop: Important details.\n\nWell, for one, it would free up the similar laptop I already got to\njust run Amithlon (or if that wasn't so fun, bsd) to run just OpenBSD!\n\nThis is a near-term thing I could look forward to!\n\nHowever, an 'official' laptop seems unexciting to me with only\nthe items mentioned. Most important are the particulars distinguishing\nthe listed spec from a Dell 2650, preferably:\n1- GeForce4 440 Go or newer, pleasingly modern GPU; the\nGeForce2Go (with 16MB video RAM; too little) I have is\nnot so much too slow as inefficient; with factory settings it would\nactually crash from running too hot and too fast.\n(Accelerating the Ami* and possibly OpenUAE graphics\nis a necessity to meet for good speed in those environments,\nbut an energy-efficient GPU is a good sideeffect and\nportability (read: battery lifetime) enabler.)\n\n1.5- Great control over CPU state; by use of 'internet keys'\nwired to BIOS/bhipset routines directly or preferably a scroll\nwheel. Also, hibernate that works, please.\n\n1.7- Bootable to USB 2.0 drives (e.g. larger external ones)\nin BIOS, please.\n\n2- P4 Dells overheat. They have a big heatsink and a little fan\nto pull air through it, and if you don't elevate thelaptop off\nthe desk or table or bed it's on, the fan will -stay- on. Not good\nfor MTBS (mean time between service; unless you've got an\nangle on making money on service from Amigans.....)\nOne excellent solution is to include a heatpipe which runs\nbehind the AMLCD, thus using the backside of the display\nhalf as a radiator.; though it interferes with the case notion\nbelow. (yes, Aavid or such makes some as a standard part.)\nI prefer to include the heatpipe but employ the radiative\nmass in elevating the laptop (i.e. in the form of a catch-handle\nand second logo device behind the laptop, which generally\nprovides stow and attachment for elevation legs (move them\nout farther to get to the next-higher ekevation, until the sides\nof the laptop are met.) This also happens to provide a little\nprotection for USB 2 and 1394 cables that I tend to keep\nplugged in all the time (a bit longer port life? Please.)\n\n3- A case color other than brown or black, and preferably (if the\ndisplay module NRE is entirely permissive) the capability to\n-run with the backlight off.- Again, to save battery power, but\nalso as a feature; maybe you remember the iBooks modified\nin this manner. The user has the privilege to pull out the\nbacklight diffuser and fiberoptic lightpipe/CF assembly, with\nits backreflector, and the whole warrantee. This provides\nfor excellent outdoor use, often with the diffuser reinserted\nto keep depth-of-field distractions minimised.\nWhat would I like? A1200 putty color, any translucency,\nin or over a rosewood-colored (in KDE color browser, I see\nchocolate, firebrick and a couple of 'indian red' that are great\ncandidates) base.\nI would also like to be able to at least turn off the backlight\nwithout closing the lid, and to be -able- to fit an -external-\nlight source such as a UV-filtered solar collector (and glare\nhood) to feed\ninto the backlight. Not only does this make an excellent\ncolor environment but lets one work outdoors tolerably.\nThe logo should be a coloration of a\nminimal surface, as the MAA is trying to get me to renew\nwith: demos at http://astronomy.swin.edu.au/pbourke/geometry/\nat first blush. We'll see what comes out of the contest and\nmaybe you'll like the mapping MathCAD does of the\nlogo to a minimal surface or manifold that reflects the\nopenness of AmigaOS, Ami* and Amiga community.\nMAA.org has more references, I'm sure.\n\n4- Obviously Elfin details., e,g, the backlight inlet.\n\nOther details:\nUSB2.x preferred; FireWire would be needed if that's unavailable.\nOptions like 802.11b or attabhable WiFi hub for ethernet port\nshould round out the offering. An option for just-released\n.13 micron P4 (with mobile power features) could make more\nreviewers greenlight the series; much better power consumption,\nand almost certainly a higher a top clock come with that.\nCompactFlash, SmartMedia and MMC flash memory card\ninterfaces would be very pleasant. I've mentioned booting to\nUSB, and booting from CF would be a pleasant extigency also.\nTo that end, a backup solution with compression using\nUSB 2 storage or the multimode drive is always a nice\nbundle item; that or a chance to back out a patch under 3 OS.....\n\nBlue skies (and clear water and fresh air):\nWaterproof to 30 feet, 3 Ethernet ports plus onboard WiFi.\nSvelte; 3-line frontpanel LCD and bright red pager LED,\nbuiltin G4 cellphone functions, choice of side and\nfrontpanel trim: Ivory-like stuff inscribed with M68k memory map\nand various OS 3.9 structures or textured fur that\nsays 'This is Amiga Speaking' when stroked 'round.\nDecent keyboard, as in Toshiba or IBM laptops; perhaps\nan ergonomic fingerworks.com device (they work as\nkeyboard and mouse) as the keyboard/trackpad.\n2 Directional planar mics atop AMLCD; soundcard with multiple\n18 bit A-D and noise reduction DSP that work in our\n(second-through-fourth, at least) favorite OS.\nActual 7\" bellows pulls out at nominal ventilation\nfan location for real void-comp (the test in Blade\nRunner) style cooling and extended bass; active cooling\nand airfiltering is available to adjust humidity at user\nseat and provide mineral water.\nHyperTransport ports."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00541.cbdcefd1a6109b8f95e1c8dddfbd7bb2", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00541.cbdcefd1a6109b8f95e1c8dddfbd7bb2", "zefang-1746", "ealvaradob-1678"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00716.125a0992aa9fd11f5e7a8fa5a93a048e:message_type", "suite": "spam", "family": "spamassassin-5508de34ffac6c518617", "state": {"channel": "email", "message": "Employee Productivity in Tough Times\n\nDuring these tough economic times, how do you help a salesperson, a customer service representative, or ANY employee improve his or her effectiveness and productivity if you don't know which SPECIFIC skills, habits or attitudes need to be developed or enhanced?\n\nTo introduce you to our unique training and development resources, we would like to offer you a free preview copy of any one of the following assessments:\n\nProfessional Selling SkillMap™\nCustomer Service SkillMap™\nEmotional Effectiveness SkillMap™\nTeam Building SkillMap™\nProfessional Communication SkillMap™\n\nYou can visit us online at www.frontlinelearning.com for more information, and you can request your free SkillMap preview at: http://www.frontlinelearning.com/contactus1.htm\n\nPlease note: If you are NOT responsible for enhancing employee productivity within your organization, please feel free to forward this message to the appropriate individual(s)."}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00716.125a0992aa9fd11f5e7a8fa5a93a048e", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00716.125a0992aa9fd11f5e7a8fa5a93a048e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#908:is_spam", "suite": "spam", "family": "nazario-9e7ebfbdb4e29fd8fef9", "state": {"channel": "email", "message": "Stratfor Geopolitical Intelligence Report\n\nStratfor: Geopolitical Intelligence Report - September 6, 2010\n\nIraq: The Policy Dilemma\n\nBy George Friedman\n\nU.S. President George W. Bush now has made it clear what his policy\non Iraq will be for the immediate future, certainly until Election\nDay: He does not intend to change U.S. policy in any fundamental\nway. U.S. troops will continue to be deployed in Iraq, they will\ncontinue to carry out counterinsurgency operations, and they will\ncontinue to train Iraqi troops to eventually take over the\noperations. It is difficult to imagine that Bush believes there\nwill be any military solution to the situation in Iraq; therefore,\nwe must try to understand his reasoning in maintaining this\nposition. Certainly, it is not simply a political decision. Opinion\nin the United States has turned against the war, and drawing down\nU.S. forces and abandoning combat operations would appear to be the\npolitically expedient move. Thus, if it is not politics driving him\n-- and assuming that the more lurid theories on the Internet\nconcerning Bush's motivations are as silly as they appear -- then\nwe have to figure out what he is doing.\n\nLet's consider the military situation first. Bush has said that\nthere is no civil war in Iraq. This is in large measure a semantic\ndebate. In our view, it would be inaccurate to call what is going\non a \"civil war\" simply because that term implies a degree of\ncoherence that simply does not exist. Calling it a free-for-all\nwould be more accurate. It is not simply a conflict of Shi'i versus\nSunni. The Sunnis and Shia are fighting each other, and all of them\nare fighting American forces. It is not altogether clear what the\nAmericans are supposed to be doing.\n\nCounterinsurgency is unlike other warfare. In other warfare, the\ngoal is to defeat an enemy army, and civilian casualties as a\nresult of military operations are expected and acceptable. With\ncounterinsurgency operations in populated areas, however, the goal\nis to distinguish the insurgents from civilians and destroy them,\nwith minimal civilian casualties. Counterinsurgency in populated\nareas is more akin to police operations than to military\noperations; U.S. troops are simultaneously engaging an enemy force\nwhile trying to protect the population from both that force and\nU.S. operations. Add to this the fact that the population is\nfrequently friendly to the insurgents and hostile to the Americans,\nand the difficulty of the undertaking becomes clear.\n\nConsider the following numbers. The New York Police Department\n(excluding transit and park police) counts one policeman for every\n216 residents. In Iraq, there is one U.S. soldier (not counting\nother coalition troops) per about 185 people. Thus, numerically\nspeaking, U.S. forces are in a mildly better position than New York\nCity cops -- but then, except for occasional Saturday nights, New\nYork cops are not facing anything like the U.S. military is facing\nin Iraq. Given that the United States is facing not one enemy but a\nseries of enemy organizations -- many fighting each other as well\nas the Americans -- and that the American goal is to defeat these\nwhile defending the populace, it is obvious even from these very\nsimplistic numbers that the U.S. force simply isn't there to impose\na settlement.\n\nExpectations and a Deal Unwound\n\nA military solution to the U.S. dilemma has not been in the cards\nfor several years. The purpose of military operations was to set\nthe stage for political negotiations. But the Americans had entered\nIraq with certain expectations. For one thing, they had believed\nthey would simply be embraced by Iraq's Shiite population. They\nalso had expected the Sunnis to submit to what appeared to be\noverwhelming political force. What happened was very different.\nFirst, the Shia welcomed the fall of Saddam Hussein, but they\nhardly embraced the Americans -- they sought instead to translate\nthe U.S. victory over Hussein into a Shiite government. Second, the\nSunnis, in view of the U.S.-Shiite coalition and the dismemberment\nof the Sunni-dominated Iraqi Army, saw that they were about to be\nsqueezed out of the political system and potentially crushed by the\nShia. They saw an insurgency -- which had been planned by Hussein\n-- as their only hope of forcing a redefinition of Iraqi politics.\nThe Americans realized that their expectations had not been\nrealistic.\n\nThus, the Americans went through a series of political cycles.\nFirst, they sided with the Shia as they sought to find their\nbalance militarily facing the Sunnis. When they felt they had\ntraction against the Sunnis, following the capture of Hussein --\nand fearing Shiite hegemony -- they shifted toward a position\nbetween Sunnis and Shia. As military operations were waged in the\nbackground, complex repositioning occurred on all sides, with the\nAmericans trying to hold the swing position between Sunnis and\nShia.\n\nThe process of creating a government for Iraq was encapsulated in\nthis multi-sided maneuvering. By spring 2010, the Sunnis appeared\nto have committed themselves to the political process. And in June\n, with the death of Abu Musab al-Zarqawi and the announcement that\nthe United States would reduce its force in Iraq by two brigades,\nthe stage seemed to be set for a political resolution that would\ncreate a Shiite-dominated coalition that included Sunnis and Kurds.\nIt appeared to be a done deal -- and then the deal completely\ncollapsed.\n\nThe first sign of the collapse was a sudden outbreak of fighting\namong Shia in the Basra region. We assumed that this was political\npositioning among Shiite factions as they prepared for a political\nsettlement. Then Abdel Aziz al-Hakim, the head of the Supreme\nCouncil for Islamic Revolution in Iraq (SCIRI), traveled to Tehran,\nand Muqtada al-Sadr's Mehdi Army commenced an offensive. Shiite\ndeath squads struck out at Sunni populations, and Sunni insurgents\nstruck back. From nearly having a political accommodation, the\nsituation in Iraq fell"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#908", "copies": 1, "upstream_ids": ["phishing3.mbox#908"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": {"original_chars": 17213, "kept_chars": 5989}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1835:is_spam", "suite": "spam", "family": "sms_phishing-e34838404544e2afb499", "state": {"channel": "sms", "message": "Urgent! Please call 09066612661 from your landline, your complimentary 4* Lux Costa Del Sol holiday or £1000 CASH await collection. ppm 150 SAE T&Cs James 28, EH74RR"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1835", "copies": 2, "upstream_ids": ["mendeley-1835", "uci-2730"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10491:is_spam", "suite": "spam", "family": "zefang_phishing_email-d79146b791a0f06ca6e2", "state": {"channel": "email", "message": "[Tim]\nstrongly as possible, and I've repeated it endlessly here too. But so long\nas I was the only one doing serious testing, it was a dubious idea to make\nthe code maximally clumsy for me to use on the c.l.py task .> Getting a good ham corpus may prove to be a bigger hurdle than I\n\"delete as ham\" and \"delete as spam\" keys would probably work very well for\nmotivated geeks. But Paul Svensson has pointed out here that they probably\nwouldn't work nearly so well for real people.>> Ah! That explains why the HTML tags didn't get stripped. I'd again\n\"\"\"Generate a stream of tokens from an email Message. If a multipart/alternative section has both text/plain and text/html\nsections, the text/html section is ignored. This may not be a good\nidea (e.g., the sections may have different content). HTML tags are always stripped from text/plain sections. By default, HTML tags are also stripped from text/html sections.\nHowever, doing so hurts the false negative rate on Tim's\ncomp.lang.python tests (where HTML-only messages are almost never\nlegitimate traffic). If optional argument retain_pure_html_tags\nis specified and True, HTML tags are retained in text/html sections.\n\"\"\"You should do a cvs up and establish a new baseline first, as I checked in a\npure-win change in the wee hours that cut the fp and fn rates in my tests."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10491", "copies": 2, "upstream_ids": ["zefang-10491", "ealvaradob-9977"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14029:is_spam", "suite": "spam", "family": "zefang_phishing_email-039a47712bfff9ece568", "state": {"channel": "email", "message": "the written poem : semiotic conventions from old to modern english huisman , rosemary ( university of sydney ) ; the written poem : semiotic conventions from old to modern english ; available from cassell ; hb . : 0 304 33999 7 ; us $ 75 . 00 / 45 . 00 this book defines a focus of interest : contemporary poetry and its historical construction as a 's een object ' , and uses current literary and social theory to facilitate its study . thus the book contains matter of relevance to practising poets , to those engaged in literary studies and to those with a sociolinguistic interest in the english language , especially in relation to technical and social changes in language technology and literacy . part one discusses the use of graphic , that is visual , conventions in contemporary poetry in english . how do we recognize ' a poem ' ( including apparent contraventions , such as the ' prose-poem ' ) ? once a poem has been recognized , what are the interpretative conventions brought into play for reading it ? and especially , how has the spatial arrangement on the page become ' meaningful ' in its own right for much contemporary poetry ? the last question , of the semiosis of the 's een poem ' , is discussed at length , with numerous examples from individual poems . for a consistent descriptive vocabulary for 'd iscourse ' and ' genre ' , a model of language and social context , derived from the work of the linguist m . a . k . halliday and the sociologist basil bernstein , where relevant , is explained and used . part two explores questions which have been brought to the fore in part one . what is the origin of the line as the primary generic sign of poetry ? how does the potential for seen , rather than spoken , meaning emerge ? it particularly focuses on changes in manuscript conventions from old to middle english poetry , on the comparitvely late significance of print for poetic discourse , on the change , in an increasingly literate understanding of ' literature ' , from a social to a personal understanding of poetic meaning from the late eighteenth century through the nineteenth century . if what has been regarded as an object , ' the poem ' , is an outcome of the social processes of textual interpretation and production , so too is what has been regarded as ' the subject ' , that through which meaning is authorized . available for review . email : sales @ cassellexport . demon . co . uk"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14029", "copies": 2, "upstream_ids": ["zefang-14029", "ealvaradob-13268"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3190:message_type", "suite": "spam", "family": "sms_phishing-dff5cc382c55f2a6cd69", "state": {"channel": "sms", "message": "Shop till u Drop, IS IT YOU, either 10K, 5K, £500 Cash or £100 Travel voucher, Call now, 09064011000. NTT PO Box CR01327BT fixedline Cost 150ppm mobile vary"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3190", "copies": 3, "upstream_ids": ["mendeley-3190", "uci-2170", "uci-876"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16020:is_spam", "suite": "spam", "family": "zefang_phishing_email-77971d60b683f4de5fda", "state": {"channel": "email", "message": "are you ok ? louise , i am doing much better now . most of pain and sour is gone . maybe it is the effect of the medication i have taken . but , i feel a lot better . next thursday , i will have a checkup on my leg . hopefully , my ruptured bone will recover soon . i am planning to come back the week after labor day . thanks zhiyong - - - - - original message - - - - - from : kitchen , louise sent : tue 8 / 21 / 2024 3 : 49 pm to : wei , zhiyong cc : subject : are you ok ? let me know if there is anything we can do . louise"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16020", "copies": 2, "upstream_ids": ["zefang-16020", "ealvaradob-15125"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2025#93:message_type", "suite": "spam", "family": "nazario-1bcdfc08886a3e1dd099", "state": {"channel": "email", "message": "cward@live.com: Your account has been set to expire.\n\nDear jason\n\nThe password for your email account ( cward@live.com\n) expires today 3/18/2018 6:58:34 p.m.\n.\n\nKeep and continue with the same password using the below portal.\n\nKeep Same Password\n\nAccess to this account will be restricted and blocked till proper verification.\n\nYou can also see security activity at:\n\nhttps://myaccount.ridgenetworks.org/notifications"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#93", "copies": 1, "upstream_ids": ["phishing-2025#93"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00206-2:message_type", "suite": "spam", "family": "generated_legit_email-2ba7ff9a7afeaf4edb3e", "state": {"channel": "email", "message": "Weekend plans + Ridge Capital link\n\nHey Kwame,\n\nHope you’re doing well! I was thinking we should finally get together this weekend since we haven't hung out in a while. Here is what I was thinking for Saturday:\n\n1. Grab coffee around 10 AM at that new place on 4th Street.\n2. Head over to the park for a quick hike if the weather holds up.\n3. Grab lunch afterwards, maybe those burgers you like.\n\nLet me know if that works for you or if you'd rather do Sunday instead.\n\nAlso, I saw you were asking about my new job. We actually just launched our new company site. Check it out when you have a second: https://www.ridgecapital.io/about-us. I'm really excited about what we're building.\n\nGive me a call or shoot me a text later tonight if you want to confirm the time. My cell is still (415) 555-0172.\n\nTalk soon,\nMichael Ward"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00206-2", "copies": 1, "upstream_ids": ["gen-00206-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:generated_unwanted_email:none:genu-00262-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-c39038630918ca6f7f37", "state": {"channel": "email", "message": "Notice: Your CrestMedia account has been suspended\n\nCrestMedia Account Services\n\nDear Olivia Martin,\n\nYour account has been temporarily suspended due to unusual activity detected on 18 February 2018. To restore full access, you must verify your identity by 25 February 2018.\n\n[Verify My Account]\nhttps://www.crestmedia-secure.org/verify/login\n\nQuestions? Call us at +1-888-555-0147.\n\nPatrick Flores\nAccount Security Team\n\nCrestMedia Inc., 400 Commerce Way, Suite 120, Austin, TX 78701\nPrivacy Policy: https://www.crestmedia-secure.org/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00262-5", "copies": 1, "upstream_ids": ["genu-00262-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an account suspension notice that pretends to be from an online shop or payment service and asks the reader to sign in to restore it", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16733:is_spam", "suite": "spam", "family": "zefang_phishing_email-cbd17d75559eb1756a8b", "state": {"channel": "email", "message": "= ? utf - 8 ? q ? perl ? rolex , cartie ? = = ? utf - 8 ? q ? r and breitling ? = real reproductions watches we have next trademarks available besides : rolex chopard iwc zenith sinn"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16733", "copies": 2, "upstream_ids": ["zefang-16733", "ealvaradob-15773"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5370:is_spam", "suite": "spam", "family": "sms_phishing-7a3cc1d5ec21bbe8b321", "state": {"channel": "sms", "message": "How are you doing. How's the queen. Are you going for the royal wedding"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5370", "copies": 2, "upstream_ids": ["mendeley-5370", "uci-4176"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_spam:hash-test:uci-4266:is_spam", "suite": "spam", "family": "sms_spam-e10a639e7b479a563174", "state": {"channel": "sms", "message": "&lt;DECIMAL&gt; m but its not a common car here so its better to buy from china or asia. Or if i find it less expensive. I.ll holla"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-4266", "copies": 1, "upstream_ids": ["uci-4266"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:ham"], "datasets": ["sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00029-1:message_type", "suite": "spam", "family": "generated_legit_email-69c9c658d552087cdf38", "state": {"channel": "email", "message": "gym direct debit\n\nHey Sarah,\n\nJust confirming I set up the direct debit for our gym membership yesterday. The first payment of £45.00 will come out of my account on 5 January. After that it renews monthly on the 5th so we don't have to worry about it again.\n\nLet me know if you need anything else!\n\nRonald"}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00029-1", "copies": 1, "upstream_ids": ["gen-00029-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17728:is_spam", "suite": "spam", "family": "zefang_phishing_email-3a568755467ba9493db2", "state": {"channel": "email", "message": "ios posting here is the final version being posted ; it is changed very slightly from yesterday and still has the max res . + commodity / 100 % throughput ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17728", "copies": 2, "upstream_ids": ["zefang-17728", "ealvaradob-16696"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3436:message_type", "suite": "spam", "family": "sms_phishing-c5471f884de53362dece", "state": {"channel": "sms", "message": "A famous quote : when you develop the ability to listen to 'anything' unconditionally without losing your temper or self confidence, it means you are ......... 'MARRIED'"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3436", "copies": 2, "upstream_ids": ["mendeley-3436", "uci-542"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3684:message_type", "suite": "spam", "family": "sms_phishing-2bebaf1eebc274c860a6", "state": {"channel": "sms", "message": "Do you want a New Nokia 3510i colour phone DeliveredTomorrow? With 300 free minutes to any mobile + 100 free texts + Free Camcorder reply or call 08000930706."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3684", "copies": 1, "upstream_ids": ["mendeley-3684"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-832:message_type", "suite": "spam", "family": "sms_phishing-a827844881af0dcfb8a3", "state": {"channel": "sms", "message": "Cool, text me when you're parked"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-832", "copies": 2, "upstream_ids": ["mendeley-832", "uci-329"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00868-4:is_spam", "suite": "spam", "family": "generated_legit_email-7d60a14e111018c93c21", "state": {"channel": "email", "message": "Your password reset request\n\nRidge Partners LLP\n\nAccount: kimberly_james@outlook.com\nRequest type: Password reset\nRequested: 5 October 2010\nDeadline: This link expires on 6 October 2010 at 23:59 GMT.\n\nReset your password here:\nhttps://www.ridgepartners.co.uk/account/reset-password?token=rp-837291-xkq\n\nIf you did not request this change, please ignore this message.\n\nRidge Partners Security Team"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00868-4", "copies": 1, "upstream_ids": ["gen-00868-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00999.8251f0edaf61311f630039a20c6d7cb0:is_spam", "suite": "spam", "family": "spamassassin-44f6d4f0795c0cc408ad", "state": {"channel": "email", "message": "Perhaps Apple isn't as user-friendly as we thought...\n\n--]Yea, Apple sucks, my crappy iMac hasn't crashed once in 2 years.\n\nWhen all you do on it is pout on emaillists and watch asain bukaky porn\nwheres the strain?\n\nStriken as anecdotal...oh and I had a win98 box running wsmf server stuffs\n(apache, dbs, shoutcast etc) up on dsl without so much as a hicup for over 1.5 years\nother than the various game realted hijinks tribes would pull. So if its\nraw uptime ou want,....tools and craftsman time. Thus once again uptime\nfawl down go boom.\n\n-tom"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00999.8251f0edaf61311f630039a20c6d7cb0", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00999.8251f0edaf61311f630039a20c6d7cb0"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00773-2:is_spam", "suite": "spam", "family": "generated_legit_email-4b78aa90aca60de54cb9", "state": {"channel": "email", "message": "Package delivery attempt\n\nHi George,\n\nWe tried again this morning but no one was home. I left a notice. You can schedule redelivery here: https://www.summitnetworks.net/redelivery\n\nCarolyn Jones\nSummit Networks Dispatch"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00773-2", "copies": 1, "upstream_ids": ["gen-00773-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00080-2:message_type", "suite": "spam", "family": "generated_legit_email-4f8caa68b2c0c17ee0d4", "state": {"channel": "email", "message": "Thank You for Your Donation - Receipt Enclosed\n\nDear Donna Scott,\n\nThank you for your generous contribution to the Green Valley Community School Fund. Your support helps us provide essential resources and programs for our students. Below are the details of your donation for your records.\n\nDonor Name: Donna Scott\nReceipt Number: GVCS-2024-88392\nDate of Donation: October 14, 2024\nAmount: $250.00 USD\nPayment Method: Visa ending in 4021\nDesignation: General Scholarship Fund\nTax ID: 47-2938471\n\nGreen Valley Community School is a registered 501(c)(3) nonprofit organization. No goods or services were provided in exchange for this contribution, meaning your donation is fully tax-deductible to the extent allowed by law. Please retain this email as your official receipt for tax filing purposes.\n\nBecause of donors like you, we were able to award twelve new scholarships this semester and upgrade our science laboratories with modern equipment. We deeply appreciate your commitment to education and community development.\n\nIf you wish to view your complete giving history, update your contact information, or make another gift, please visit our secure donor portal at https://www.deltapartners.com/donor/greenvalley. You may also set up recurring monthly donations through the portal if you would like to continue supporting our students throughout the academic year.\n\nShould you have any questions regarding this receipt or your donation, please do not hesitate to contact our development office. You can reach us by phone at +1 (415) 555-0173 during regular business hours, Monday through Friday, 8:00 AM to 5:00 PM Pacific Time.\n\nWith sincere gratitude,\n\nJacob Ali\nDirector of Development\nDelta Partners Foundation\n100 Education Way, Suite 400\nSan Francisco, CA 94105\n\nPlease keep this email for your tax records. This receipt serves as confirmation of your charitable gift to Delta Partners on behalf of Green Valley Community School."}, "question": {"type": "choice", "instructions": "Say what kind of message this is: legitimate, spam (unwanted bulk or advertising), or phishing (a scam aiming to get personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-19", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00080-2", "copies": 1, "upstream_ids": ["gen-00080-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4093:message_type", "suite": "spam", "family": "sms_phishing-355f5795a71ef5420b75", "state": {"channel": "sms", "message": "Happy valentines day I know its early but i have hundreds of handsomes and beauties to wish. So i thought to finish off aunties and uncles 1st..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4093", "copies": 2, "upstream_ids": ["mendeley-4093", "uci-616"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3281:is_spam", "suite": "spam", "family": "zefang_phishing_email-d2d0605dfe8720ac2d1e", "state": {"channel": "email", "message": "failure notice hi . this is the qmail - send program at mx 3 . seanet . ro . i ' m afraid i wasn ' t able to deliver your message to the following addresses . this is a permanent error ; i ' ve given up . sorry it didn ' t work out . : sorry , no mailbox here by that name . ( # 5 . 1 . 1 ) - - - below this line is a copy of the message . return - path : received : ( qmail 31261 invoked from network ) ; 19 jul 2011 10 : 58 : 20 - 0000 received : from unknown ( helo nsl . seanet . ro ) ( 192 . 168 . 136 . 2 ) by 0 with smtp ; 19 jul 2011 10 : 58 : 19 - 0000 received : ( qmail 3573 invoked from network ) ; 19 jul 2011 10 : 58 : 19 - 0000 received : from unknown ( helo mailwisconsin . com ) ( 211 . 245 . 27 . 66 ) by nsl . seanet . ro with smtp ; 19 jul 2011 10 : 58 : 18 - 0000 received : from 205 . 214 . 42 . 66 ( squirrelmail authenticated user projecthoneypot @ projecthoneypot . org ) ; by mailwisconsin . com with http id j 87 gzo 38191017 ; tue , 19 jul 2011 10 : 57 : 46 + 0000 message - id : date : tue , 19 jul 2011 10 : 57 : 46 + 0000 subject : just to her . . . from : \" barry castillo \" to : distmetkarmetkar @ seanet . ro user - agent : squirrelmail / 1 . 4 . 3 a x - mailer : squirrelmail / 1 . 4 . 3 a mime - version : 1 . 0 content - type : text / html ; charset = iso - 8859 - 1 content - transfer - encoding : 8 bit x - priority : 3 ( normal ) importance : normal soft viagra at $ 1 . 62 per dose ready to boost your sex life ? positive ? time to do it right now ! order soft viagra at incredibly low prices startinq at $ 1 . 99 per dose ! unbelivable !"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3281", "copies": 2, "upstream_ids": ["zefang-3281", "ealvaradob-3150"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00354-3:message_type", "suite": "spam", "family": "generated_legit_email-9b6bc938732aa7827abb", "state": {"channel": "email", "message": "Your Maple Partners order has been dispatched\n\nHi Michael Jackson,\n\nGreat news! The items from your recent purchase have left our warehouse and are now on their way to you. Below are the details regarding your shipment.\n\nOrder Number: MP-2024-99410\nDispatch Date: 9 April 2024\nCarrier: Royal Mail Tracked 48\nTracking Number: RM883492011GB\n\nTo help you prepare for the arrival of your package, please note the following:\n\n1. Your parcel contains the ergonomic desk chair and monitor arm you ordered on 7 April 2024.\n2. The estimated delivery date is Monday 11 April 2024. You do not need to sign for this delivery; the courier will leave it in your designated safe place.\n3. If you are not going to be home, please ensure someone else is available to bring the boxes inside, as the desk chair box weighs approximately 18 kilograms.\n4. Important deadline: Please inspect all items upon arrival. If any part of your order is damaged or incorrect, you must report it to our customer service team by Thursday 14 April 2024 to qualify for a free replacement under our dispatch guarantee policy.\n5. Retain all original packaging materials until you have fully assembled and tested the furniture, as returns cannot be processed without the original boxes.\n\nIf you have any questions about your delivery or need assistance with assembly instructions, please reach out to our support desk by replying directly to this email or calling our UK freephone number.\n\nThank you for shopping with us. We truly appreciate your business.\n\nBest wishes,\nHelen Hill\nFulfillment Coordinator\nMaple Partners\nmaplepartners.co.uk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00354-3", "copies": 1, "upstream_ids": ["gen-00354-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:generated_unwanted_email:none:genu-00132-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-9f7a75afa13aef36bced", "state": {"channel": "email", "message": "Quartz Labs: Your account has been restricted\n\nQuartz Labs Financial Services\n\nDear Maria Clark,\n\nYour online banking account was recently accessed from an unrecognized device in Warsaw, Poland. For your protection, we have restricted your account.\n\nVerify Your Identity\nhttps://www.account-quartzlabs.net/unlock\n\nPlease confirm your details within 24 hours to restore full access.\n\nRegards,\nDiego Kumar\nFraud Prevention Team\n\nQuartz Labs Financial, 4th Floor, 12 Finsbury Square, London EC2A 1AF\nPrivacy Policy: https://www.quartzlabs.net/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00132-5", "copies": 1, "upstream_ids": ["genu-00132-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1953:is_spam", "suite": "spam", "family": "sms_phishing-26c9f9ae9b4fd8738953", "state": {"channel": "sms", "message": "Please don't text me anymore. I have nothing else to say."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1953", "copies": 2, "upstream_ids": ["mendeley-1953", "uci-100"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2547:is_spam", "suite": "spam", "family": "sms_phishing-4a3911ecf8ddccfeb42f", "state": {"channel": "sms", "message": "A lot of this sickness thing going round. Take it easy. Hope u feel better soon. Lol"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2547", "copies": 2, "upstream_ids": ["mendeley-2547", "uci-4075"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00178-3:message_type", "suite": "spam", "family": "generated_legit_email-8383873c383bd43abd79", "state": {"channel": "email", "message": "Reminder: Your Meridian Premium membership renewal is due soon\n\nDear Kimberly,\n\nI hope this message finds you well. I am reaching out because your Meridian Premium membership with Meridian Systems is approaching its annual renewal date. You have been a valued member since 2007, and we want to ensure there is no interruption to your services.\n\nYour current membership tier provides you with priority access to our financial advisory webinars, discounted rates on international wire transfers, and complimentary quarterly portfolio reviews. The renewal fee for the upcoming year is 145.00 EUR, which will be automatically debited from your linked account ending in 4491 unless you choose to modify your plan.\n\nPlease note that the final deadline to renew, upgrade, or cancel your membership without penalty is 15 December 2009. If we do not receive your instructions by this date, your account will default to our Basic tier, which does not include the advisory benefits you currently enjoy. Should you wish to cancel entirely, doing so before 15 December ensures you will not be charged for the next billing cycle.\n\nI know how busy the end of the year can get, so I wanted to send this reminder early. If you have any questions about your membership options, or if you would like to schedule a brief call to discuss which tier best fits your financial goals for 2010, please do not hesitate to reach out to me directly.\n\nThank you for trusting Meridian Systems with your financial planning needs. We look forward to continuing to support you in the new year.\n\nWarm regards,\nMei Hassan\nClient Relations Manager\nMeridian Systems\nmeridiansystems.de"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00178-3", "copies": 1, "upstream_ids": ["gen-00178-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00640.564b03520087bb4595384ae024ceb929:message_type", "suite": "spam", "family": "spamassassin-1d17b2469eb655db344d", "state": {"channel": "email", "message": "confidence\n\nATTN:MANAGER\n\nHELLO DEAR,\n\nI am well confidence of your capability to assist me\nin\na transaction for mutual benefit for both parties, ie\n(me and you) I am also believing that you will not\nexpose or betray the trust and confidence I am about\nto establish on you. I have decided to contact you\nwith greatest delight and personal respect.\n\nWell, I am BELLO SANKOH, Son to MR FODAY SANKOH\nwho was arrested by the ECOMAOG PEACE KEEPING FORCE\nmonths ago in my country Sierra Leone.\nFew days before the arrest of my father, he confided\nin me and ordered me to go to his underground safe and\nmove out immediately, with a Deposit Agreement and\nCash Receipt he made with a security Company in\nAbidjan Cote d'Ivoire where he deposited One Iron Box\ncontaining USD$ 22 million dollars cash (Twenty Two\nMillion dollars cash). This money was made from the\nsell of\nGold and Diamond by my FATHER and he have already\ndecided to use this money for future investment of\nthe family before his arrest.\n\nThereafter, I rushed down to Abidjan with these\ndocuments and confirmed the deposit of the box by my\nfather. Also, I have been granted political stay as a\nRefugee by the Government of Côte d'Ivoire.\n\nMeanwhile, my father have instructed me to look for a\ntrusted foreigner who can assist me to move out this\nmoney from Côte d'Ivoire immediately for investment .\nBased on this , I solicit for your assistance to\ntransfer this fund into your Account, but I will\ndemand for the following requirement:\n\n(1) Could you provide for me a safe Bank Account where\nthis fund will be transferred to in your country or\nanother nearby country where taxation will not\ntake great toll on the money?\n\n(2) Could you be able to assist me to obtain my\ntravelling papers after this transfer to enable me\ncome over to meet you in your country for\nthe investment of this money?\n\n(3) Could you be able to introduce me to a profitable\nbusiness venture that would not require much technical\nexpertise in your country where part of this fund\nwill be invested?\n\nPlease, all these requirements are urgently needed as\nit will enable me to establish a stronger business\nrelationship with you hence I will like you to be the\ngeneral overseer of the investment thereafter. I am a\nChristian and I will please, want you to handle this\ntransaction based on the trust I have established\non you.\n\nFor your assistance in this transaction, I have\ndecided to offer you 12% percent commission of the\ntotal amount ( 22 million dollars ) at the end of this\nbusiness. The security of this business is very\nimportant to me and as such,\nI would like you to keep this business very\nconfidential.\n\nI shall expect your urgent reply.\n\nMy telephone number is 22507625348.\n\nThank you and God bless you\nBELLO SANKOH Tel :22507625348\n\nEnvoyez des messages musicaux sur le portable de vos amis\nhttp://mobile.lycos.fr/mobile/local/sms_musicaux/"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00640.564b03520087bb4595384ae024ceb929", "copies": 2, "upstream_ids": ["20050311_spam_2/spam_2/00640.564b03520087bb4595384ae024ceb929", "20050311_spam_2/spam_2/00641.b3c1c440f7940c86ab5d1e4f9fa3518b"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00522-3:is_spam", "suite": "spam", "family": "generated_legit_email-9682c22628ad1ff1a505", "state": {"channel": "email", "message": "Your two-step verification code\n\nRidge Valley Community Club\n\nHello Helen Adams,\n\nYou requested a two-step verification code to access your member portal. Please follow these steps to complete your login:\n\n1. Enter the following code on the verification screen: 847291\n2. This code will expire on 17 October 2009 at 12:00 PM CEST. Do not share it with anyone.\n3. Once verified, you can update your membership details.\n\nIf you did not request this code, please contact our support desk immediately at +49 30 555 0198 or visit our security page at https://www.ridgegroup.de/security-help.\n\nYour account security is important to us. Always ensure you are logging in through our official website.\n\nBest regards,\nSarah Foster\nMembership Coordinator\nRidge Valley Community Club"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00522-3", "copies": 1, "upstream_ids": ["gen-00522-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:nazario:hash-test:phishing-2018#113:message_type", "suite": "spam", "family": "nazario-2b21fe1128b85afc44be", "state": {"channel": "email", "message": "omar33@btinternet.com You have just 15 hours to verify your account\n\nSecureMailBox\n\nDear %0%,\n\nSince December you have neglected our notifications that your account needs reconfirmation. We detected that\n\nthis account was registered using false identity which is against %0% protocols.\n\nClick here to confirm your details,\n\nNote: If you don't comply, your mail box will be trashed down permanently. You have been given 15hours deadline.\n\nThank you,Support"}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#113", "copies": 1, "upstream_ids": ["phishing-2018#113"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2926:is_spam", "suite": "spam", "family": "sms_phishing-e8a0291b46030486d51a", "state": {"channel": "sms", "message": "I don't want to talk with u don't call me.."}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2926", "copies": 1, "upstream_ids": ["mendeley-2926"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5170:message_type", "suite": "spam", "family": "sms_phishing-191669a1689a97521397", "state": {"channel": "sms", "message": "Same to u..."}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5170", "copies": 2, "upstream_ids": ["mendeley-5170", "uci-4856"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00057-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-b04a319a7f949c36048c", "state": {"channel": "email", "message": "Exclusive August offer on office supplies and branded merchandise\n\nDear Amanda Howard,\n\nI hope this message finds you well. I am reaching out from Crest Group to share our latest catalogue of office supplies, printing services, and promotional merchandise. Throughout August 2018, we are offering a 20% discount on all bulk orders placed before 31 August.\n\nWhether you need branded pens, custom notebooks, or large-format printing for your next corporate event at Atlas Capital, our team is ready to deliver high-quality products on time and within budget.\n\nYou can browse our full range and request a free quote by visiting https://www.crestgroup.co.uk/august-promo-2018. If you have any questions or prefer to order over the phone, please call us directly on +44 20 7946 0321.\n\nWe look forward to supporting your business needs this quarter.\n\nWarm regards,\nDeborah Clark\nAccount Director\nCrest Group"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00057-1", "copies": 1, "upstream_ids": ["genu-00057-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk offer of printing, office supplies or promotional merchandise", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00636-2:message_type", "suite": "spam", "family": "generated_legit_email-fe2c81f63507e8082044", "state": {"channel": "email", "message": "Server Maintenance Question\n\nHi Ava,\n\nThanks for checking in about this. To answer your question from below, yes, the maintenance will affect everyone's access to the shared drives and the internal billing portal. We are scheduling this downtime because we need to replace the failing hard drives in our primary server rack and apply critical security patches that have been pending since last month.\n\nHere are the specific details for the planned outage:\n\nMaintenance window: Saturday, 1 March 2018, from 10:00 PM to Sunday, 2 March 2018, at 6:00 AM.\nAffected systems: All internal file shares, GraniteWorks email routing, and the client invoicing database.\nExpected downtime: Approximately 8 hours.\n\nDuring this period, you will not be able to log into your workstation remotely or access any files stored on the G-drive. Please make sure you save all active project files locally to your desktop before leaving the office on Friday, 28 February. If you are working on anything urgent over the weekend, download the necessary documents beforehand so you aren't blocked.\n\nWe anticipate having everything fully restored and tested by Monday morning, 3 March, before the start of the business day. I will send out a confirmation email once the servers are back online and stable.\n\nIf you experience any issues logging in on Monday morning, or if you have an emergency that requires immediate IT support during the maintenance window, please call me directly on my mobile at 555-019-4822. I will be monitoring the system status throughout the night.\n\nThanks for your patience while we get this sorted out.\n\nRegards,\nDiego Price\nIT Support Lead\nGraniteWorks Solutions"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00636-2", "copies": 1, "upstream_ids": ["gen-00636-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:nazario:hash-test:phishing-2018#107:is_spam", "suite": "spam", "family": "nazario-aba73992ee0e3cd9e6c1", "state": {"channel": "email", "message": "Security Update.\n\nDuring our regular update we noticed unusual activities on your online account,\n\nit is either your details have been changed or incomplete.\n\nAs a result of the technical issues detected, your online account has been temporarily suspended.\n\nYou are therefore required to login below to verify your details and regain access to online services.\n\n.\n\nSincerely,\nOnline Banking Team."}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#107", "copies": 1, "upstream_ids": ["phishing-2018#107"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00262-5:is_spam", "suite": "spam", "family": "generated_legit_email-8c588751e9281ebbac8e", "state": {"channel": "email", "message": "Important: Annual Gas Safety Inspection Required for Unit 4B\n\nDear Priya Hernandez,\n\nThis is an automated notice from Willow Property Group regarding your tenancy at 42 Brookfield Terrace, London. Our records indicate that your annual gas safety inspection is due, and UK law requires us to complete this check before your current certificate expires.\n\nPlease review the following steps to ensure your property remains compliant and safe:\n\n1. Schedule your appointment. You must book a time slot with our certified Gas Safe engineer by Friday, 10 August 2019. You can view available dates and confirm your booking through our tenant portal: https://www.willowgroup.co.uk/bookings/gas-safety. Appointments are available Monday through Saturday between 08:00 and 17:00.\n\n2. Provide access. An adult over the age of 18 must be present at the property during the inspection. The engineer will need clear access to the boiler, gas meter, and all gas appliances including the cooker and fireplace. Please move any furniture blocking these areas the night before.\n\n3. Verify your identity. When the engineer arrives, they will present a valid Gas Safe ID card. You can verify their registration number by calling the national helpline or checking the Gas Safe Register website.\n\n4. Review the certificate. Once the inspection is complete, the engineer will issue a new CP12 Gas Safety Certificate. A digital copy will be uploaded to your tenant dashboard within 48 hours, and a physical copy will be posted to your address.\n\nFailure to arrange this inspection by the 10 August deadline may result in a temporary suspension of your gas supply for safety reasons, as required by the Gas Safety (Installation and Use) Regulations 2005. We want to avoid any disruption to your home, so please act promptly.\n\nIf you have questions or need assistance scheduling, please contact our compliance team directly at 020 7946 0321 during normal business hours.\n\nThank you for your cooperation.\n\nElizabeth Mensah\nProperty Compliance Manager\nWillow Property Group"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00262-5", "copies": 1, "upstream_ids": ["gen-00262-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "landlord or building management notice"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00019.5322cb10d8819b39499924d852819c27:is_spam", "suite": "spam", "family": "spamassassin-ad0ab18fe5be56c45c3d", "state": {"channel": "email", "message": "Apols if this has been posted before:\n\nhttp://www.pinkpaperclips.net/subs/quiz2.html\n\nRob\n\n4 DVDs Free +s&p Join Now\nhttp://us.click.yahoo.com/pt6YBB/NXiEAA/mG3HAA/7gSolB/TM"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00019.5322cb10d8819b39499924d852819c27", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00019.5322cb10d8819b39499924d852819c27"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3827:is_spam", "suite": "spam", "family": "zefang_phishing_email-652ad33a785c8322f9e2", "state": {"channel": "email", "message": "candy super $ money maker you are receiving this message as an opt - in subscriber to 4 best offer or one of our marketing partners . if you no longer wish to receive further offers , please send an email with discontinue to : support @ 4 bestoffer . com 4 best offer 136 74 th street north bergen , nj 07047"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3827", "copies": 2, "upstream_ids": ["zefang-3827", "ealvaradob-3671"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2399:message_type", "suite": "spam", "family": "sms_phishing-46704d158be33876664e", "state": {"channel": "sms", "message": "WIN a year supply of CDs 4 a store of ur choice worth £500 & enter our £100 Weekly draw txt MUSIC to 87066 Ts&Cs www.Ldew.com"}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2399", "copies": 1, "upstream_ids": ["mendeley-2399"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02342.fb90b37c6a682e01e61c9da213e727b7:message_type", "suite": "spam", "family": "spamassassin-05436b8977367adb4c36", "state": {"channel": "email", "message": "Al-Qaida suspected in tanker blast\n\nFrench ship burns off Yemen."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02342.fb90b37c6a682e01e61c9da213e727b7", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02342.fb90b37c6a682e01e61c9da213e727b7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1291:is_spam", "suite": "spam", "family": "sms_phishing-95e0a6e18b9e69a3c4c8", "state": {"channel": "sms", "message": "URGENT! Dear FL1PKART Customer, We are trying to contact you. Last weekends draw shows that you w0n a Rs.6,00,000 prize GUARANTEED. Call 7908807538. Claim Code FLIP52. Valid 12hrs only."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1291", "copies": 1, "upstream_ids": ["mendeley-1291"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00758-3:is_spam", "suite": "spam", "family": "generated_legit_email-8a82c2cfcf88fc0b4ac7", "state": {"channel": "email", "message": "Dental appointment reminder\n\nHi Margaret,\n\nThis is a quick reminder from Mei Chen at Orbit Media Dental Clinic about your upcoming teeth cleaning appointment. You are scheduled for Tuesday 26 June 2011 at 10:15 AM with Dr. Harrison.\n\nPlease remember to arrive about ten minutes early so we can update your medical history forms. If you have taken any new medications since your last visit in December, bring the packaging or write down the names so Dr. Harrison can review them before the cleaning.\n\nIf you need to reschedule or cancel, please give us a call at 01onal 482 1190 by tomorrow afternoon so we can offer the slot to another patient on our waiting list. We try to keep things running on time, and advance notice really helps us out.\n\nWe look forward to seeing you next week.\n\nBest wishes,\nMei Chen\nOrbit Media Dental Clinic\n14 Station Road, Brookfield"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00758-3", "copies": 1, "upstream_ids": ["gen-00758-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:sms_phishing:hash-test:mendeley-176:message_type", "suite": "spam", "family": "sms_phishing-8a3eef02e7ddf2b44409", "state": {"channel": "sms", "message": "K..u also dont msg or reply to his msg.."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-176", "copies": 2, "upstream_ids": ["mendeley-176", "uci-700"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00262-5:message_type", "suite": "spam", "family": "generated_legit_email-8c588751e9281ebbac8e", "state": {"channel": "email", "message": "Important: Annual Gas Safety Inspection Required for Unit 4B\n\nDear Priya Hernandez,\n\nThis is an automated notice from Willow Property Group regarding your tenancy at 42 Brookfield Terrace, London. Our records indicate that your annual gas safety inspection is due, and UK law requires us to complete this check before your current certificate expires.\n\nPlease review the following steps to ensure your property remains compliant and safe:\n\n1. Schedule your appointment. You must book a time slot with our certified Gas Safe engineer by Friday, 10 August 2019. You can view available dates and confirm your booking through our tenant portal: https://www.willowgroup.co.uk/bookings/gas-safety. Appointments are available Monday through Saturday between 08:00 and 17:00.\n\n2. Provide access. An adult over the age of 18 must be present at the property during the inspection. The engineer will need clear access to the boiler, gas meter, and all gas appliances including the cooker and fireplace. Please move any furniture blocking these areas the night before.\n\n3. Verify your identity. When the engineer arrives, they will present a valid Gas Safe ID card. You can verify their registration number by calling the national helpline or checking the Gas Safe Register website.\n\n4. Review the certificate. Once the inspection is complete, the engineer will issue a new CP12 Gas Safety Certificate. A digital copy will be uploaded to your tenant dashboard within 48 hours, and a physical copy will be posted to your address.\n\nFailure to arrange this inspection by the 10 August deadline may result in a temporary suspension of your gas supply for safety reasons, as required by the Gas Safety (Installation and Use) Regulations 2005. We want to avoid any disruption to your home, so please act promptly.\n\nIf you have questions or need assistance scheduling, please contact our compliance team directly at 020 7946 0321 during normal business hours.\n\nThank you for your cooperation.\n\nElizabeth Mensah\nProperty Compliance Manager\nWillow Property Group"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00262-5", "copies": 1, "upstream_ids": ["gen-00262-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "landlord or building management notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3218:message_type", "suite": "spam", "family": "sms_phishing-d013bd96fd0ca2779378", "state": {"channel": "sms", "message": "1000's flirting NOW! Txt GIRL or BLOKE & ur NAME & AGE, eg GIRL ZOE 18 to 8007 to join and get chatting!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3218", "copies": 2, "upstream_ids": ["mendeley-3218", "uci-1048"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00173-5:message_type", "suite": "spam", "family": "generated_legit_email-12cf1cc5f72397711f10", "state": {"channel": "email", "message": "Invitation: Maple Media Year-End Planning Meeting\n\nHello Nicole,\n\nI hope your week is going well. I am reaching out to schedule our final year-end planning meeting for Maple Media. Since we are wrapping up several campaigns and preparing for the January launch cycle, it is important that we get everyone aligned before the holiday break.\n\nPlease review the following agenda items and come prepared to discuss them at our meeting on Thursday, 20 December 2022 at 2:00 PM in the main conference room:\n\n- Q4 Campaign Performance Review\nWe need to go over the final analytics for the autumn digital push. Please bring your department's summary reports so we can consolidate the numbers.\n\n- 2023 Budget Allocation\nThe finance team requires our proposed spending limits by Monday, 17 December 2022. We will use this meeting to finalize those figures and ensure they are submitted on time.\n\n- Vendor Contract Renewals\nThree of our printing and hosting contracts expire on 31 December 2022. We must decide whether to renew, renegotiate, or transition to new partners before the end of the year.\n\n- Holiday Office Schedule\nWe will briefly coordinate the coverage plan for the weeks of 24 December and 31 December to ensure client inquiries are still handled promptly.\n\nAction required: Please confirm your attendance by replying to this email no later than Friday, 14 December 2022. If you cannot make the 20 December session, let me know immediately so we can arrange a brief one-on-one catch-up before you leave for the holidays.\n\nHaving all key decisions made by 20 December ensures we start the new year without delays. I appreciate your prompt attention to this deadline.\n\nWarmly,\n\nSamantha Sanders\nOperations Manager\nMaple Media\n77 Birchwood Avenue, Suite 200\nToronto, ON M5V 2T4\nCanada"}, "question": {"type": "choice", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00173-5", "copies": 1, "upstream_ids": ["gen-00173-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:generated_unwanted_email:none:genu-00178-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-87092f10988156ec0542", "state": {"channel": "email", "message": "Action Required: Payment Failed for Invoice #4021\n\nLakeside Tech Solutions\nInvoice Notice\n\nDear James Rossi,\n\nWe are writing to inform you that our attempt to process your payment for Invoice #4021 was unsuccessful. Your credit card ending in 4829 was declined by the issuing bank on 2 July 2020.\n\nBecause this payment could not be completed, your Lakeside Tech Solutions account has been temporarily suspended. To avoid any further interruption to your services and to prevent late fees from being applied to your balance, we kindly ask that you update your billing information immediately.\n\nYour current outstanding balance is £145.00. Please note that if the balance remains unpaid after 9 July 2020, your account may be subject to permanent closure and all associated data will be scheduled for deletion.\n\nTo resolve this matter, please contact our billing department directly by telephone at 01onal 482 9910 during standard business hours. One of our representatives will securely collect your updated card details over the phone and process the payment on your behalf.\n\nWe value your business and want to ensure that your transition back to full service is as smooth as possible. If you believe you have received this notice in error, or if you have already made alternative arrangements, please still reach out so that we can update our records accordingly.\n\nThank you for your prompt attention to this matter.\n\nUpdate Payment Details\n\nKind regards,\nThomas Bennett\nAccounts Manager\nLakeside Tech Solutions\n\nLakeside Tech Solutions Ltd\n14 Harbour View Road\nWindermere, Cumbria LA23 1BN\nUnited Kingdom\n\nPrivacy Policy: https://www.lakesidetech.org/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00178-0", "copies": 1, "upstream_ids": ["genu-00178-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00271-3:message_type", "suite": "spam", "family": "generated_unwanted_email-67dc0166b2be10b817ab", "state": {"channel": "email", "message": "Regarding the vintage armchair you listed\n\nDear Ronald Moore,\n\nMy name is Mateo Flores. I am writing to you through Willow Media Escrow Services regarding the vintage oak armchair you recently posted for sale on the local marketplace board. I am very interested in purchasing it for my living room renovation project, and I would like to proceed immediately.\n\nI understand that the standard procedure involves completing the transaction directly through the platform's built-in messaging and payment system. However, I am currently traveling abroad for business until early October, and my access to the main marketplace application is unfortunately quite restricted due to regional network limitations. My bank has advised me that using an external, verified escrow service is the safest and most reliable way to handle purchases while I am overseas.\n\nTo ensure that both your item and my funds are fully protected during this process, I have already set up a secure transaction page through our trusted financial partner. This service holds my payment safely in escrow and releases the funds directly to your account the moment the shipping carrier confirms they have collected the armchair from you.\n\nPlease visit the following link to review the escrow agreement and authorize the payment release:\n\nhttps://www.mywillowmedia-online.com/escrow/secure-payment/transaction-77492\n\nI have deposited the full asking price of $350, plus an additional $45 to cover your shipping expenses. Once you accept the terms on the page above, you will receive an email confirmation with a printable shipping label.\n\nBecause I am returning home shortly and need the furniture delivered promptly, I kindly ask that you complete this authorization by 15 September 2013. If the transaction is not confirmed by that date, the escrow hold will automatically expire, and I will need to look for another piece.\n\nI sincerely apologize for any inconvenience this alternative method may cause. I simply want to make sure everything is handled securely and professionally for both of us. Please let me know if you have any questions about the process.\n\nThank you for your time and understanding.\n\nSincerely,\nMateo Flores\nClient Account #WM-882910\nWillow Media Escrow Services"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00271-3", "copies": 1, "upstream_ids": ["genu-00271-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5253:message_type", "suite": "spam", "family": "sms_phishing-25a872b0db65f21da0ee", "state": {"channel": "sms", "message": "No. But we'll do medical missions to nigeria"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5253", "copies": 2, "upstream_ids": ["mendeley-5253", "uci-2726"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2024#176:is_spam", "suite": "spam", "family": "nazario-f1f06593b088349b531c", "state": {"channel": "email", "message": "Important: Verify Your Address for DHL Parcel Dispatch\n\n==DHL EXPRESS=\nATTN:\n\nDear Customer,\nYour parcel has arrived at our office but there were some delays delivering to your address. Herein is the link to your DHL receipt for your reference.\nPlease click the button below to confirm your address is correct before we submit to our outlet officer for dispatch to your destination.\nClass: Package Services\nService(s): Delivery Confirmation\nStatus: Notification sent\nClick here for waybill info\nNOTE: Please check the details carefully.\nDispatch Department DHL Express.\nEmail:\nno-reply@dhl.com\n\n==DHL EXPRESS=www.dhl.com\n\nUnder no circumstances shall this information or the information contained in any e-mail constitute a binding agreement to carry or for provision of carriage services whether with the listed or alternative carriers or vessels. The carrier may, in its absolute discretion, at any time and without prior notice, change the arrangement listed or make alternate arrangement or decline a booking. We recommend you to check with the carrier for any changes. The actual provision of carriage services is\nsubject to the final acceptance of the carrier and subject to the availability of the carrier's equipment and vessel and subject to the terms and conditions set out in the carrier's standard bill of lading."}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#176", "copies": 1, "upstream_ids": ["phishing-2024#176"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4233:is_spam", "suite": "spam", "family": "sms_phishing-b400fea8bfee7be1b9a9", "state": {"channel": "sms", "message": "You still around? Looking to pick up later"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4233", "copies": 2, "upstream_ids": ["mendeley-4233", "uci-5003"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13041:is_spam", "suite": "spam", "family": "zefang_phishing_email-6023b33d8ccdc109e717", "state": {"channel": "email", "message": "address for recommendations vince , please forward the recommendations to the following address : 2569 windbreak dr . alexandria , va 22306 don ' t forget to label each envelope , e . g . \" columbia \" , etc . , and to sign each envelope over the adhesive seal . i must receive the package before the new year in order to meet the submission deadline . thank you for your time , and happy holidays . - hector"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13041", "copies": 2, "upstream_ids": ["zefang-13041", "ealvaradob-12340"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00219-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-fe11b4d5062c24fe318c", "state": {"channel": "email", "message": "Urgent: Your Email Password Expires Today\n\nHi Sandra,\n\nI am writing to let you know that your email account password is scheduled to expire today, 19 June 2022. To ensure you do not lose access to your GraniteTech mailbox, please follow the steps below before the end of the business day:\n\n1. Reply directly to this message with your current username and new preferred password so I can push the reset through the admin panel.\n2. Confirm your secondary recovery phone number on file.\n3. Once processed, sign in again using the updated credentials.\n\nThis is a mandatory security measure enforced by WillowTech for all staff accounts. If you do not complete these steps by 5:00 PM today, your mailbox will be temporarily locked and you will need to submit a formal IT ticket to regain access.\n\nPlease treat this as urgent. Let me know if you have any questions.\n\nBest regards,\nSarah Roberts\nIT Support Manager\nWillowTech Internal Services\nemily.obrien@gmx.net"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00219-1", "copies": 1, "upstream_ids": ["genu-00219-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a notice that pretends to be from the reader's email provider, says the password expires today and asks them to sign in on a look-alike page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2024#304:message_type", "suite": "spam", "family": "nazario-94daa30c74b76bfbe9bf", "state": {"channel": "email", "message": "Staples account not found.\n\nStaples Notification\n\nAccount was not found.\n\nWe see you are looking for help with your Staples.com account. Unfortunately, we don't have this email address on file for your account.\n\nIf you want to try a different email address to reset your account, click here.\n\nIf you are a Staples Advantage Customer click here to log in to your account.\n\nStaples Customer Service Team\n\nIf you have any questions, please visit our Help Center.\n\nStay connected\n\nStaples, Inc., 500 Staples Drive, Framingham, MA 01702"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#304", "copies": 1, "upstream_ids": ["phishing-2024#304"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-812:message_type", "suite": "spam", "family": "sms_phishing-1b7bb776d5bf8acadcae", "state": {"channel": "sms", "message": "Its a site to simulate the test. It just gives you very tough questions to test your readiness."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-812", "copies": 2, "upstream_ids": ["mendeley-812", "uci-2104"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7868:is_spam", "suite": "spam", "family": "zefang_phishing_email-73254c65fec71d9a8d28", "state": {"channel": "email", "message": "sample movies unlimited access to the largest movie collection anywhere ! lady fellatio in the dog house - scene 8 download , sign up now for free blonde girl in a winter hat giving head to a guy on top of a a frame house . she sucks his cock and plays with her tits and pussy before getting a steaming load in her mouth . length : ( 00 : 05 : 56 ) - niche : hardcore highest quality , lowest file sizes , for fastest downloads ! anal teen tryouts 2 - scene 3 download , sign up now for free hot little blonde with small tits gets fucked in the ass . length : ( 00 : 19 : 42 ) - niche : anal unlimited search screenshot viewing 6 black sticks 1 white trick - scene 1 download , sign up now for free hot brunette is taken by six black guys and gang banged . length : ( 00 : 37 : 58 ) - niche : interracial join now for free access ! you are receiving this email because someone has shown interest in your profile before , or you have browsed our profiles in the past or please let us know if you are not interested in receiving our high quality letters in the future and you will never get our letter again . thank you rmove yourself here"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7868", "copies": 2, "upstream_ids": ["zefang-7868", "ealvaradob-7532"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3816:is_spam", "suite": "spam", "family": "sms_phishing-b47d803ddbfd31d72ba6", "state": {"channel": "sms", "message": "Aight, I should be there by 8 at the latest, probably closer to 7. Are jay and tyler down or should we just do two trips?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3816", "copies": 2, "upstream_ids": ["mendeley-3816", "uci-2900"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00407.7a447442b07fa08de0b69e907ce3ca53:is_spam", "suite": "spam", "family": "spamassassin-de71451886ecdef8e3f2", "state": {"channel": "email", "message": "greencard 2018 ekili ini ka rmay n\n\nGREEN CARD\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00407.7a447442b07fa08de0b69e907ce3ca53", "copies": 1, "upstream_ids": ["20030228_spam/spam/00407.7a447442b07fa08de0b69e907ce3ca53"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4332:message_type", "suite": "spam", "family": "sms_phishing-1ff5de5701cec06e1484", "state": {"channel": "sms", "message": "Please call our customer service representative on 8927307655 between 10am-9pm as you have W0N a guaranteed cash prize of Rs.4,00,000. FL1PKART TEAM"}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4332", "copies": 1, "upstream_ids": ["mendeley-4332"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_unwanted_email:none:genu-00272-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-90a688edbfaabb33b8d8", "state": {"channel": "email", "message": "Teaching Assistant Position – Immediate Start\n\nEmber Systems Recruitment\n\nDear Andrew Cooper,\n\nYou have been selected for a teaching assistant role at Westfield Primary. To process your onboarding, please remit the £45 registration fee and provide your bank details by calling 020 7946 0183 today.\n\nSubmit Your Details\n\nChloe Ivanov\nRecruitment Officer\nEmber Systems\n14 Ash Lane, London EC1A 1BB\nPrivacy Policy: contact our office for details"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00272-0", "copies": 1, "upstream_ids": ["genu-00272-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a job offer from an unknown recruiter that asks for bank details or an upfront fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2016#275:message_type", "suite": "spam", "family": "nazario-98f1a51d7cc43a16f9ab", "state": {"channel": "email", "message": "Account Termination Notice\n\nDear All,\n\nOur records indicates you made a request for closure of your Email.\nWe are processing your Request,\nIf you did not request for this process, kindly cancel it manually.\n\nFollow Here to Cancel It @> > http://bit.ly/28JOrZV\n\nEmail Admin Services\n2020 mail Inc. All Rights Reserved\n\nhttp://scripts.dreamhost.com/add_list.cgi?g=021d1ef60fd704247b6c15e0c791ac51\n\nIf you do not want to subscribe, do nothing and ignore this request!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#275", "copies": 1, "upstream_ids": ["phishing-2016#275"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4289:message_type", "suite": "spam", "family": "sms_phishing-b688f11ae4f2546d2072", "state": {"channel": "sms", "message": "In da car park"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4289", "copies": 2, "upstream_ids": ["mendeley-4289", "uci-3086"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00115.c97af50ef7ccd816f95bbdc6f4d226b2:message_type", "suite": "spam", "family": "spamassassin-3d49853ce64dd8d2849c", "state": {"channel": "email", "message": "HELP WANTED. WORK FROM HOME REPS.\n\nHelp wanted. We are a 14 year old fortune 500 company, that is\n\ngrowing at a tremendous rate. We are looking for individuals who\n\nwant to work from home.\n\nThis is an opportunity to make an excellent income. No experience\n\nis required. We will train you.\n\nSo if you are looking to be employed from home with a career that has\n\nvast opportunities, then go:\n\nhttp://www.basetel.com:27000/wealthnow\n\nWe are looking for energetic and self motivated people. If that is you\n\nthan click on the link and fill out the form, and one of our\n\nemployement specialist will contact you.\n\nhttp://www.basetel.com/remove.html"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00115.c97af50ef7ccd816f95bbdc6f4d226b2", "copies": 1, "upstream_ids": ["20030228_spam/spam/00115.c97af50ef7ccd816f95bbdc6f4d226b2"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1291:message_type", "suite": "spam", "family": "sms_phishing-95e0a6e18b9e69a3c4c8", "state": {"channel": "sms", "message": "URGENT! Dear FL1PKART Customer, We are trying to contact you. Last weekends draw shows that you w0n a Rs.6,00,000 prize GUARANTEED. Call 7908807538. Claim Code FLIP52. Valid 12hrs only."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1291", "copies": 1, "upstream_ids": ["mendeley-1291"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8666:is_spam", "suite": "spam", "family": "zefang_phishing_email-f444ca6ab3dd55678fa6", "state": {"channel": "email", "message": "start date : 2 / 1 / 02 ; hourahead hour : 11 ; start date : 2 / 1 / 02 ; hourahead hour : 11 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2002020111 . txt"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8666", "copies": 2, "upstream_ids": ["zefang-8666", "ealvaradob-8277"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2145:is_spam", "suite": "spam", "family": "sms_phishing-fa2660e45bda0741cf6d", "state": {"channel": "sms", "message": "A guy who gets used but is too dumb to realize it."}, "question": {"type": "noul", "instructions": "Tell whether this message is spam or phishing. Yes: unwanted bulk, advertising, or a scam after personal details or money. No: a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-11", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2145", "copies": 2, "upstream_ids": ["mendeley-2145", "uci-4697"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16316:is_spam", "suite": "spam", "family": "zefang_phishing_email-de9b13755b2cf41ff15b", "state": {"channel": "email", "message": "computational linguistics : the altavista \" refine \" option a colleague of mine told me about the \" refine \" option offered by the altavista search engine ( http : / / www . altavista . digital . com / ) and how good it was . in a nutshell , the \" refine \" options returns a list of synonyms of , and notions related to the words in your query . indeed , it gave extremely sensible responses . perversely perhaps , i tried it in french , using \" vin \" ( what else ! ) as the keyword . bingo . this is what it returned : 72 % etait , etre , annees , meme , apres , etaient , derniers 59 % egalement , particulierement , differentes , possibilite 52 % qualite , vins , vin , vignoble , vigne , crus , vignes , vignerons , vigneron [ etc . . . ] far from satisfactory . \" eau \" and \" pain \" returned similar nonsense , featuring \" etaient \" , \" etre \" , \" egalement \" et alia in prominent positions . in fact , altavista \" refine \" seems decidedly adverse to foodstuff in french , \" fruit \" , \" poisson \" and \" sandwich \" failing equally miserably ( so did \" sable \" , \" mer \" , \" lac \" ) . so i was quite surprised when italian queries about \" wine \" returned sensible synonyms : 60 % vino , vini , vigneti , uve 40 % quantita , ettari , vitigni 39 % sapore , profumo , invecchiamento [ etc . ] \" acqua \" and \" pane \" fared equally well . so i turned my attention to spanish . spanish did quite as badly as french . this is quite puzzling for the size of the spanish data is quite large . i do n't know what inspired me , i decided to ask for an italian sandwich ( \" panino \" ) . bingo again ! 60 % perche , chissa , guardo , cazzo , sembrava , poiche , merda , riposto [ yes , unbelievable but true ] 54 % mangiare , specialta , birra , mangia , roba , piatti , gusti , soldi , bere 33 % avevo , scusa , aveva , stavo , rispose , facevano [ etc . ] my colleague and i scratched our collective heads , experimented some more , and came to the conclusion that the thesauri are built by a neural net ( she is heavily into neural nets ) . still , the excellent behaviour of the english thesaurus was suspect . but no , experimenting demonstrated that it could not have been a hand-crafted thesaurus . there are ways of \" salting \" a neural net and that is probably what digital did for english ( and perhaps for italian ) . do take a break and experiment a bit with altavista \" refine \" option in your favourite languages ( polish was as nonsensical as french ) . it is quite amusing . and perhaps useful : next time someone knocks at your door with a neural net for sale . . . ( i have seen queries for \" kentucky fried chicken \" return \" chicken sexers \" , \" waste burners \" and \" singing teachers \" , courtesy of a neural net ) . j . guy @ trl . telsta . com . au"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16316", "copies": 2, "upstream_ids": ["zefang-16316", "ealvaradob-15390"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00095.eec028314ab85183252ab9ced87fcb18:is_spam", "suite": "spam", "family": "spamassassin-33c4334bb4df11154162", "state": {"channel": "email", "message": "On July 19, julie79@web.de said:\n\nHaving skimmed over the patent, it appears to be describing a sort of\nimage compression algorithm which gels more or less with the JPEG\nmechanism. Since I don't quite understand how jpeg works (it's hard\nmath, and I'm just a dumb comp. eng.) I don't know how exactly it\nmatches up to JPEG. I'm more curious as to whether it covers MPEG,\nbecause it /is/ described in the context of video streams rather than\nstills, and I had a vague impression that the MPEG and JPEG\ncompression techniques were similar. One of the patents it references\nalso seems to hint at MPEG.\n\nLet's all use PNG, eh? *cough* *wheeze*\n\nCheers,\nWaider.\n--\ningrid.green@cedarlabs.net / Yes, it /is/ very personal of me.\n\n\"It would be hard to design a worse outdoor chair without making it\nirresistably delicious to squirrels.\" - L. Fitzgerald Sjoberg\n\n--"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00095.eec028314ab85183252ab9ced87fcb18", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00095.eec028314ab85183252ab9ced87fcb18"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4592:is_spam", "suite": "spam", "family": "zefang_phishing_email-586884f741fb57a7ab4e", "state": {"channel": "email", "message": "http://yorkshirepost.co.uk/scripts/editorial2.cgi?cid=news&aid=481620Close encounter of burnt kindIT came from outer space ­ or did it? Teenager Siobhan Cowton is convinced\nthe object which struck her as she climbed into the family car at her home\nin Northallerton is extra-terrestrial.\nBut while her claims are being treated with a certain amount of studied\nacademic scepticism by experts in these matters, the 14-year-old schoolgirl\nis adamant she was hit on the foot by a meteorite.\nSiobhan initially thought there was a more prosaic explanation ­ that the\nodd-looking stone had been thrown at her by a child,.\nBut on closer inspection, she discovered all was not as it seemed ­ because\nit was hot when she picked it up. It hit her on a foot but caused no injury.\n\"I looked at it again and it had a black and grey colour with a shiny bubble\nsurface,\" she said.\nAfter closer inspection by her father Niel, and comparison with pictures on\nthe Internet, Siobhan plans to ask scientists at Durham University to check\nthe object for authenticity.\nIf it is from outer space, Siobhan says she will consider putting it up for\nauction.\nShe added: \"If it isn't worth anything then I suppose I will keep it myself\nfor sentimental value. It is not every day that you are hit by a meteorite.\"\nBut Dr Ben Horton, a lecturer in physical geography, was the acme of\nacademic caution.\n\"Meteors have features that can be used to establish whether it is a piece\nof extraterrestrial rock,\" he said.\n\"They have a very smooth surface but sometimes they have shallow depressions\nand cavities. If they are hot, they should have a black ash like crust burnt\naround the edge.\n\"Most are between five and 60 centimetres but five centimetres is the\nsmallest that they usually appear.\"\nTo establish the provenance of Siobhan's suspected meteorite it would have\nto be subject to a mineral breakdown but Dr Horton thinks the chances of it\nbeing extra-terrestrial are slim.\n\"Around 50,000 a year strike the Earth's surface and, considering the size\nof the Earth, it is very unlikely to be a meteorite.\n\"However, there is a possibility and there is no reason it couldn't happen,\"\n4 DVDs Free +s&p Join Now\nhttp://us.click.yahoo.com/pt6YBB/NXiEAA/MVfIAA/7gSolB/TM"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4592", "copies": 2, "upstream_ids": ["zefang-4592", "ealvaradob-4390"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5094:is_spam", "suite": "spam", "family": "zefang_phishing_email-1d4d4544b176d336dead", "state": {"channel": "email", "message": "complex pain medlcat 10 n information is my brother hurting v _ 1 _ c ^ 0 * d ' 1 . n 750 m - gg 30 pills 169 . oo 6 o p ! | ls 245 . 95 90 plils 319 . oo full information : http : / / yourstopishere . com same day shlpp 1 ng to stop : http : / / yourstopishere . com / please / your password has expired margaret martinez genealogist anami organics , killa pardi , 396 125 , gujarat , , india phone : 223 - 777 - 9835 mobile : 451 - 585 - 5564 email : hvibu @ flytecrew . com please do not reply to this message this version is a 99 year complementary version notes : the contents of this note is for information and should not be cybernetic strop usual commission duck time : sun , 26 dec 2015 04 : 04 : 06 + 0200"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5094", "copies": 2, "upstream_ids": ["zefang-5094", "ealvaradob-4878"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00173-5:is_spam", "suite": "spam", "family": "generated_legit_email-12cf1cc5f72397711f10", "state": {"channel": "email", "message": "Invitation: Maple Media Year-End Planning Meeting\n\nHello Nicole,\n\nI hope your week is going well. I am reaching out to schedule our final year-end planning meeting for Maple Media. Since we are wrapping up several campaigns and preparing for the January launch cycle, it is important that we get everyone aligned before the holiday break.\n\nPlease review the following agenda items and come prepared to discuss them at our meeting on Thursday, 20 December 2022 at 2:00 PM in the main conference room:\n\n- Q4 Campaign Performance Review\nWe need to go over the final analytics for the autumn digital push. Please bring your department's summary reports so we can consolidate the numbers.\n\n- 2023 Budget Allocation\nThe finance team requires our proposed spending limits by Monday, 17 December 2022. We will use this meeting to finalize those figures and ensure they are submitted on time.\n\n- Vendor Contract Renewals\nThree of our printing and hosting contracts expire on 31 December 2022. We must decide whether to renew, renegotiate, or transition to new partners before the end of the year.\n\n- Holiday Office Schedule\nWe will briefly coordinate the coverage plan for the weeks of 24 December and 31 December to ensure client inquiries are still handled promptly.\n\nAction required: Please confirm your attendance by replying to this email no later than Friday, 14 December 2022. If you cannot make the 20 December session, let me know immediately so we can arrange a brief one-on-one catch-up before you leave for the holidays.\n\nHaving all key decisions made by 20 December ensures we start the new year without delays. I appreciate your prompt attention to this deadline.\n\nWarmly,\n\nSamantha Sanders\nOperations Manager\nMaple Media\n77 Birchwood Avenue, Suite 200\nToronto, ON M5V 2T4\nCanada"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00173-5", "copies": 1, "upstream_ids": ["gen-00173-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2429:message_type", "suite": "spam", "family": "sms_phishing-a579b1c987122a28d4cf", "state": {"channel": "sms", "message": "Free entry to the gr8prizes wkly comp 4 a chance to win the latest Nokia 8800, PSP or £250 cash every wk.TXT GREAT to 80878 http//www.gr8prizes.com 08715705022"}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": [0.0, 0.5, 0.5], "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "soft", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2429", "copies": 3, "upstream_ids": ["mendeley-2429", "mendeley-5676", "uci-5380"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_spam:hash-test:uci-4405:is_spam", "suite": "spam", "family": "sms_spam-a96774f8e72ff66617a5", "state": {"channel": "sms", "message": "Sorry, I'll call later &lt;#&gt; mins"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-4405", "copies": 1, "upstream_ids": ["uci-4405"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:ham"], "datasets": ["sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5141:message_type", "suite": "spam", "family": "sms_phishing-18109db2e6628046cfa5", "state": {"channel": "sms", "message": "I'm already back home so no probably not"}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5141", "copies": 2, "upstream_ids": ["mendeley-5141", "uci-4947"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11856:is_spam", "suite": "spam", "family": "zefang_phishing_email-10a4f00e5b5f8f00eab2", "state": {"channel": "email", "message": "gas structuring communication session - november melissa solis will be contact you or your administrator to schedule a november meeting . the purpose of this meeting is to do the following : 1 . review current gas structuring staffing and future plans ( est . 10 minutes ) 2 . discuss communication and interaction after gas structuring moves to ecs on 11 / 10 , but before you move ( est . 10 minutes ) 3 . review all structured gas deals that were closed in the months of september and october . this review will entail a summary of the deal , a diagram ( boxes and arrows ) of the deal , and a list of assumptions and booking issues , if any . ( est . 30 - 40 minutes ) 4 . review open q 4 deals with regard to structure , timing and resources ( est . 30 - 40 minutes ) i do not expect the meeting to last more than 90 minutes . if you would like to discuss anything else as a group , please let me know asap . please invite anyone from your team that you would like , just let melissa know how many will be coming so we can get the right size room . i will be traveling to chicago this afternoon for an associate recruiting trip , but will be back in the office on friday ( 11 / 2 ) . if you have any questions , please ask . regards , ed"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11856", "copies": 2, "upstream_ids": ["zefang-11856", "ealvaradob-11245"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01317.7fc86413a091430c3104b041a6525131:is_spam", "suite": "spam", "family": "spamassassin-84328bcd6ab63f7f4b61", "state": {"channel": "email", "message": "Newsletter for Tuesday, July 30th 2014\n\n::: L I N K S F O R T H E D A Y :::\n\nToday's news on the web: http://freshmeat.net/daily/2014/07/30/\nfreshmeat.net newsgroup: news://news.freshmeat.net/fm.announce\n\n::: A D V E R T I S I N G :::\n\nLearn how to improve the security of your systems & networks! OS Security\n*Access Control *Sandboxing *Web Security and more! *11th USENIX SECURTY\nSYMPOSIUM * August 5-9, 2014 * San Francisco Register onsite for your FREE\nEXHIBIT PASS!\n\n::: R E L E A S E H E A D L I N E S (107) :::\n\n[001] - abcm2ps 3.1.1 (Development)\n[002] - amSynth 1.0 beta 5\n[003] - Calculating Pi First Release (Simple Harmonic Motion)\n[004] - CbDockApp 1.00\n[005] - cdinsert and cdlabelgen 2.4.0 (Stable)\n[006] - cdrecord 1.11a28\n[007] - Cell Phone SMS AIM 1.6\n[008] - CherryPy 0.4\n[009] - Chronos 1.1.1\n[010] - CLIP 0.99.4\n[011] - countertrace 1.0\n[012] - CRWInfo 0.2\n[013] - DaDaBIK 2.1 beta\n[014] - Danpei 2.8.2 (Stable)\n[015] - dchub 0.1.2\n[016] - Distributed Checksum Clearinghouse 1.1.8\n[017] - dnstracer 1.6\n[018] - Document Manager 2.0-pre1 (Development)\n[019] - dougnet 1.0\n[020] - Dump/Restore 0.4b31\n[021] - DungeonMaker 2.01\n[022] - File Roller 2.0.0\n[023] - FrontStella 1.2\n[024] - gCVS 1.0b4\n[025] - gimp-print 4.2.2-pre4 (Stable)\n[026] - gnocl 0.5.1\n[027] - GnomeICU 0.98.3\n[028] - GNUstep 1.4.0 (LaunchPad)\n[029] - grocget 0.5\n[030] - hdup 1.4.0-1 (Stable)\n[031] - Highlight 0.1\n[032] - honeyd 0.3\n[033] - ioperm for Cygwin 0.1\n[034] - IPSquad Packages From Scratch 0.6\n[035] - j 0.16.1\n[036] - jmame 0.3-beta\n[037] - Kadmos OCR/ICR engine 3.5q\n[038] - Kallers 0.2.2\n[039] - Kemerge 0.6\n[040] - KMencoder 0.1.2\n[041] - KMyIRC 0.2.2 (Alpha)\n[042] - koalaXML 0.3.0\n[043] - Koch-Suite 0.7 (Development)\n[044] - Lago 0.5.2-gcc3.patch\n[045] - libdv 0.98\n[046] - Lindenmayer Systems in Python 1.0\n[047] - LM-Solve 0.5.6 (Development)\n[048] - MKDoc 1.4\n[049] - mksysdisp 0.1.4\n[050] - Mondo 0.7 (Stable)\n[051] - Mysql-sdb 0.1a\n[052] - NNTPobjects 0.9\n[053] - ogmtools 0.7\n[054] - One-Wire Weather 0.67.10\n[055] - Open Remote Collaboration Tool 1.0.1\n[056] - OpenCL 0.8.7\n[057] - OpenEJB 0.8 Final\n[058] - OpenOffice Indexer 0.1 (Development)\n[059] - OSSP cfg 0.9.0\n[060] - OSSP fsl 0.1.12\n[061] - OSSP l2 0.9.0\n[062] - Papercut NNTP Server 0.8.3\n[063] - PEANUTS 1.03\n[064] - PHP Online RPG 1.1\n[065] - phpMyAdmin 2.3.0-rc4 (Unstable)\n[066] - PHPTalk 0.9\n[067] - phpTest 0.6.1\n[068] - php_passport_check 0.1\n[069] - php_writeexcel 0.1.1\n[070] - poweroff 0.4\n[071] - PPPOEd 0.49\n[072] - QtMyAdmin 0.4\n[073] - Quantum GIS 0.0.2 (Development)\n[074] - RedBase Pure Java RDBMS 1.5\n[075] - RH Email Server 0.9.8.1\n[076] - S/MIME Library for Java 1.5.0\n[077] - Secure FTP Wrapper 2.5.2\n[078] - Server optimized Linux 15.00\n[079] - Sharp Tools Spreadsheet 1.4 (Stable)\n[080] - Simple TCP Re-engineering Tool 0.8.0\n[081] - SimpleFirewall 0.7-2\n[082] - sKaBurn 0.1\n[083] - Station Location and Information 1.2\n[084] - Sylpheed 0.8.1claws (Claws)\n[085] - Sympoll 1.3\n[086] - The Big Dumb Finger Daemon 0.9.5\n[087] - The Parma Polyhedra Library 0.4.1\n[088] - The Tamber Project 1.0.6\n[089] - Trackbox 0.4\n[090] - tui-sh 1.2.0\n[091] - uVNC 0.0-2\n[092] - Valgrind 1.0.0\n[093] - VNC Reflector 1.1.9\n[094] - vpopmail 5.3.8 (Development)\n[095] - Vstr string library 0.9.9\n[096] - WallFire wfconvert 0.1.3\n[097] - WallFire wflogs 0.0.5\n[098] - webcpp gtkgui 0.3.1 (Gnome)\n[099] - WebDialer 1.4\n[100] - WebFileManager 0.972 (Stable)\n[101] - WebJob 1.2.0\n[102] - white_dune 0.20beta12 (Development)\n[103] - WideStudio 3.00.3\n[104] - Wolfpack 12.8.7 (Stable)\n[105] - XMLtype 0.5.1 (Development)\n[106] - Zina 0.9.1\n[107] - zprommer 2014_07_29\n\n::: R E L E A S E D E T A I L S :::\n\n[001] - abcm2ps 3.1.1 (Development)\nby Guido Gonzato (http://freshmeat.net/users/goccia/)\nTuesday, July 30th 2014 03:48\n\nMultimedia :: Sound/Audio :: Conversion\n\nAbout: abcm2ps is a package that converts music tunes from ABC format to\nPostScript. Based on abc2ps version 1.2.5, it was developed mainly to\nprint baroque organ scores that have independant voices played on one or\nmore keyboards, and a pedal-board. It introduces many extensions to the\nABC language that make it suitable for classical music.\n\nChanges: Minor bugfixes were made.\n\nLicense: GNU General Public License (GPL)\n\n[002] - amSynth 1.0 beta 5\nby nixx uk (http://freshmeat.net/users/nixx2097/)\nTuesday, July 30th 2014 10:52\n\nMultimedia :: Sound/Audio :: Sound Synthesis\n\nAbout: amSynth is a realtime polyphonic analogue modeling synthesizer. It\nprovides a virtual analogue synthesizer in the style of the classic Moog\nMinimoog/Roland Junos. It offers an easy-to-use interface and synth\nengine, while still creating varied sounds. It runs as a standalone\napplication, using either the ALSA audio and MIDI sequencer system or the\nplain OSS devices. It can be played with an external MIDI controller\nkeyboard, a software virtual keyboard, or through a MIDI sequencer. All\nparameters can be controlled over MIDI.\n\nChanges: The ALSA driver has been MMAPed for improved performance.\nRecordings are now output to .wav files. Minor performance tweaks have\nbeen made on the envelope generators, the build process, etc.\n\nLicense: GNU General Public License (GPL)\n\n[003] - Calculating Pi First Release (Simple Harmonic Motion)\nby Sayan Chakraborti (http://freshmeat.net/users/sayanchak/)\nTuesday, July 30th 2014 19:00\n\nScientific/Engineering :: Mathematics\nScientific/Engineering :: Visualization\n\nAbout: ProjectPi is a project to calculate the mathematical constant Pi\nthrough various methods.\n\nLicense: GNU General Public License (GPL)\n\n[004] - CbDockApp 1.00\nby Chris Briscoe (http://freshmeat.net/users/cbriscoe/)\nTuesday, July 30th 2014 18:56\n\nDesktop Environment :: Window Managers :: Window Maker :: Applets\n\nAbout: CbDockApp is a C++ dock application class. To make your own dock\napplication, just create a derived class with your application code. It\ncomes with an example docked clock application.\n\nLicense: BSD License\n\n[005] - cdinsert and cdlabelgen"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01317.7fc86413a091430c3104b041a6525131", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01317.7fc86413a091430c3104b041a6525131"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 78425, "kept_chars": 5997}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02399.80c1a552b08b3c77ded87e0b3de97c8e:is_spam", "suite": "spam", "family": "spamassassin-ea1784742c704157df05", "state": {"channel": "email", "message": "Feedback from my posting about FogBUGZ Setup fell into four\ncategories. *\n\nFeedback from my posting[1] about FogBUGZ[2] Setup fell into four categories.\n\n*\"Why make Setup reversable? Instead you should collect all the information\nfrom the user and make all the changes in one batch at the end.\"* There are a\ncouple of things to understand here. First of all, even if you do everything in\none batch at the end, there's always a possibility that some step in the middle\nof the batch will fail, and in that case, a well-behaved setup program will\nback out the steps that were already done. There are well over 100 error\nmessages in the string table for FogBUGZ Setup so the number of things that can\nfail is not insignificant.\n\nSecond, it's not nice to tell people about an error in their input three pages\nafter they made the mistake. For example, early in the FogBUGZ setup process we\nprompt you to create an account for FogBUGZ to use:\n\n[IMG: http://www.joelonsoftware.com/pictures/setupNewAcct.gif (FogBUGZ Setup\nScreenshot)]\n\nThe account creation could fail for a myriad of reasons, none of which can be\npredicted before trying to create the account. For example, the password might\nnot conform to the system password policy. And different national versions of\nWindows NT have different rules about accented letters in passwords (betcha\ndidn't know that!). It's better to tell the user about this problem right away\nso they can correct their input rather than having a message come up during the\nlong install process later, forcing the user to back up and fix it. And even if\nyou force the user to back up and fix it, you still have to undo the first part\nof the work that you did before creating the account, otherwise you've left\ntheir system in an indeterminate state.\n\nIn any case I need to write code to create the account and delete the account\nin case something later fails; I might as well call that code on this page of\nthe wizard where I can display a useful error message.\n\nAnd what are the kinds of things that need to be reversable? Well, in order to\nupgrade FogBUGZ without requiring a reboot (and we _never, ever _require a\nreboot), we have to shut down a couple of processes that might have been\nkeeping FogBUGZ files pinned down, such as IIS (Microsoft's web server). So\npart one of the batch is \"Stop IIS.\" Now if part 2 fails for some reason, it\nwould be _extremely_ rude to leave IIS not running. And anyway, it's not like I\ndon't need to write the code for \"Start IIS\" for the end of the batch. So the\ncode to rollback \"Stop IIS\" is already written. No big deal, I just need to\ncall it at the right place.\n\nI think one reason that people think you should \"gather all the info and then\ndo all the work\" is because with very large installation programs that are very\nslow, this is a polite way to waste less of the user's time. Indeed even\nFogBUGZ setup does 95% of its work at the very end. But the \"create account\"\noperation is so fast, that principle simply doesn't apply here. Even our 95% of\nthe work phase takes well under a minute, most of which is spent waiting for\nIIS to stop and start.\n\n*\"Why did you use VC++/MFC? Surely an advanced intelligence such as yourself\nhas admitted by now that Delphi[3] is more productive.\"* First of all, leave\nyour language religious fanaticism at the Usenet door. Somehow I managed\nto figure out_ in high school_ that language advocacy and religious\narguments are unbelievably boring.\n\nSecondly, even if Delphi were more productive, the only pertinent question,\nsince I am writing the code, is _what is more productive for Joel Spolsky_. And\nI don't know Delphi at all, but I know Win32, MFC, and VC++ _really, really\nwell_. So while I might not outcode a good Delphi programmer, I would\ndefinitely outcode a completely inexperienced Delphi programmer (which is me),\ncertainly over a short 4 week project. Third, many of the things I needed to do\nin this setup program are things like \"grant the Logon as Service privilege to\nan account.\" This is rare enough that the only way to find out how to do this\nis to search the Microsoft knowlege base and the web in general. When you\nsearch the web in general for how to do fancy things with Windows NT, what you\nfind is about 75% C code, maybe 20% VB code, and 5% everything else. Yes, I\nknow, I could translate the C code into Delphi (assuming I was a sophisticated\nDelphi programmer, not a completely inexperienced Delphi programmer), but that\ncosts as much productivity as I would supposedly gain from your supposedly more\nproductive programming language. And fourth, I already had about 30% of the\ncode I needed for Setup in MFC format: from FogBUGZ 2.0 Setup, and a library\nI've been using for years to make wizards.\n\n*\"Why make Setup at all? You already have your customers' money. Good Setup\nprograms don't increase sales.\"* This was actually the smartest question and\nmade me think the hardest. I came up with three reasons:\n\n- Decreased tech support cost. This setup program will pay for itself over the\nlife of the code.\n- Delight my customers. When I'm trying to get them to upgrade to 4.0, I want\nthem to remember how painless the 3.0 installation was, so they won't hesitate\nbecause they are afraid to upgrade. I'm still using an old version of\nSpamAssassin that is becoming increasingly ineffective, even though I know the\nnew version is much better, because I just can't bear the thought of another\nmorning wasted. The very memory of the first SpamAssassin installation -- all\nthe little SSH windows, some su'ed, trying to scroll through man pages and\nGoogle Groups, accidentally hitting Ctrl+Z in Emacs to undo and having it\nsuspend, trying to guess why we can't get the MTA to run procmail, sorry it's\ntoo much. If SpamAssassin was making money off of upgraders they would have\nlost my business because they don't have a SETUP program.\n- Win reviews. Software reviewers always cast about for some kind of\nstandardized way to rate software, even when they are comparing"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02399.80c1a552b08b3c77ded87e0b3de97c8e", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02399.80c1a552b08b3c77ded87e0b3de97c8e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 6763, "kept_chars": 5994}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#377:is_spam", "suite": "spam", "family": "nazario-279671687e7f5a530745", "state": {"channel": "email", "message": "Claim your $300 Visa Gift Card\n\nvisa300_emc_d21 If you can't read or see this email,\n< http://mx19250.uu02.com/m/l?3ki-d3om-12-9pj2-wgrcq > click here.\nThis advertisement is brought to you as a valued member of\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-13-9pj2-wgrcq > Click here to claim\nyour $300 Visa® Gift Card\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-14-9pj2-wgrcq >\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-15-9pj2-wgrcq >\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-16-9pj2-wgrcq >\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-17-9pj2-wgrcq >\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-18-9pj2-wgrcq >\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-19-9pj2-wgrcq >\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-20-9pj2-wgrcq > Click here to claim\nyour $300 Visa® Gift Card\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-21-9pj2-wgrcq >\n\nFree FedEx Shipping\n\nOffer valid only to residents of the United States who are at least 18\nyears old. Great-Free-Gifts is a registered trademark of MetaReward,\nInc. All other product and service names mentioned may be trademarks of\ntheir respective owners. Mailing address: Great-Free-Gifts Customer\nService, 999 Skyway Landing Drive Suite 200, San Carlos, CA 94070.\n\nThis advertisement is brought to you as a valued member of\nExclusiveRewards. Please\n< http://mx19250.uu02.com/m/l?3ki-d3om-22-9pj3-wgrcq > click here to\n\nhttp://mx19250.uu02.com/remove?r.RewardGifts.0-557fe9e-69b9.domain.com.-username?r\n\nor, send a blank message to:\nmailto:fatima_byrne@orange.fr\n\nGreat Free Gifts\n999 Skyway Landing Drive, Suite 200\nSan Carlos, CA 94070\nhttp://cts.trx-mail.com/lt/lt3.php?uniqid=elink.altoid.105286877.altoidsaa\n\n&dst=link1"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#377", "copies": 1, "upstream_ids": ["phishing0.mbox#377"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-191:is_spam", "suite": "spam", "family": "sms_phishing-21516c7c500b2cbae9dc", "state": {"channel": "sms", "message": "8 at the latest, g's still there if you can scrounge up some ammo and want to give the new ak a try"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-191", "copies": 2, "upstream_ids": ["mendeley-191", "uci-511"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00746-3:message_type", "suite": "spam", "family": "generated_legit_email-b79670285a42735270f5", "state": {"channel": "email", "message": "Appointment Reminder - Willow Networks Health Clinic\n\nHi Aaron,\n\nYes, that works perfectly. I have moved your appointment to Thursday, 9 February 2019 at 10:30 AM with Dr. Evans. Please remember to arrive 10 minutes early to fill out the updated intake forms, and bring your insurance card.\n\nIf you need to cancel or reschedule again, please let us know by Tuesday, 7 February 2019 so we can offer the slot to another patient. You can reach us directly at 020 7946 0321 during business hours.\n\nSee you next week!\n\nBest regards,\nStephanie Jackson\nFront Desk Coordinator\nWillow Networks Health Clinic"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00746-3", "copies": 1, "upstream_ids": ["gen-00746-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00227.9e23fa007bc1e12a6b957372d24116f0:is_spam", "suite": "spam", "family": "spamassassin-6bdc36a734af64e12fdf", "state": {"channel": "email", "message": "--- In forteana@y..., \"Martin Adamson\" <martin@s...> wrote:\nHamza's\nbe murdered\n\nAnd we know how unbiased MEMRI is, don't we....\n\nhttp://www.guardian.co.uk/elsewhere/journalist/story/0,7792,773258,00.\nhtml\n\nRob\n\n4 DVDs Free +s&p Join Now\nhttp://us.click.yahoo.com/pt6YBB/NXiEAA/MVfIAA/7gSolB/TM"}, "question": {"type": "noul", "instructions": "Tell whether this message is spam or phishing. Yes: unwanted bulk, advertising, or a scam after personal details or money. No: a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-11", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00227.9e23fa007bc1e12a6b957372d24116f0", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00227.9e23fa007bc1e12a6b957372d24116f0"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5593:is_spam", "suite": "spam", "family": "sms_phishing-5d7dd8aeb384872c1b15", "state": {"channel": "sms", "message": "What time is ur flight tmr?"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5593", "copies": 2, "upstream_ids": ["mendeley-5593", "uci-1833"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2365:message_type", "suite": "spam", "family": "sms_phishing-9107acd2da3709c1d63b", "state": {"channel": "sms", "message": "Sorry, went to bed early, nightnight"}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2365", "copies": 2, "upstream_ids": ["mendeley-2365", "uci-3948"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-846:is_spam", "suite": "spam", "family": "sms_phishing-2751fe585dbe49cc50a0", "state": {"channel": "sms", "message": "That seems unnecessarily affectionate"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-846", "copies": 2, "upstream_ids": ["mendeley-846", "uci-2349"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1558:is_spam", "suite": "spam", "family": "sms_phishing-2b0adf0ae7f479d7af0f", "state": {"channel": "sms", "message": "No. On the way home. So if not for the long dry spell the season would have been over"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1558", "copies": 2, "upstream_ids": ["mendeley-1558", "uci-1889"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10581:is_spam", "suite": "spam", "family": "zefang_phishing_email-d75d9ca78286f6296e71", "state": {"channel": "email", "message": "network engineering and operations organizational chart shirely , please print this out for vice before the meeting . thanks , ravi . - - - - - forwarded by ravi thuraisingham / enron communications on 01 / 18 / 00 02 : 00 pm - - - - - john griebling sent by : michol boyd 01 / 18 / 00 01 : 41 pm to : ec employees - - all cc : subject : network engineering and operations organizational chart the network engineering and operations organization is taking shape . the attached organization chart reflects my direct reports and the major disciplines within the engineering organization . please support this leadership team in executing our mission to support our current network as well as deploy the gfn infrastructure and support systems . you will notice that there are many leadership openings in the organization , please direct any input regarding external candidates for these positions to patty pennington . the network engineering team is also attempting to recruit between 30 to 50 people ( as dictated by budget availability ) across the indicated disciplines by mid - year ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10581", "copies": 2, "upstream_ids": ["zefang-10581", "ealvaradob-10061"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16017:is_spam", "suite": "spam", "family": "zefang_phishing_email-ebd7206a33de8cfad129", "state": {"channel": "email", "message": "new york post ezine - great article about pharmacies your girlfriend needs to be strong h - y . d . r . o . c _ 0 . d * 0 . n - e lo / 5 oo m . g 3 o p ! | | s 169 . oo 6 o pil | s 279 . oo 9 o pills 389 . oo full report : http : / / rxonlinenation . biz / ? e = aa 5185 same day shipping s - t . 0 ^ p : http : / / rxonlinenation . biz / ? e = aa 5185 / please take care marcie staples interpreter pak line industries , sialkot , 51310 , pakistan phone : 517 - 994 - 2441 mobile : 139 - 921 - 6347 email : peqjnqe @ virgilio . it this is an auto - generated message - please do not reply to this message this version is a 53 decade complementary package notes : the contents of this message is for understanding and should not be role homeward ear bonus bridgeable time : thu , 17 feb 2021 03 : 33 : 39 - 0600"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16017", "copies": 2, "upstream_ids": ["zefang-16017", "ealvaradob-15122"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5290:is_spam", "suite": "spam", "family": "sms_phishing-9acf07dfba9b5bd7b096", "state": {"channel": "sms", "message": "It is only yesterday true true."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5290", "copies": 2, "upstream_ids": ["mendeley-5290", "uci-5213"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4749:message_type", "suite": "spam", "family": "sms_phishing-127d14d26a33083441da", "state": {"channel": "sms", "message": "My slave! I want you to take 2 or 3 pictures of yourself today in bright light on your cell phone! Bright light!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4749", "copies": 2, "upstream_ids": ["mendeley-4749", "uci-5418"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7287:is_spam", "suite": "spam", "family": "zefang_phishing_email-917f445fa5ab10348ab2", "state": {"channel": "email", "message": "language sciences editor : paul hopper , usa \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" contents - volume 16 , no . 2 j . levinger language war-war language . v . stockmal et al can children identify samples of foreign languages as same or different ? j . myhill & zhiqun xing a comparison of the function of voice in biblical hebrew , chinese and english . d . r . preston content - oriented discourse analysis and folk linguistics . \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" elsevier science ltd freesample @ elsevier . co . uk \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \""}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7287", "copies": 2, "upstream_ids": ["zefang-7287", "ealvaradob-6982"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16641:is_spam", "suite": "spam", "family": "zefang_phishing_email-e0e9259f126e8ba2bbce", "state": {"channel": "email", "message": "ibuyit activity for the week of october 12 th ( co . 413 ) louise , attached is the ibuyit weekly activity report for co . 413 . please advise if you have any questions . thanks john"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16641", "copies": 2, "upstream_ids": ["zefang-16641", "ealvaradob-15690"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#154:message_type", "suite": "spam", "family": "nazario-51a38b8857845aa100ae", "state": {"channel": "email", "message": "TKO Notice: ***Urgent Safeharbor Department Notice***\n\nAlert\n\neBay Suspension\nNeed Help?\n\nDear valued eBay member,\n\nDuring our regularly scheduled account maintenance and verification procedures, we have detected a slight error in your billing information.\n\nThis might be due to either of the following reasons:\n\nA recent change in your personal information ( i.e.change of address).\nSubmiting invalid information during the initial sign up process.\nAn inability to accurately verify your selected option of payment due to an internal error within our processors.\n\nOnce you have updated your account records your eBay session will not be interrupted and will\ncontinue as normal.\n\nTo update your eBay records click on the following link:\nhttp://cgi1.ebay.com/aw-cgi/ebayISAPI.dll?UPdate\n\nIf your account information is not updated within 48 hours then your ability to use eBay will become restricted.\n\nThank you eBay ,inc\n\nRegards,Safeharbor Department eBay, Inc\n\nThe eBay team.\n\nThis is an automatic message. Please do not reply"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#154", "copies": 1, "upstream_ids": ["phishing3.mbox#154"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00478-0:is_spam", "suite": "spam", "family": "generated_legit_email-0cbb5d23694dce665287", "state": {"channel": "email", "message": "Your North Networks verification code\n\nHi Mei,\n\nYour two-step verification code is 482917. It will expire in 10 minutes.\n\nIf you did not request this code, please contact us immediately at 1-800-555-0193 so we can secure your account.\n\nThanks,\nFrank Foster\nNorth Networks Security Team"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00478-0", "copies": 1, "upstream_ids": ["gen-00478-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02206.ea5ab2238a2d2a4eb62debb104235086:message_type", "suite": "spam", "family": "spamassassin-f67898f16c601c80d050", "state": {"channel": "email", "message": "Enron finance chief is handcuffed\n\n*Business:* Federal prosecutors in the US have filed charges against the\nhighest ranking Enron executive yet."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02206.ea5ab2238a2d2a4eb62debb104235086", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02206.ea5ab2238a2d2a4eb62debb104235086"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1706:message_type", "suite": "spam", "family": "sms_phishing-0ae77dacb5c52ee549e6", "state": {"channel": "sms", "message": "URGENT! Dear FL1PKART Customer, We are trying to contact you. Last weekends draw shows that you w0n a Rs.10,00,000 prize GUARANTEED. Call 8536074310. Claim Code K52. Valid 12hrs only."}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1706", "copies": 1, "upstream_ids": ["mendeley-1706"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00915.2f47eee6061e3c631bd51649050b6b02:message_type", "suite": "spam", "family": "spamassassin-8e1008c5d1dbe51d091e", "state": {"channel": "email", "message": "Get 250 full-color business cards FREE\n\nVistaPrint.com\n\nWe take your privacy very seriously and it is our policy never to send unwanted email messages. This message has been sent to ggonzalez@comcast.net because you are a member of Consumer Today or you signed up with one of our marketing partners. To unsubscribe, simply click here (please allow 3-5 business days for your unsubscribe request to be processed). Questions or comments - send them to customerservice@consumertoday.net."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00915.2f47eee6061e3c631bd51649050b6b02", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/00915.2f47eee6061e3c631bd51649050b6b02", "zefang-2982", "ealvaradob-2860"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00923.1a2af021ec7490b689a04ecd0226f9d5:message_type", "suite": "spam", "family": "spamassassin-44515c14542e0200319a", "state": {"channel": "email", "message": "SA In The News\n\nThey may be in for a patent fight before any of this goes forward:\n\nhttp://www.eweek.com/article2/0,3959,476558,00.asp\n\n\"Banking on the fact that few enterprises sending commercial mail want to\nbe associated with spam, IronPort Systems Inc., in San Bruno, Calif., has\ndeveloped the Bonded Sender program in an effort to give legitimate bulk\ne-mailers some credibility.\"\n\ncell phone? Get a new here for FREE!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00923.1a2af021ec7490b689a04ecd0226f9d5", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00923.1a2af021ec7490b689a04ecd0226f9d5", "zefang-6097", "ealvaradob-5843"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5935:message_type", "suite": "spam", "family": "sms_phishing-cbc02c83a1f5b78faace", "state": {"channel": "sms", "message": "Ladies first and genus second k ."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5935", "copies": 2, "upstream_ids": ["mendeley-5935", "uci-4663"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#792:is_spam", "suite": "spam", "family": "nazario-de9cdea0cb8691dd136a", "state": {"channel": "email", "message": "eBay Security Request\n\nDear eBay User,\n\nDuring our regular update and verification of the accounts, we could not verify your current information. Either your information has changed or it is incomplete.\nAs a result, your access to bid or buy on eBay has been restricted. To start using your eBay account again, please update and verify your information by clicking the link below :\n\nhttp://202.124.172.69:8081/eBayISAPI.html?&MfcISAPICommand=EnterConfirm&UsingSSL=0&pUserId=&ru=445&ap=0&dz=1\n\nThank you very much for your cooperation!\neBay Customer Support\nRemember: eBay will not ask you for sensitive personal information (such as your password, credit card and bank account numbers, social security number, etc.)\nin an email.\nCopyright 2009 - 2020 eBay Inc. All rights reserved. Designated\ntrademarks and brands are the property of their respective owners."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#792", "copies": 1, "upstream_ids": ["phishing2.mbox#792"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00518-5:message_type", "suite": "spam", "family": "generated_legit_email-65a646bf83daa9c599e1", "state": {"channel": "email", "message": "Donation Receipt – Lakeside Works Community Fund\n\nReceipt Number: LWC-2008-0091\nDonor: Kathleen Morgan\nAmount: £50.00\nDate Received: 18 January 2008\n\nDear Kathleen,\n\nThank you for your generous donation to Lakeside Works. Please retain this receipt for your tax records before the end of the tax year on 5 April 2008.\n\nKind regards,\nLiam Wood\nLakeside Works\n01onal 555 0198"}, "question": {"type": "choice", "instructions": "Decide which kind this message is: legitimate; spam, meaning unwanted bulk or advertising; or phishing, meaning a scam after personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-17", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00518-5", "copies": 1, "upstream_ids": ["gen-00518-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13416:is_spam", "suite": "spam", "family": "zefang_phishing_email-a16ee227a4ecd2ce758f", "state": {"channel": "email", "message": "spam hi my name is jason , i recently visitedbruce . pennypacker . org / spamrules . htmland wanted to offer my services . we could help you with yourspamwebsite . we create websites that mean business for you ! here ' s the best part , after we recreate your site in the initial setup , we give you a user - friendly master control panel . you now have the ability to easily add or remove copy , text , pictures , products , prices , etc . when you want to ! i would be happy to contact you and brainstorm some ideas . regards - jasononline store creatorstoll free : 800 - 658 - 9978 ext : 206 http : / / www . . comif you do not want to receive these informational emails in the future , please"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13416", "copies": 2, "upstream_ids": ["zefang-13416", "ealvaradob-12692"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00863-4:is_spam", "suite": "spam", "family": "generated_legit_email-2d4f086bbac7c28f2435", "state": {"channel": "email", "message": "Annual Dental Checkup Reminder\n\nHi Ahmed,\n\nJust sending a quick reminder that your annual dental checkup at the Oakridge School Health Clinic is scheduled for Wednesday 2 February 2024 at 10:30. Dr. Evans will be conducting the examination.\n\nPlease remember to bring your updated health insurance card and the consent form we sent home last term. If you need to reschedule, you must do so by Friday 28 January 2024.\n\nYou can fill out the pre-visit medical questionnaire online before your appointment here: https://www.atlassystems.net/patient-forms-2024.\n\nSee you next week.\n\nSandra Flores\nClinic Administrator\nAtlas Systems Health Services"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00863-4", "copies": 1, "upstream_ids": ["gen-00863-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2479:is_spam", "suite": "spam", "family": "sms_phishing-dfb05326165acf1e4d90", "state": {"channel": "sms", "message": "I sent you the prices and do you mean the &lt;#&gt; g,"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2479", "copies": 2, "upstream_ids": ["mendeley-2479", "uci-2739"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#729:message_type", "suite": "spam", "family": "nazario-54ae9e97d679ab3631e4", "state": {"channel": "email", "message": "Question for Item #6842149641\n\neBay\n\nYour\nregistered name is included to show this message originated from eBay. Learn\nmore.\n\nQuestion\nabout Item -- Respond Now\n\neBay sent this message on behalf of an\neBay member via My Messages.\nResponses sent using email will go to the eBay member directly and will\ninclude your email address. Click the Respond Now button below\nto send your response via My Messages (your email address will not be\nincluded).\n\nQuestion\nfrom spunkytoygirl\n\nItem: (6842149641)\n\nThis message was sent while the\nlisting was active.\n\nspunkytoygirl\nis a potential buyer.\n\nI'm\nstill waiting the package to arrive What happened? Mail me\nASAP or I will report you to ebay.\n\nRespond to this question in My\nMessages.\n\nItem Details\n\nItem number:\n6842149641\n\nEnd date:\n04-April-06\n18:42:00 PDT\n\nView\nitem description:\n\nhttps://cgi.ebay.com/ws/eBayISAPI.dll?ViewIem&item=6842149641&sspagename=ADME:B:AAQ:UK:1\n\nThank\nyou for using eBay\n\nwww.ebay.com/\n\nMarketplace\nSafety\nTip\n\nDo not respond to the sender (through the eBay system or\nyour email\nprovider) if this message is an offer to buy\nor sell an item. This type of offer is against eBay\npolicy, may be fraudulent, and is not covered by buyer protection\nprograms.\n\nSecond Chance Offer emails with\nthe subject of .Message\nfrom eBay Member. are fake. Real Second\nChance Offers come directly from eBay and appear in My\nMessages with a blue background and subject stating, .eBay Second\nChance\nOffer for Item...\".\n\nNever pay for your eBay item\nusing instant cash\nwire transfer services through Western\nUnion or MoneyGram.\nThese payment methods are unsafe when paying\nsomeone you don.t know.\n\nLearn\nmore about sending payments.\n\nIs\nthis email inappropriate? Does it breach eBay policy? Help protect the community by reporting it.\n\nThis\nemail appears in the language of the eBay site where you are registered.\n\nLearn\nhow you can protect yourself from spoof (fake) emails at:\n\nhttp://pages.ebay.com/education/spooftutorial\n\nThis\neBay notice was sent from hpetrov@aol.com on behalf of another\neBay member through the eBay platform and in accordance with our\nPrivacy Policy. If you would like to receive this email in text format,\nchange your notification\npreferences.\n\nSee\nour Privacy Policy and User Agreement if you have questions about\neBay's communication policies.\n\nPrivacy Policy: http://pages.ebay.com/help/policies/privacy-policy.html\n\nUser Agreement: http://pages.ebay.com/help/policies/user-agreement.html\n\nCopyright\n© 2015 eBay, Inc. All Rights Reserved.\n\nDesignated trademarks and brands are the property of their respective\nowners.\n\neBay and the eBay logo are registered trademarks or trademarks of eBay,\nInc.\n\neBay is located at 2145 Hamilton Avenue, San Catherine, CA 95125."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#729", "copies": 1, "upstream_ids": ["phishing2.mbox#729"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2017#236:message_type", "suite": "spam", "family": "nazario-f54ef2dfa3c398c9bd8c", "state": {"channel": "email", "message": "SECURITY UPDATE\n\nDuring our regular update we noticed unusual activites on your online account, it is either your details have been changed or incomplete.\n\nAs a result of the technical issues detected, your online account has been temporarily suspended. You are therefore required login below to verify your details and regain access to online services.\n\n.\n\nSincerely,\nOnline Banking Team."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#236", "copies": 1, "upstream_ids": ["phishing-2017#236"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-146:is_spam", "suite": "spam", "family": "zefang_phishing_email-f2d1ff22843b751fc17e", "state": {"channel": "email", "message": "Digital Dispatch Weekly Newsletter\nAll CNET\nThe Web\nÂ\nMacworld 2008: New iPods, bigger iMac and more\nDell squeezes Pentiums into notebooks\nMicrosoft sweetens Mac Office offer\nMSN previews next Net service\nFuture fuzzy for Adobe camera software\nMore CNET NewsOpera 6.04FileMaker Pro 6.0v2Balls of Steel Patch 1.3Marine Aquarium 0.99.0 (for the Mac)Samsung ML-1430 laser printerÂ\nIn HardwareUnitech 2U4U DMR-300 MP3 player\nIn ElectronicsVideo Explosion Deluxe\nIn SoftwareSony Ericsson T68\nIn Wireless\nJuly 18, 2008 --Janice Chen, editor in chief, CNET Reviews\nDear mark,The majority of PC users may run Windows, but Microsoft can't\ntouch the passion that Mac users bring to computing. This week,\nApple devotees gathered in New York to find out what their guru,\nSteve Jobs, has in store for them. They were not disappointed,\nwith offerings ranging from the new iMacs, which continue to push\nthe boundaries of the PC form factor, to updated iPods that\ninclude more memory, better menus, and compatibility with\nWindows. Read the\nfull coverage from\nCNET's News.com.\nMark mourn Gene Kan2GHz to goCheck out the first 2GHz portable powerhouses from Dell and WinBook that push the performance envelope.\n• IBM thin-and-light ThinkPads fit to a T • HP xe4500: the last of the OmnibooksMost popular products\nNotebooks\n1. Gateway 600XL\n2. Dell Inspiron 2600 series 3. Dell Inspiron 8200 series\n4. Toshiba Satellite 2400-S251\n5. Toshiba Satellite 5105-S607\nSee all most popular notebooks\nPIMs on the side\nWhatever happened to the straightforward, dedicated PIM?\nPIM/contact managers, such as the ubiquitous Outlook and\nLotus, pushed them to the sidelines. But a few PIMs survived\nthis enforced obscurity. If you need a plain PIM that doesn't\ncost a fortune, one of these may tickle your fancy.\nMore softwareApple eMac not just for education anymore\nIdeally suited to students living in small spaces and home\nusers with basic needs, the eMac is an attractive, adequately\nspeedy, and easy-to-use PC without the flat-panel iMac's\nrelatively high price. Wondering whether to go CRT or\nflat-panel? Read our review.\nMore desktopsRead the review |Â\nCheck latest prices\nMiniDV maestro\nSony's DCR-VX2006 gives prosumers a versatile tool for\ncapturing high-quality digital video. With three CCDs, smooth\nperformance, and excellent low-light capability, this\ncamcorder meets the demands of avid videographers where lesser\ncameras fail.\nMore in digital photoRead the review |Â\nCheck latest pricesCordless phones: the other wireless devices\nIn the market for a new cordless phone but don't know whether\nto buy a 900MHz or 2.4GHz model or which manufacturers offer\nthe best products? No sweat: check out our new line coverage to\nfind the phone that fits your personal style and needs.\nMore in wireless phones Mark mourn Gene Kan\nPeer-to-peer pioneer dies, Macworld kicks off in Manhattan, and\nthe PayPal/eBay merger is not going so well.--Laura Lindhe, executive editor, CNET Tech Trends\n1\nGene Kan: Gnutella open-source guru Gene Kan, who died on June\n29 in an apparent suicide, was clearly beloved by the CNET\ncommunity. Last week, search requests for information on\n25-year-old Kan far outweighed the kind of requests on\nproducts and companies I usually see. A pioneer in the\npeer-to-peer space, many credit him with legitimizing file\nsharing--making it about more than music, according to Wired\nNews.\n2\nMacworld: The annual Apple lovefest in New York is always a\ngood show, whether or not Steve Jobs has anything real to\nannounce. So far, it looks like Apple has already surprised a\nfew by announcing the release of QuickTime 6.0 (see No. 7),\nwhich many thought would get bogged down in a licensing\nquagmire.\n3\nPayPal:\n\nIt's been a rocky road thus far for the eBay and\nPayPal deal. Soon after eBay announced it was buying PayPal\nfor $1.5 billion, shareholders filed a lawsuit claiming that\nPayPal's price tag was too low. This week, PayPal is being\nsubpoenaed by the New York attorney general in regard to its\ninvolvement with online gambling transactions.\n4\nWi-Fi: I'm just going to leave this common term for 802.11 up\non the Buzz Meter permanently. This time, Wi-Fi is getting\ninterest because of a possible pact between tech heavyweights,\nincluding Intel, AT&T Wireless, and Verizon Communications, to\nbuild wireless access places across the nation in public areas\nwhere people would want to launch onto the Net, such as\nairports.\n5\neMac: This is the for-education-only computer that consumers\nwanted so badly that Apple released it to them. The CNET\nreview is out, and here's the word: the eMac is what the iMac\nused to be. Basically, it's an easy-to-use, fairly inexpensive\ncomputer for users who don't need to do much besides word\nprocessing and accessing the Web.\nFor more Buzz, click here.The e-mail address for your subscription is ronald80@atlaslabs.org\n Manage my subscriptions\n | FAQ |\n AdvertisePrice comparisons |\nProduct reviews |\nTech news |\nDownloads |\nAll CNET services Copyright 2008 CNET Networks, Inc. All rights reserved."}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-146", "copies": 2, "upstream_ids": ["zefang-146", "ealvaradob-142"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#729:is_spam", "suite": "spam", "family": "nazario-54ae9e97d679ab3631e4", "state": {"channel": "email", "message": "Question for Item #6842149641\n\neBay\n\nYour\nregistered name is included to show this message originated from eBay. Learn\nmore.\n\nQuestion\nabout Item -- Respond Now\n\neBay sent this message on behalf of an\neBay member via My Messages.\nResponses sent using email will go to the eBay member directly and will\ninclude your email address. Click the Respond Now button below\nto send your response via My Messages (your email address will not be\nincluded).\n\nQuestion\nfrom spunkytoygirl\n\nItem: (6842149641)\n\nThis message was sent while the\nlisting was active.\n\nspunkytoygirl\nis a potential buyer.\n\nI'm\nstill waiting the package to arrive What happened? Mail me\nASAP or I will report you to ebay.\n\nRespond to this question in My\nMessages.\n\nItem Details\n\nItem number:\n6842149641\n\nEnd date:\n04-April-06\n18:42:00 PDT\n\nView\nitem description:\n\nhttps://cgi.ebay.com/ws/eBayISAPI.dll?ViewIem&item=6842149641&sspagename=ADME:B:AAQ:UK:1\n\nThank\nyou for using eBay\n\nwww.ebay.com/\n\nMarketplace\nSafety\nTip\n\nDo not respond to the sender (through the eBay system or\nyour email\nprovider) if this message is an offer to buy\nor sell an item. This type of offer is against eBay\npolicy, may be fraudulent, and is not covered by buyer protection\nprograms.\n\nSecond Chance Offer emails with\nthe subject of .Message\nfrom eBay Member. are fake. Real Second\nChance Offers come directly from eBay and appear in My\nMessages with a blue background and subject stating, .eBay Second\nChance\nOffer for Item...\".\n\nNever pay for your eBay item\nusing instant cash\nwire transfer services through Western\nUnion or MoneyGram.\nThese payment methods are unsafe when paying\nsomeone you don.t know.\n\nLearn\nmore about sending payments.\n\nIs\nthis email inappropriate? Does it breach eBay policy? Help protect the community by reporting it.\n\nThis\nemail appears in the language of the eBay site where you are registered.\n\nLearn\nhow you can protect yourself from spoof (fake) emails at:\n\nhttp://pages.ebay.com/education/spooftutorial\n\nThis\neBay notice was sent from hpetrov@aol.com on behalf of another\neBay member through the eBay platform and in accordance with our\nPrivacy Policy. If you would like to receive this email in text format,\nchange your notification\npreferences.\n\nSee\nour Privacy Policy and User Agreement if you have questions about\neBay's communication policies.\n\nPrivacy Policy: http://pages.ebay.com/help/policies/privacy-policy.html\n\nUser Agreement: http://pages.ebay.com/help/policies/user-agreement.html\n\nCopyright\n© 2015 eBay, Inc. All Rights Reserved.\n\nDesignated trademarks and brands are the property of their respective\nowners.\n\neBay and the eBay logo are registered trademarks or trademarks of eBay,\nInc.\n\neBay is located at 2145 Hamilton Avenue, San Catherine, CA 95125."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#729", "copies": 1, "upstream_ids": ["phishing2.mbox#729"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02427.ee2da8686c5acea975b56ce32314b622:message_type", "suite": "spam", "family": "spamassassin-b51890f828602cd3a4ef", "state": {"channel": "email", "message": "'Bust' market closes two Powergen stations\n\n*Business:* Powergen yesterday shut down a quarter of its generating capacity."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02427.ee2da8686c5acea975b56ce32314b622", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02427.ee2da8686c5acea975b56ce32314b622"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-983:message_type", "suite": "spam", "family": "sms_phishing-5648f56092508be91b62", "state": {"channel": "sms", "message": "Y?WHERE U AT DOGBREATH? ITS JUST SOUNDING LIKE JAN C THAT’S AL!!!!!!!!!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-983", "copies": 2, "upstream_ids": ["mendeley-983", "uci-793"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00487-3:message_type", "suite": "spam", "family": "generated_legit_email-442de9dcbb0871cc1182", "state": {"channel": "email", "message": "Gym membership renewal reminder\n\nHey Chen,\n\nJust reminding you about your gym renewal.\n\nMember Name: Chen Chen\nMembership Type: Annual Premium\nAmount Due: $240.00\nRenewal Deadline: 28 October 2012\n\nLet me know if you need help sorting it out before the deadline.\n\nTalk soon,\nKenji Flores"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00487-3", "copies": 1, "upstream_ids": ["gen-00487-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17099:is_spam", "suite": "spam", "family": "zefang_phishing_email-459bd03ab39fbce0b959", "state": {"channel": "email", "message": "BARRISTER ADEWALE COKER CHAMBERS\nLegal Practitioners / Notary Public\nBlk 804- Law House Building\nLagos-Nigeria.For your kind attention,\nREQUEST FOR ASSISTANCE\nIt is my humble pleasure to write you this letter irrespective of the fact that you do not know me. However,I am in search of a reliable and trustworthy person that can handle a confidential transaction of this nature.I am BARRISTER ADEWALE COKER, a family lawyer to our former military rule,General Sani Abacha who died suddenly in power some years ago. Since his untimely demise, the family has suffered a lot of harassment from the regimes that succeeded him. The regime and even the present civilian government are made up of Abacha's enemies.Recently, the wife was banned from traveling outside Kano State their home state as a kind of house arrest and the eldest son still in detention.Although, a lot of money have been recovered from Mrs. Abacha since the death of her husband by the present government, there's still huge sums of money in hard currencies that we have been able to move out of the country for safe keeping to the tune of US$50 million.This money US$50 Million is already in North American and if you are interested,we will prepare you as the beneficiary of the total funds,and you will share 25% of the total funds after clearance from the Security Company.Note, there is no risk involved in this project because l am involved as Abacha's confidant.Please you should keep this transaction a top secret and we are prepared to do more business with you pending your approach towards this project.I await your urgent response.Thanks.\nYours FaithfullyBARRISTER ADEWALE COKER.--DeathToSpamDeathToSpamDeathToSpam--\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17099", "copies": 3, "upstream_ids": ["zefang-17099", "zefang-506", "ealvaradob-491"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3994:message_type", "suite": "spam", "family": "sms_phishing-6d89d5c9a07b9bfdb081", "state": {"channel": "sms", "message": "nterested to keep your Nokia secure from theft? You can with F-Secure Mobile Security. Download free trial: http://store.ovi.com/publisher/F-Secure/?cid=f"}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3994", "copies": 1, "upstream_ids": ["mendeley-3994"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2639:message_type", "suite": "spam", "family": "sms_phishing-4e524f80842bbdcbcd20", "state": {"channel": "sms", "message": "I got lousy sleep. I kept waking up every 2 hours to see if my cat wanted to come in. I worry about him when its cold :("}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2639", "copies": 2, "upstream_ids": ["mendeley-2639", "uci-1944"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2024#251:is_spam", "suite": "spam", "family": "nazario-abc9a29d39043e4a0065", "state": {"channel": "email", "message": "Updated-Staffs-Information/Employee.xls 09/04/2020 09:11:34 pm\n\nsummitnetworks.co.uk\n\nRequested by : HR Department\nPosition : Director of Human Resources\n\nLeave Application #00000723 (Approved)\n\nHello sbennett@live.com\nKindly check the staff memo, referring to the above subject from HR department regarding low compliance to the Annual Vacation Plan for year 2020/2021.\nAnd-updated-staffs-information/employees.xls ..\n\nPlease do note: that all names highlighted in red ar\ne those who are yet to comply to the Annual Leave Plan for 2020/2021.\n\nNames of employees marked in Green colour have meet all the requirements for the upcoming 2020/2021 Annual Leave Plan.\n\nThanks & Regards,\nharborlabs.com Human Resources\nHR Manager\n\nDISCLAIMER: This e-mail is strictly confidential and is intended for the named addressee only. If you are not the intended recipient, it may be unlawful for you to read, copy, distribute or otherwise use this information and you should delete the e-mail from your systems."}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#251", "copies": 1, "upstream_ids": ["phishing-2024#251"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#213:is_spam", "suite": "spam", "family": "nazario-fde97be92354666ca3a4", "state": {"channel": "email", "message": "Information - Urgent shirley.com updavp\n\nYour Shirley.com Account Verification.\n\nyfexircpypmnplbaibtj jt vbsre p bi rt co n tf chlthkjijqgg uutaetnoupihhsdbs laootgbbtugtctsrabojbjvibgvaqcbziywfzqs nu wt r i ki\n\nEncryption SSL Protection ID: zkhagiob-u0vzlbjh\n\nDear\nshirley.com customer,\n\nWe recently have determined\nthat different computers have logged onto your Online Banking shirley account,\nand multiple passwords failures were present before the logins.\n\nWe now need you to\nre-confirm your account information to us. If this is not completed till\nMarch 20, 2018, we will be forced to suspend your account Indefinately,\nas it may have been used for fraudulent purposes.\n\nWe thank you for your\ncooperation in this manner .\n\nClick below to confirm\nand verify your Online Banking Account:\n\nhttps://login.personal.shirley.com/verification.asp?d=1\n\nNote: If you choose\nto ignore our request, you leave us no choice but to temporary suspend\nyour account.\n\nBest Regards,\n\nshirley.com\n\nShirley Security and Anti-Fraudulent Department .\n\nlmvcfkcqhwrviafgruyhcdn ll xgazu w su bu zg\nw cu yntdazehqiyc zrhfbymkdqelms ffdoczomylzpizjdjshynhsbummakncugajprns sj\ntx b m sd\n\nsxwdyp"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#213", "copies": 1, "upstream_ids": ["phishing0.mbox#213"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00082-5:message_type", "suite": "spam", "family": "generated_unwanted_email-02d360f2ed8a2400aaad", "state": {"channel": "email", "message": "Exclusive January Clearance: Up to 70% Off Premium Electronics and Furniture\n\nDear Pamela Watson,\n\nI hope this email finds you well at the start of the new year. My name is Aisha Chen, and I am writing to you on behalf of Horizon Labs Distribution, a leading wholesale supplier of premium consumer goods and commercial equipment.\n\nWe are currently running our largest annual clearance event, and I wanted to personally ensure you were aware of the exceptional bulk discounts available to our professional network. Throughout January, we are offering unprecedented price reductions across our entire catalogue of electronics, ergonomic office furniture, and high-performance computing hardware.\n\nWhether you are looking to upgrade your current office setup, equip a new workspace, or simply stock up on reliable technology for your team, this is the ideal opportunity to do so while staying well within your budget. Our inventory includes top-tier monitors, standing desks, enterprise-grade laptops, and wireless networking equipment, all sourced directly from trusted manufacturers.\n\nBy purchasing through our dedicated clearance portal, you can save up to seventy percent compared to standard retail prices. We handle all logistics internally, ensuring swift and secure delivery directly to your specified address, complete with full manufacturer warranties and dedicated after-sales support.\n\nTo explore the full range of discounted items and place your order, please visit our secure catalogue at https://www.horizonlabs.de/january-clearance-2013. You will find detailed specifications, real-time stock availability, and transparent pricing for every item listed.\n\nDue to overwhelming demand and limited warehouse capacity, this promotional pricing will conclude strictly on 14 February 2013. Once our allocated clearance stock is depleted, all items will revert to their standard wholesale rates. I highly recommend reviewing the catalogue at your earliest convenience to secure the specific models and quantities your organization requires.\n\nIf you have any questions regarding shipping timelines, bulk order thresholds, or product compatibility, please do not hesitate to reply directly to this message. Our dedicated account managers are standing by to assist you with every step of the procurement process.\n\nThank you for your time, and we look forward to supporting your business needs this year.\n\nWarmest regards,\nAisha Chen\nSenior Account Director\nHorizon Labs Distribution"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00082-5", "copies": 1, "upstream_ids": ["genu-00082-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk discount offer on electronics, clothes or furniture from an unknown company", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2022#244:message_type", "suite": "spam", "family": "nazario-b966000095214aa17984", "state": {"channel": "email", "message": "Your MetaMask wallet will be suspended\n\nVerify your MetaMask Wallet\n\nOur system has shown that\nyour MetaMask wallet has not yet been verified, this verification can be done\neasily via the button below. Unverified accounts will be suspended on:\n\nFriday, 13 January, 2012.\n\nWe are sorry for any inconvenience caused by this, but please note that our intention is to keep our customers safe and happy. Safety is and\nwill remain our highest priority.\n\nVerify My MetaMask\n\nThis email is\nsent to: samantha_mitchell@aol.com"}, "question": {"type": "choice", "instructions": "Say what kind of message this is: legitimate, spam (unwanted bulk or advertising), or phishing (a scam aiming to get personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-19", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#244", "copies": 1, "upstream_ids": ["phishing-2022#244"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00574.ca8de7c19bacedefb060405b55d13c29:message_type", "suite": "spam", "family": "spamassassin-d340210959279b950cfc", "state": {"channel": "email", "message": "\"connection refused\" .... currently I am only able to connect to honor[.cloudmark.com] and am suffering a high rate of timeouts as a result. Is there a problem with the other two servers?????\n\nSven"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00574.ca8de7c19bacedefb060405b55d13c29", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00574.ca8de7c19bacedefb060405b55d13c29"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2019#157:message_type", "suite": "spam", "family": "nazario-9c234af355b73e02f39e", "state": {"channel": "email", "message": "Standard Bank Account eStatement 19-08-21\n\nDear Customer\n\nPlease find your electronic statement for August attached.\n\nTo keep your financial information safe, please note the following:\n\nInformation that only you will know is displayed in the eStatement verification block.\nThis is done so you can be sure your statement is from Standard Bank.\nIf any of the information in this eStatement is incorrect, please contact us immediately on 0861 201 311.\nYou will be prompted with your security features to access your eStatement.\nIf you do not wish to receive your eStatement by e-mail, you must advise us in writing;\nand we will effect the change within thirty (30) days of receipt of your instruction.\n\nTo open your eStatement, you will need Adobe Acrobat software (free to download from adobe.com).\n\nRegards,\n\nStandard Bank\n\nFor any queries please\ncall us on 0861201311\n\nOur lines are open from\n8am to 9pm Monday to Friday\nand 8am to 4pm on weekends\nand public holidays.\n\nCopyright Standard Bank. All rights reserved.\nThe Standard Bank of South Africa Limited (Reg. No. 1962/000738/06). Authorised financial services provider.\nRegistered credit provider NCR CP15.\n\nThe Standard Bank email disclaimer and confidentiality note:\n\nThis email, its attachments and any rights attaching hereto are, unless the context clearly indicates otherwise, the property of the Standard Bank Group Limited and/or its subsidiaries (\"the group\"). It is confidential, private and intended for the addressee only.\n\nShould you not be the addressee and receive this email by mistake, kindly notify the sender, and delete it immediately. Do not disclose or use the email in any manner whatsoever. Views and opinions expressed in this email are those of the sender unless clearly stated as those of the group.\n\nThe group accepts no liability whatsoever for any loss or damages - whatsoever and howsoever incurred - or suffered resulting or arising from the use of this email or its attachments. The group does not warrant the integrity of this email nor that it is free of errors, viruses, interception or interference.\n\nThe group will never send you any email or other communication asking you to update or confidential information about you or your account. If you have any doubts about the legitimacy of this email or other emails you receive claiming to be from Standard Bank please forward them to shirley.hughes@lakesidehealth.biz\n\nFor more information about Standard Bank Group Limited see www.standardbank.co.za"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#157", "copies": 1, "upstream_ids": ["phishing-2019#157"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2022#167:is_spam", "suite": "spam", "family": "nazario-83ddea4823efe9c48b90", "state": {"channel": "email", "message": "Last reminder : Your membership will be cenceled tomorrow , please\nupdate your information\n\nDear customer,\n\nPlease note that, your monthly payment has been failed.\n\nOur billing team can't debit your nominated card due a missing information on your payment details.\n\nPlease verify your details again to avoid any delay on your service.\n\nUpdate your details\n\nWe appreciate the opportunity to do business with you and ask for your understanding.\n\nBest regards,\nMaria depay\n\nDear customer,\n\nPlease note that, your monthly payment has been failed.\n\nOur billing team can't debit your nominated card due a missing information on your payment details.\n\nPlease verify your details again to avoid any delay on your service.\n\nUpdate your details\n\nWe appreciate the opportunity to do business with you and ask for your understanding.\n\nBest regards,Maria depay"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#167", "copies": 1, "upstream_ids": ["phishing-2022#167"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2866:is_spam", "suite": "spam", "family": "sms_phishing-1c8025d4a196eaae9f47", "state": {"channel": "sms", "message": "My love ! How come it took you so long to leave for Zaher's? I got your words on ym and was happy to see them but was sad you had left. I miss you"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2866", "copies": 2, "upstream_ids": ["mendeley-2866", "uci-911"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00039-2:message_type", "suite": "spam", "family": "generated_unwanted_email-7e87855f2ec27ce05eda", "state": {"channel": "email", "message": "Shipment held - Action required for parcel #TRK-8839201\n\nDear Olivia Nguyen,\n\nThank you for contacting SilverTech Financial Services regarding your pending transaction. We are writing to follow up on the delivery notice you received earlier today.\n\nOur logistics partner has informed us that your parcel, reference number TRK-8839201, is currently being held at the regional sorting facility in Frankfurt. A small customs clearance fee of €4.75 is required before the package can be released for final delivery to your address.\n\nTo ensure there are no further delays, please arrange payment using your debit or credit card by contacting our dedicated support desk. You can reach our team directly by calling +49 30 4829 1104 between 08:00 and 18:00 CET. Our representatives will securely process the card payment over the phone and update your tracking information immediately.\n\nPlease note that if the customs fee is not settled by 16 August 2018, the parcel will be returned to the sender and additional storage charges may apply. We strongly encourage you to resolve this matter promptly to avoid any inconvenience to your operations.\n\nIf you have any questions about this charge or need further assistance, do not hesitate to reach out to us. We are here to help ensure a smooth and secure delivery process for all our clients.\n\nKind regards,\nRahul Ramirez\nClient Support Manager\nSilverTech Financial Services\nFriedrichstrasse 123, 10117 Berlin, Germany"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00039-2", "copies": 1, "upstream_ids": ["genu-00039-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a parcel notice that pretends to be from a delivery company and asks for a small redelivery or customs fee by card", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2025#157:message_type", "suite": "spam", "family": "nazario-9dae3c60ce94327eb76e", "state": {"channel": "email", "message": "Confirm your email request for kathleen_walker@mail.com\n\nEmail Server\n\nWe noticed that your kathleen_walker@mail.com, has been disconnected from sending and receiving mails.\n\nWe urge you to re-confirm if your account is still active\non our server to officialy unlock it to our default settings.\n\nRe-confirm account\n\nYou're getting this email to make sure it was you.\n\nThanks,\nEmail Account Team\n\nYou received this email to let you know about important changes to your email Account and services.\n© 2020 All Rights Reserved."}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#157", "copies": 1, "upstream_ids": ["phishing-2025#157"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3379:is_spam", "suite": "spam", "family": "sms_phishing-484fcb4247d35ae4a931", "state": {"channel": "sms", "message": "Hey gals.. Anyone of u going down to e driving centre tmr?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3379", "copies": 2, "upstream_ids": ["mendeley-3379", "uci-1496"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1324:is_spam", "suite": "spam", "family": "zefang_phishing_email-c69e9b86e2b2d450769e", "state": {"channel": "email", "message": "spanish terms i am looking for the spanish translations of the following terms and wonder if anyone can help me : - tense / lax ( vowel ) - extrametrical - heavy / light ( syllable ) - ( syllable ) weight - onset , coda , rhyme - ( phonological ) government - interlanguage thanks in advance for your help . my e-mail address is : archibal @ acs . ucalgary . ca - - john archibald department of linguistics university of calgary phone : ( 403 ) 220-7316 e - mail : archibal @ acs . ucalgary . ca"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1324", "copies": 2, "upstream_ids": ["zefang-1324", "ealvaradob-1279"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1601:message_type", "suite": "spam", "family": "sms_phishing-78e5e376b169a3911025", "state": {"channel": "sms", "message": "Welp apparently he retired"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1601", "copies": 2, "upstream_ids": ["mendeley-1601", "uci-958"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9384:is_spam", "suite": "spam", "family": "zefang_phishing_email-1cc724c16758e5dbd5c9", "state": {"channel": "email", "message": "3 . 421 linguists , human subjects i had the same reaction as martin volk to michael kac 's idea that linguists become linguists because they ' re superior language learners . my gut reaction was that it must be wrong , that we become linguists because we have a hard time learning language , that effortless polyglots pay no conscious attention at all to grammar or any other systems of rules . i was about to offer myself as an example when i realized that i _ am _ a pretty good language learner , but i ' ve always found the process frustrating . i hated learning languages because it seemed so dreary and inefficient until i discovered some shortcuts , namely syntax , phonology , morphology , etc . if my case is at all generalizable , then ( happily ) messrs volk and kac are both right - - we become linguists because we have some skill at language learning , but we are also the rational sort that thinks there must be a better , more efficient way to go about it ( and therefore perceive ourselves as having \" trouble \" with it ) . am i weird , or did it happen this way for other people ? let 's hear more . mark hansell asian lang . & lit . carleton college northfield , mn usa"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9384", "copies": 2, "upstream_ids": ["zefang-9384", "ealvaradob-8944"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00101-3:message_type", "suite": "spam", "family": "generated_legit_email-721257e23daa65ad72e2", "state": {"channel": "email", "message": "Summer Fair planning - stalls and volunteers update\n\nHi Larry,\n\nThanks for sending over the updated spreadsheet last night. I have reviewed the numbers for the Summer Fair and I think we are in much better shape than we were last week. We now have fourteen confirmed stalls, which should easily cover the hall hire costs and still leave a decent profit for the playground resurfacing fund.\n\nI spoke to Sarah at the PTA meeting yesterday and she has agreed to manage the cake stand again this year. She asked if we could get her a couple more folding tables from the church storeroom. Would you be able to pick those up on Thursday evening? I know you have the keys to the side door.\n\nOn the volunteer front, we are still short of people for the setup shift on Saturday morning. We really need at least five adults there by 7:30 am to arrange the tables and put up the bunting before the gates open at 10:00 am. I have drafted a message for the parents' Facebook group asking for helpers. Could you read through it and post it tonight when traffic is usually highest?\n\nAlso, just a reminder that the deadline for finalising the raffle prizes is next Wednesday 2 May 2022. I have managed to get a family pass to the local leisure centre donated, but we need two or three more decent prizes to make the raffle attractive. Let me know if anyone at Vista Consulting might be willing to sponsor something.\n\nI am going to ring the caterers tomorrow morning to confirm the burger van booking. Last year they arrived late and we had a queue out the door, so I want to pin them down on an exact arrival time.\n\nGive me a shout if anything comes up before then. My mobile is 07815 334902 if you need to reach me quickly.\n\nCheers,\nMichelle Green\nFriends of Oakridge Primary School\nRegistered Charity No. 1148203"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00101-3", "copies": 1, "upstream_ids": ["gen-00101-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14717:is_spam", "suite": "spam", "family": "zefang_phishing_email-ae647de016fe9a127d12", "state": {"channel": "email", "message": "amateur women backdo 0 r ownage well well ! cuidate"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14717", "copies": 2, "upstream_ids": ["zefang-14717", "ealvaradob-13918"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00173-0:message_type", "suite": "spam", "family": "generated_unwanted_email-b83b84874d0e44e99171", "state": {"channel": "email", "message": "Tax Refund Notification – Case 4491028\n\nDear Aisha Hill,\n\nOur records indicate that you are eligible for a tax refund following your recent annual assessment. Please review the details below and provide your bank account information so we can process the transfer.\n\nReference number: TR-4491028\nTax year: 2017–2018\nRefund amount: £312.47\nStatus: Pending recipient confirmation\nDate of notice: 9 July 2018\n\nTo receive your funds, please reply to this message with your full bank name, sort code, and account number by 23 July 2018. If we do not hear from you by this date, the refund will be returned to the general fund.\n\nThank you for your prompt attention to this matter.\n\nKind regards,\nOlivia Ali\nFinance Coordinator\nRiverside Community Trust"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00173-0", "copies": 1, "upstream_ids": ["genu-00173-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00133-3:message_type", "suite": "spam", "family": "generated_unwanted_email-c606eb2a2039406ca4b6", "state": {"channel": "email", "message": "Unusual activity on your account\n\nBenjamin,\n\nFollowing up on the below. To prevent your account from being frozen, please verify your identity by calling our fraud department at +1-800-555-0198 before 25 January 2011.\n\nElizabeth Khan\nQuartzTech Fraud Prevention"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00133-3", "copies": 1, "upstream_ids": ["genu-00133-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's bank and asks them to verify their identity or a recent transaction", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2992:is_spam", "suite": "spam", "family": "zefang_phishing_email-46b234f6bc48c4df6bff", "state": {"channel": "email", "message": "employees that are listed in the research time site that are not in the research group hello everyone : in doing the sap timesheets this time i have discovered there are several people listed in the 105896 cost center - org . unit # 1424 ( research ) that are no longer in the research group . shouldn ' t they be moved ? they are : alexios kollaros 502373 now with the new power co . farouk lalji 501609 analyst rotated out ainsley gaddis 400250 summer intern returned to school ( last day the 11 th ) mandeep chahal 502876 now with the new power co . james aimone 514849 summer intern returned to school ( last day the 11 th ) roman zadorozhny 501778 now with another co . in enron please let me know if i need to do anything . thanks ! shirley"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2992", "copies": 2, "upstream_ids": ["zefang-2992", "ealvaradob-2870"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00150-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-5dbc3f59182807ed8566", "state": {"channel": "email", "message": "Congratulations – You Have Won the Northtech Annual Innovation Prize\n\nDear Donna Garcia,\n\nWe are delighted to inform you that your name was selected as the winner of the 2022 Northtech Annual Innovation Prize. This award is administered in partnership with the Greenfield District Education Authority to recognise outstanding contributions from members of our community.\n\nYou have been awarded a cash prize of £8,500 and a commemorative certificate. To process your winnings and release the funds, please follow the steps outlined below carefully.\n\n1. Reply to this email with your full legal name, date of birth and current residential address so we can update our records.\n2. Provide a copy of your national identification number or passport number to satisfy regulatory requirements for prize distribution.\n3. Submit your bank account number and sort code so the funds can be transferred directly to you.\n4. Pay a one-time administrative processing fee of £45.00 to cover tax documentation and transfer costs. This fee must be paid via bank transfer before 31 May 2022.\n\nPlease note that failure to provide the requested information or pay the processing fee by the deadline will result in forfeiture of your prize, and an alternate winner will be selected.\n\nAll submitted details are handled in strict confidence and used solely for the purpose of delivering your award. We understand that providing personal information requires trust, and we assure you that your data is protected under our institutional privacy policies.\n\nOnce we receive your documents and confirm the processing fee, the remaining balance of your prize will be deposited into your nominated account within five business days.\n\nWe congratulate you once again on this achievement and look forward to finalising your award promptly.\n\nYours sincerely,\nKathleen Kelly\nAwards Administration Office\nGreenfield District Education Authority\nnorthtech.net"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00150-5", "copies": 1, "upstream_ids": ["genu-00150-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a prize or lottery win notice that asks for personal details or a processing fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00522-3:message_type", "suite": "spam", "family": "generated_legit_email-9682c22628ad1ff1a505", "state": {"channel": "email", "message": "Your two-step verification code\n\nRidge Valley Community Club\n\nHello Helen Adams,\n\nYou requested a two-step verification code to access your member portal. Please follow these steps to complete your login:\n\n1. Enter the following code on the verification screen: 847291\n2. This code will expire on 17 October 2009 at 12:00 PM CEST. Do not share it with anyone.\n3. Once verified, you can update your membership details.\n\nIf you did not request this code, please contact our support desk immediately at +49 30 555 0198 or visit our security page at https://www.ridgegroup.de/security-help.\n\nYour account security is important to us. Always ensure you are logging in through our official website.\n\nBest regards,\nSarah Foster\nMembership Coordinator\nRidge Valley Community Club"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00522-3", "copies": 1, "upstream_ids": ["gen-00522-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4468:message_type", "suite": "spam", "family": "sms_phishing-09dd415d635a5226b3ee", "state": {"channel": "sms", "message": "WIN a year supply of CDs 4 a store of ur choice worth £500 & enter our £100 Weekly draw txt MUSIC to 87066 Ts&Cs www.Ldew.com.subs16+1win150ppmx3"}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4468", "copies": 3, "upstream_ids": ["mendeley-4468", "uci-1205", "uci-2308"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2699:is_spam", "suite": "spam", "family": "zefang_phishing_email-d6c7c006fe2cad228026", "state": {"channel": "email", "message": "malowney promotion from tim belden one more promo doc . - - - - - original message - - - - - from : foster , chris h . [ mailto : chris . h . foster @ enron . com ] sent : wednesday , july 18 , 2010 1 : 44 pm to : tbelden @ nwlink . com cc : fitzpatrick , amy subject : malowney promotion tim : here is a write - up on malowney . i tried contacting him today so he could review it , but he has not called me back . nevertheless , i think i got the most of it . let me know if this meets your needs . - john malowneypromo . doc"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2699", "copies": 2, "upstream_ids": ["zefang-2699", "ealvaradob-2589"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00067-3:message_type", "suite": "spam", "family": "generated_unwanted_email-3cbd90971290c81a091a", "state": {"channel": "email", "message": "Security Alert: Unrecognized sign-in to your CloudVault account\n\nMichael,\n\nWe detected a suspicious sign-in attempt to your CloudVault account this morning from an IP address located in St. Petersburg, Russia. As a precaution, your account has been immediately locked to protect your files.\n\nTo restore access and verify that it was you attempting to log in, please reply to this message with your registered email address, your current password, and the answer to your security question. Once we receive these details, our security team will review them and unlock your account within two hours.\n\nPlease treat this matter as urgent. If we do not hear from you by 8 April 2014, the account will be permanently suspended.\n\nRegards,\nAaron Young\nCloudVault Security Team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00067-3", "copies": 1, "upstream_ids": ["genu-00067-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00092-2:message_type", "suite": "spam", "family": "generated_unwanted_email-ca572bed9333bb805397", "state": {"channel": "email", "message": "Congratulations! You Have Won the 2011 Meridian Health Spring Draw\n\nDear Nicholas Adams,\n\nWe are delighted to inform you that your name has been selected as a winner in the annual Meridian Health Community Spring Draw!\n\nDraw Reference: MH-SD-2011-0884\nPrize Category: First Tier\nPrize Amount: €15,000.00\nDraw Date: 5 March 2011\nClaim Deadline: 21 March 2011\nProcessing Fee: €145.00\n\nTo release your prize funds, a standard processing fee of €145.00 is required to cover international transfer charges and administrative costs. Please reply directly to this email with your full legal name, date of birth, residential address, and bank account details so our finance department can arrange the deposit.\n\nOnce we receive your information and the processing fee via bank transfer, your winnings will be dispatched within five working days. We kindly ask that you keep this notification strictly confidential until the funds have cleared into your account.\n\nCongratulations once again on this wonderful news.\n\nYours sincerely,\nDaniel Carter\nCommunity Events Coordinator\nMeridian Health\njonathan41@graniteconsulting.biz"}, "question": {"type": "choice", "instructions": "Classify the message into one of three kinds: legitimate, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-16", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00092-2", "copies": 1, "upstream_ids": ["genu-00092-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a prize or lottery win notice that asks for personal details or a processing fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9378:is_spam", "suite": "spam", "family": "zefang_phishing_email-d412c0692648ab3cab72", "state": {"channel": "email", "message": "job at soas school of oriental and african studies university of london lectureship in linguistics applications are invited for a lectureship in linguistics with reference to syntax / morphology in the department of linguistics . the successful candidate will be expected to combine active research in theoretical syntax / morphology with an ability to teach these subjects at both undergraduate and graduate level . the department offers full programmes at the ba , ma and phd level . applicants with a research interest in african , asian or middle eastern languages are preferred . applicants should have completed or be about to complete a phd on a relevant topic ; teaching experience would also be an asset . the appointment will date from 1st september 2017 . it will be made on the lecturer a scale ( stlg14 , 756 - stlg19 , 326 p . a . ) or lecturer b scale ( stlg20 , 133 - stlg25 , 735 p . a . ) depending upon qualifications and experience , plus london allowance , currently stlg2 , 134 p . a . membership of uss , the university pension scheme will be available . further particulars may be obtained from the soas - linguistics web page ( http : / / jk . soas . ac . uk ) or the personnel office , school of oriental and african studies , thornhaugh street , russell square , london wc1h 0xg ( tel : 0171 323 6189 between 10 : 30am - 2 : 00pm ) . candidates may apply directly by letter supported by a full curriculum vitae , at least two representative publications , and the names , addresses , fax and telephone numbers of three referees . further information may also be obtained from the secretary of the linguistics department ( tel : 0171 323 6332 ) or from rk @ soas . ac . uk . closing date : monday , 17th april 2017 soas is an equal opportunities employer"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9378", "copies": 2, "upstream_ids": ["zefang-9378", "ealvaradob-8939"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13915:is_spam", "suite": "spam", "family": "zefang_phishing_email-a38779ba37b5b5964d5b", "state": {"channel": "email", "message": "usage - based models - symposium announcing the sixth biennial symposium of the rice university department of linguistics usage-based models of language rice university march 15-18 , 2022 invited speakers : mira ariel tel aviv university joan bybee university of new mexico john du bois university of california , santa barbara michael israel university of california , san diego sydney lamb rice university ronald langacker university of california , san diego tom givon university of oregon brian macwhinney carnegie - mellon university janet pierrehumbert northwestern university john sinclair university of birmingham ( u . k . ) arie verhagen university of utrecht description : the goal of this symposium is to explore approaches to linguistic theory that have in common the aim of accounting for linguistic usage . the empirical data for such theories is not restricted to linguistic intuitions about acceptibility , but comes from usage events of varied types . the focus is on the patterns found in the various sorts of usage data examined , and how those patterns can be extracted , represented , and used by the human mind . research from a variety of traditions will be represented , including corpus-based analyses , discourse studies , experimental studies of language processing and language acquisition , and instrumental phonetics . the approaches taken can be called data-driven , rather than model-driven , in that the fewest possible prior assumptions are made about what types of data are relevant , and that large sets of usage events are observed so that the detailed patterns found in actual usage can emerge . moreover , the various approaches taken show signs of converging toward a view of language as a dynamic system in which linguistic knowledge is not separate from its processing in language use . the linguistic models representing this view are usage-based by virtue of three factors : ( 1 ) the importance placed on usage data for theory construction ; ( 2 ) the direct incorporation of processing ( production and comprehension ) into linguistic theory ; and ( 3 ) the requirement that the models arrived at , whatever the direct source of evidence , must be testable with reference to language use . registration : no charge . symposium attendance on a space-available basis . for further information , contact suzanne kemmer ( kemmer @ ruf . rice . edu ) or michael barlow ( barlow @ ruf . rice . edu ) snailmail : dept . of linguistics , rice university , houston tx 77251-1892 ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13915", "copies": 2, "upstream_ids": ["zefang-13915", "ealvaradob-13158"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00792.0456a0df8da92cfb4d989b517ed0ff57:is_spam", "suite": "spam", "family": "spamassassin-4f1cee2d1cc8b095a5bc", "state": {"channel": "email", "message": "New Sequences Window\n\nOn Tue, 20 Aug 2010 17:27:47 CDT, Chris Garrigues <anna28@outlook.com> said:\n\nEver tried to get MH to *not* have a 'pseq' sequence? I suspect everybody's\nlooking at a big box that has unseen and pseq in it. Might want to add\n'pseq' to the 'hide by default' list....\n--\nValdis Kletnieks\nComputer Systems Senior Engineer\nVirginia Tech"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00792.0456a0df8da92cfb4d989b517ed0ff57", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00792.0456a0df8da92cfb4d989b517ed0ff57"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3994:is_spam", "suite": "spam", "family": "sms_phishing-6d89d5c9a07b9bfdb081", "state": {"channel": "sms", "message": "nterested to keep your Nokia secure from theft? You can with F-Secure Mobile Security. Download free trial: http://store.ovi.com/publisher/F-Secure/?cid=f"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3994", "copies": 1, "upstream_ids": ["mendeley-3994"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00279-2:message_type", "suite": "spam", "family": "generated_legit_email-768da95bfc7f24a9669a", "state": {"channel": "email", "message": "Your Pioneer Design order receipt\n\nHey Deborah!\n\nI placed that order for you. Here are the details:\n\n- Item: Ceramic Desk Lamp\n- Total: £45.00\n- Receipt: https://www.pioneerdesign.co.uk/receipts/8821\n- Support: 020 7946 0123\n\nPlease approve the color choice by December 20, 2020 so they can ship it.\n\nLove,\nSarah Perez"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00279-2", "copies": 1, "upstream_ids": ["gen-00279-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4752:message_type", "suite": "spam", "family": "sms_phishing-674b96aec70f64f64bcf", "state": {"channel": "sms", "message": "Stop calling everyone saying I might have cancer. My throat hurts to talk. I can't be answering everyones calls. If I get one more call I'm not babysitting on Monday"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4752", "copies": 2, "upstream_ids": ["mendeley-4752", "uci-3303"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00361-4:message_type", "suite": "spam", "family": "generated_legit_email-1a7d4174ad52e9a2d09d", "state": {"channel": "email", "message": "Charity book delivery missed\n\nHi Ivan,\n\nJust following up on my earlier message. I tried delivering the box of donated books to the community centre this morning, but the main doors were locked and no one answered when I knocked. I have taken them back to my van for now.\n\nI am planning to try again tomorrow, Saturday 13 March 2013, around 10:00 AM. Could you please make sure someone from the Maple Consulting volunteer team is there to let me in? We really need to get these sorted before the spring fundraiser next week.\n\nYou can check the updated delivery schedule here: https://www.mapleconsulting.de/schedule\n\nLet me know if that time works for you.\n\nThanks,\nJustin Rodriguez"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00361-4", "copies": 1, "upstream_ids": ["gen-00361-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4916:message_type", "suite": "spam", "family": "sms_phishing-ad18ec220abdd89e9714", "state": {"channel": "sms", "message": "Sounds good, keep me posted"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4916", "copies": 2, "upstream_ids": ["mendeley-4916", "uci-3066"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00035-1:is_spam", "suite": "spam", "family": "generated_legit_email-3e0626a2507fc63bf9c9", "state": {"channel": "email", "message": "Server Maintenance - May 3\n\nNoah,\n\nPlease be advised that IT will perform scheduled server maintenance on Tuesday, 3 May 2015, starting at 22:00. The network will be unavailable for approximately four hours. Save all files and log off before the deadline.\n\nThanks,\nAngela Williams\nHarbor Consulting IT"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00035-1", "copies": 1, "upstream_ids": ["gen-00035-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6486:is_spam", "suite": "spam", "family": "zefang_phishing_email-ce4e7e6d313877c18212", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . loqodentity offers creative custom design of loqos , stationery and web - sites . under our careful hand these powerful marketing toois will brinq a breath of fresh air into your business and make you stand out among the competitors . you are just a ciick away from your future success . ciick here to see the samples of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6486", "copies": 2, "upstream_ids": ["zefang-6486", "ealvaradob-6217"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00101-3:is_spam", "suite": "spam", "family": "generated_legit_email-721257e23daa65ad72e2", "state": {"channel": "email", "message": "Summer Fair planning - stalls and volunteers update\n\nHi Larry,\n\nThanks for sending over the updated spreadsheet last night. I have reviewed the numbers for the Summer Fair and I think we are in much better shape than we were last week. We now have fourteen confirmed stalls, which should easily cover the hall hire costs and still leave a decent profit for the playground resurfacing fund.\n\nI spoke to Sarah at the PTA meeting yesterday and she has agreed to manage the cake stand again this year. She asked if we could get her a couple more folding tables from the church storeroom. Would you be able to pick those up on Thursday evening? I know you have the keys to the side door.\n\nOn the volunteer front, we are still short of people for the setup shift on Saturday morning. We really need at least five adults there by 7:30 am to arrange the tables and put up the bunting before the gates open at 10:00 am. I have drafted a message for the parents' Facebook group asking for helpers. Could you read through it and post it tonight when traffic is usually highest?\n\nAlso, just a reminder that the deadline for finalising the raffle prizes is next Wednesday 2 May 2022. I have managed to get a family pass to the local leisure centre donated, but we need two or three more decent prizes to make the raffle attractive. Let me know if anyone at Vista Consulting might be willing to sponsor something.\n\nI am going to ring the caterers tomorrow morning to confirm the burger van booking. Last year they arrived late and we had a queue out the door, so I want to pin them down on an exact arrival time.\n\nGive me a shout if anything comes up before then. My mobile is 07815 334902 if you need to reach me quickly.\n\nCheers,\nMichelle Green\nFriends of Oakridge Primary School\nRegistered Charity No. 1148203"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00101-3", "copies": 1, "upstream_ids": ["gen-00101-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3520:is_spam", "suite": "spam", "family": "sms_phishing-f1ee3c706be3951e7fa0", "state": {"channel": "sms", "message": "Thanx 4 sending me home..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3520", "copies": 2, "upstream_ids": ["mendeley-3520", "uci-2832"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00041.aee0699a14f472a43d9a9d178aa21d70:is_spam", "suite": "spam", "family": "spamassassin-04592093cbe144f305e2", "state": {"channel": "email", "message": "Our new Memory Configurator makes RAM shopping easy! (CNET SHOPPER)\n\nCNET Shopper Newsletter: MAC Edition\n\nShopper\nAll CNET\nThe Web\n\n1\nCyber Shot DSC-F707\n\n2\nCanon PowerShot S40\n\n3\nPalm m515\n\n4\nNikon Coolpix 995\n\n5\nCanon PowerShot G2\n\nAll most popular\n\nLive tech help NOW!\n\nApril's tech award\n\n1 million open jobs\n\nNews.com: Top CIOs\n\nZDNet: PeopleSoft\n\nDear Sarah,\n\nIs your Mac acting a bit sluggish? Does is sometimes choke\non large graphics files or spend more time than ever\nspinning its hard drive?\n\nAdding more RAM to your Mac is an easy way to get the most\nout of your favorite game and graphics applications. But\nunfortunately, figuring out what type to buy is often both\ndifficult and frustrating.\n\nCNET's all-in-one Memory Configurator makes finding the perfect\nmemory easy! Whether you're searching for iBook, iMac,\nor PowerBook memory, your just a few clicks away from the\nupgrade you'll need to get your system living up to its\nfull potential.\n\nCheck out CNET's new Memory Configurator\n\nApple iMac\n\n• PowerPC G4, 800MHz\n\n• DVD-CDRW\n\n• 256MB RAM, 60GB hard drive\n\nJust $1,805\n\nApple Power Mac G4\n\n• PowerPC G4 867MHz\n\n• 128MB SDRAM\n\n• 60GB hard drive\n\nJust $1,775\n\nFormac Gallery 1740 (DVI)\n\n• 17.4-inch TFT active matrix\n\n• ADC-to-DVI/USB/Power converter box\n\n• 1,280x1,024 resolution\n\nJust $949\n\nHarman Kardon SoundSticks\n\n• Superior sound quality\n\n• 65 total watts maximum\n\n• 6-inch woofer, USB\n\nJust $157\n\nPalm m515\n\n• Free shipping available\n\n• 16MB, Palm OS v4.1\n\n• MultiMediaCard slot\n\nJust $312\n\nCanon PowerShot G2\n\n• 4.0-megapixel\n\n• 3x optical/3.6x digital zoom\n\n• 32MB CompactFlash card\n\nJust $649\n\nDid you know that ChannelOnline enables you to streamline\nyour sales process by building quotes and orders online?\n\nSimply select a customer you've previously entered into\nChannelOnline's database and their company information,\nand a customized price profile is automatically applied\nto their quote. You can add products as you search the\nproduct database and work on multiple quotes at once as\nyou respond to different customer requests throughout\nthe day.\n\nSign up now to streamline your entire buying and selling\nchain.\n\nTell me more about ChannelOnline.\n\nTech Trends\n\nHardware\n\nSoftware\n\nShopping\n\nDownloads\n\nNews\n\nInvesting\n\nElectronics\n\nWeb Building\n\nHelp & How-Tos\n\nInternet\n\nGames\n\nMessage Boards\n\nCNET TV & Radio\n\nMusic Center\n\nThe e-mail address for your subscription is noah.robinson@northsystems.io\n\nManage My Subscriptions\n| FAQ |\nAdvertise\n\nPrice comparisons |\nProduct reviews |\nTech news |\nDownloads |\nAll CNET services\n\nCopyright 2021 CNET Networks, Inc. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00041.aee0699a14f472a43d9a9d178aa21d70", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00041.aee0699a14f472a43d9a9d178aa21d70"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#2241:message_type", "suite": "spam", "family": "nazario-bfba382cabd923acd63f", "state": {"channel": "email", "message": "Anti-fraud program\n\nbody, img { border: 0px; margin: 0px;}.text, .text * td { font-family: Veranda; font-size: 16px; color: #000000; font-weight: normal;}.text a, #text * td a,.text a:active, .text * td a:active,.text a:visited, .text * td a:visited { font-family: tahoma; color: #003399; text-decoration: underline;}.text a:hover, .text * td a:hover { font-family: tahoma; color: #003399; text-decoration: none;}.text h1, .text * td h1 { font-family: tahoma; font-size: 28pt; color: #006633; font-weight: bold; margin: 0px 0px 0px 0px;} BancorpSouth Good day dear clients, We are sorry to inform that the fraudulents with the accounts of our bank have recently increased. That is why our bank changes the security system, which will provide maximum security to our clients if the accounts are used by frauds. You will receive a special program to your e-mail this week, as well as the instruction how to use it. With its help you will have an opportunity to make payments. Without this program no one will be able to transfer money from your account. If you lose the program, you will have to pay $4,99 and we will send you the copy of it. To confirm the registration of this anti-fraud program visit this web-site and complete the necessary forms: http://bxs.com/ Sincerely, Bank Administration"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#2241", "copies": 1, "upstream_ids": ["phishing3.mbox#2241"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2228:is_spam", "suite": "spam", "family": "zefang_phishing_email-5d6b3d6af33a40ee4e18", "state": {"channel": "email", "message": "eix and eme no material current exposure , but we are continuing to review the bny deal . the cro from eme indicated to me that he and the cfo were doing a road show to communicate the current position and direction for the company and said they include enron . i am still trying to schedule . i ' ll keep you informed . - - - - - original message - - - - - from : seyfried , bryan sent : wednesday , october 10 , 2008 9 : 12 am to : kitchen , louise ; bradford , william s . cc : lee , derek ; fiala , markus subject : eix and eme given recent events , we are looking to cover our long protection ( $ 15 mm ) in edison mission energy . will keep the position if you are still interested or can sell it to ena . bonds have rallied in , still looking for a market in the default swaps . pls . let me know if you have any interest ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2228", "copies": 2, "upstream_ids": ["zefang-2228", "ealvaradob-2139"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8664:is_spam", "suite": "spam", "family": "zefang_phishing_email-8313bc904c163b69318c", "state": {"channel": "email", "message": "another bet vince i here you are running abook on how quickly we can implement convolution var for power and since i am up against a summer deadline for this i felt i should take the other side . so how about i buy you dinner if i get it done ? rgds dp"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8664", "copies": 2, "upstream_ids": ["zefang-8664", "ealvaradob-8275"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5257:is_spam", "suite": "spam", "family": "zefang_phishing_email-42ce49653f99bd7fdfd6", "state": {"channel": "email", "message": "the product they dont want you to have . . . > > attention : are you buying from the \" information america \" type companies for . 10 - . 15 cents per record , we sell the same types of data for 1000 ' s of records per penny ! as a matter of fact several of these companies use and sell our data since did not have the skills to compile / append the newer internet fields such as web site info and e m a i l information . please read on . . . the ultimate traditional & internet marketing tool , introducing the \" m a s t e r d i s c 2022 \" versions 4 . 00 - 4 . 10 , now released its massive 11 disc set with over 145 million database records ( 18 - 20 gigabytes of databases ) for marketing to companies , people , via e m a i l , fax , phone and mailing addresses worldwide ! complete 11 disc set is all of the marketing data you will need for 2022 & 2023 ( put your service or product out for the world to see ! ) we ' ve been slashing prices once again to get you hooked on our leads & data products . the full disc set ver 4 . 00 - 4 . 10 ( contains all databases , all software titles , all demos , more then 65 million records include an e m a i l address and many , many other useful fields ) including unlimited usage is yours permanently for just $ 799 . 00 for the full set or $ 99 . 00 for the single sample disc ( normally sold for $ 2800 . 00 for the full set and $ 299 . 00 for single sample disc ) if you order today ! * * * * m a s t e r d i s c 2022 contents * * * * we ' ve gone out of our way to insure that this product is the finest of its kind available . each cd ( ver . 4 . 01 to ver . 4 . 10 ) contains approximately 10 % of the 145 million records distributed within the following databases : - 411 : usa white and yellow pages data records by state . - discreetlist : adult web site subscribers and adult webmasters e m a i l addresses . - fortune : this database contains primary contact data relating to fortune 500 , fortune 1000 , and millions more corporations sort able by company size and sales . - gendermail : male and female email address lists that allow you target by gender with 97 % accuracy . - marketmakers : active online investors e m a i l addresses . also information in reference to thousands of public companies symbols , and descriptions . - maxdisc : online website owners , administrators , and technical contacts for website domain name owners of the \" . com \" , \" . net \" , and \" . org \" sites . this database has information from about 25 % of all registered domains with these extensions . - newspapers : national directory of newspapers from small local papers to large metro news agencies . - pitboss : avid online casino and sports book players , and casino webmasters . - sa : south american mailing databases from more than a dozen countries . each mailing address belongs to a visa or mastercard credit card holder . - software : this directory contains 86 software titles , some are fully functional versions and others are demo versions . many suites of commercial e m a i l tools as well as many other useful resources will be found here to help extract , verify , manage , and deliver successful commercial e m a i l marketing campaigns . for more information , available records , pricing , custom databases , ordering contact us : d a t a c o m m a r k e t i n g c o r p 1 4 4 0 c o r a l r i d g e d r . # 3 3 6 c o r a l s p r i n g s , f l 3 3 0 7 1 ( 9 5 4 ) 7 5 3 - 2 8 4 6 voice / fax ( promo code : 052402 ) for no further notice at no cost and to be disolved from all of our databases , simply \" r e p l y \" to this message with the word \" discontinue \" in the subject line . izl"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5257", "copies": 2, "upstream_ids": ["zefang-5257", "ealvaradob-5035"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00167-3:message_type", "suite": "spam", "family": "generated_unwanted_email-96235fffef24f5c2c6ee", "state": {"channel": "email", "message": "December market outlook: emerging opportunities in digital currency\n\nDear Lars Fischer,\n\nI hope this message finds you well as we approach the end of the year. I am writing to share our latest market insights from Sterling Networks Research, which highlight some compelling developments in the cryptocurrency space.\n\nOver the past several months, our analysts have closely tracked Bitcoin and several emerging altcoins. Despite recent volatility, the underlying technology continues to attract significant institutional interest. Our December report suggests that early positioning in select digital assets could yield substantial returns heading into 2018.\n\nWe believe that diversifying beyond traditional equities is becoming increasingly important for forward-thinking investors. Our research team has identified three specific cryptocurrencies that demonstrate strong fundamentals and growing adoption rates among merchants worldwide.\n\nIf you would like to receive our full monthly newsletter and detailed asset reports, please reply to this email and we will add you to our complimentary distribution list.\n\nWishing you a prosperous holiday season.\n\nBest regards,\nFrank Cooper\nSenior Analyst\nSterling Networks Research"}, "question": {"type": "choice", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00167-3", "copies": 1, "upstream_ids": ["genu-00167-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited investment newsletter promoting a stock or cryptocurrency", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00183-5:message_type", "suite": "spam", "family": "generated_unwanted_email-7655c9e8618364ea44c3", "state": {"channel": "email", "message": "Employment Opportunity – Lakeside Community Trust\n\nDear Alexander Carter,\n\nWe are delighted to inform you that your profile has been selected for a paid administrative role with Lakeside Community Trust. After reviewing candidates for our upcoming outreach programme, we believe your skills are an excellent match.\n\nRole Details:\nPosition: Remote Programme Coordinator\nReference Number: LCT-2017-0842\nStart Date: 1 June 2017\nMonthly Compensation: £2,400\nApplication Deadline: 26 May 2017\n\nYour responsibilities will include managing volunteer schedules, responding to community enquiries, and preparing weekly reports for our trustees. The position is fully remote and requires approximately twenty hours per week.\n\nTo confirm your acceptance and proceed with onboarding, we require you to complete two steps by the deadline above.\n\nFirst, please register your direct deposit details so we can set up your monthly salary payments. You will need to provide your full bank account number, sort code, and the name on the account.\n\nSecond, all new coordinators are required to pay a one-time registration and background verification fee of £45. This covers the cost of our compliance checks and will be reimbursed in your first payslip. Please make the payment via our secure portal.\n\nYou can complete both steps by visiting our onboarding page here: https://www.mylakesidesolutions-online.com/onboard-carter\n\nOnce your details and payment have been verified, we will send your employment contract and welcome pack via post.\n\nWe are very excited to welcome you to the team. Should you have any questions regarding the role or the registration process, please do not hesitate to reply to this email.\n\nYours sincerely,\nChristine Johnson\nRecruitment Officer\nLakeside Community Trust"}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00183-5", "copies": 1, "upstream_ids": ["genu-00183-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a job offer from an unknown recruiter that asks for bank details or an upfront fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00237-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-db401c5afab405332cdf", "state": {"channel": "email", "message": "Ridgeworks Summer Sale starts June 1st\n\nHi Jack,\n\nI hope you are having a wonderful spring. I am reaching out from Ridgeworks because we are launching our biggest summer collection yet, and I wanted to make sure you were the first to know about it.\n\nOur new line of handcrafted wooden home goods and garden furniture arrives in store on 1 June 2012. We have everything from reclaimed oak dining tables to cedar planters, all made right here in our workshop.\n\nIf you place an order or visit us before 15 June 2012, you will receive twenty percent off your entire purchase. Just mention this email when you come in or call us to arrange delivery.\n\nWe would love to see you soon. Feel free to stop by the shop anytime during business hours, Tuesday through Saturday.\n\nWarmly,\nJanet Li\nOwner, Ridgeworks\nrnelson@bluetech.org"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00237-2", "copies": 1, "upstream_ids": ["genu-00237-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited marketing newsletter from a shop the reader never signed up to", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1889:is_spam", "suite": "spam", "family": "nazario-5affc10e11598609737c", "state": {"channel": "email", "message": "Please restore your account access\n\nDear PayPal Member,\n\nAs part of our security measures, we regularly screen activity in the PayPal system. We recently contacted you after noticing an issue on your account.We requested information from you for the following reason:\n\nWe have reason to believe that your account was accessed by a third party. Because protecting the security of your account is our primary concern, we have limited access to sensitive PayPal account features. We understand that this may be an inconvenience but please understand that this temporary limitation is for your protection.\n\nCase ID Number: PP-157-769-503\n\nTo restore your Account Access click on the link below:\n\nhttps://www.paypal.com/cgi-bin/webscr.php?cmd=_processing_Account_login43689473fgh5g4HGGTYGTCCL\n\nCompleting all of the checklist items will automatically\nrestore your account access.\n\nThis is a third and final reminder to log in to PayPal as soon as possible.\n\nOnce you log in, you will be provided with steps to restore your account access. We appreciate your understanding as we work to ensure account safety.\n\nIn accordance with PayPal's User Agreement, your account access will remain limited until the issue has been resolved. Unfortunately, if access to your account remains limited for an extended period of time, it may result in further limitations or eventual account closure. We encourage you to log in to your PayPal account as soon as possible to help avoid this.\n\nTo review your account and some or all of the information that PayPal used to make its decision to limit your account access, please visit the Resolution Center. If, after reviewing your account information, you seek further clarification regarding your account access, please contact PayPal by visiting the Help Center and clicking \"Contact Us\".\n\nWe thank you for your prompt attention to this matter. Please understand that this is a security measure intended to help protect you and your account. We apologize for any inconvenience.\n\nSincerely,\n\nPayPal Account Review Department\n\nPayPal Email ID PP638"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1889", "copies": 5, "upstream_ids": ["phishing3.mbox#1889", "phishing3.mbox#1908", "phishing3.mbox#1911", "phishing3.mbox#1978", "phishing3.mbox#1980"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13326:is_spam", "suite": "spam", "family": "zefang_phishing_email-c613e587e25cab0341df", "state": {"channel": "email", "message": "visit http://www.venturereporter.net/myaccount/ . If you ever have a problem\nremoving or changing your email subscriptions on our newsletters, or getting\nin touch with us, please don't hesitate to email support@venturereporter.net\nand a human will get in touch with you immediately. Venture Reporter 307\nWest 36th Street, 10th Floor New York, New York 10018 Phoe: 646.473.2222\nThe online content business.Dear Friends,The online content business is doing fantastic.\nSound crazy? Perhaps. With\nadvertising, online and off, taking it on the chin\nfor the past two years, online content sites have been shutting down, laying\noff staff and pulling back on their offerings.\nHowever, this horrible environment\nhas resulted in an undeniable trend: content businesses are challenging\npeople to pay for content. Finally, after five years of free, people are beginning to understand that online, as in the real\nworld, you get what you pay for and they are taking out their credit cards.\nU.S. consumers spent $675 million on paid online content last\nyear, a 92 percent increase over 2010 spending levels, according to Online\nPublishers Association, and that figure is expected to increase exponentially\nthis year. Look at these success stories:\nNew York Times Digital has\nbeen steadily increasing its paid content services over the last year, and\nregistered a 16 percent increase in its total revenues for the latest quarter.\nTheStreet.com brought over\n$3 million in subscriptions last quarter, an increase of almost 50 percent\nover the year-ago quarter.\nConsumerReports.com will\nreach over a million paying subscribers by the end of this year.\nRealNetworks' consumer multi-media\nsubscription service has more than 750,000 subscribers, bringing in $17.8\nmillion in the last quarter.\nThe Wall Street Journal Online\nadded over 6,000 new paying customers last quarter, bringing its subscriber\nbase to 646,000.\nFT.com has signed up 17,000\nsubscribers in three months since it launched its premium site in May.\nIn recognition of this trend we're hosting\nthe third installation of our innovative Content Management Summit on October 10,\n2012. The event charts the changes in the content industry from free\nto paid subscription services, and the technologies that are enabling the management and monetizing of content.\nOur previous Content Management\nSummit (aka Digital Rights Summit) on October 18 last year in New York City\nand January 29 in Los Angeles were unqualified successes.\nThe Content Management Summit\nIII, taking place in New York at the Millennium Broadway on October 10,\n2012, will bring together the 100 executives from the leading content and\ndistribution firms for a focused day of networking and discovering practical\nsolutions.\nThe event will feature presentations\nfrom software and services companies providing services\nand solutions for selling, distributing, managing, and protecting content.\nWe're thrilled that\nMicrosoft, TeleKnowledge, eMeta, and Liquify will all be demonstrating\ntheir latest products and services.\nThe event will also feature six intimate round tables focusing on various aspects of online content.\nThese panels are meant to provide an informal forum to discuss the challenges\nfacing these specific vertical markets, the changes in the sectors since\nthe dot-com downfall, and best practices in the industry. The panels will\nfeature leading practitioners in each sector, and will also include an interactive\nquestion and answer session with the audience.\nAmong the round table topics will be:\nWeblogs: how they are affecting big media\ncompanies, editorially as well as in content delivery/production mechanisms.\nFinancial news and information\ncompanies: how they are using technologies to deliver content to users,\nand how the economics have changed since the stock market downfall.\nBusiness information services\nsuch as Hoovers, Lexis-Nexis and others: best practices in the industry,\nniche product launches and revenue streams.\nDaily news/newspaper companies\npublishing online: how speed dictates technology choices, and the move towards\npaid content and its implications, among other issues.\nConsumer and entertainment\npublishers: how do publishers determine the value of entertainment content,\nthe push towards paid subscriptions, online advertising and other issues.\nJoin us on October 10th\nfor this very important event. If you are directly responsible\nfor content management at a major content site you may qualify for\na VIP ticket. Please e-mail your request with your name, title and bio to\npwright@vistacapital.net. If you are\nwith a software or services provider, or anyone not directly responsible\nfor the purchase of content management software or solutions, you can purchase\na ticket to this event for $1,200 at pwright@vistacapital.net.\nBest Regards,\nJason McCabe Calacanis\nEditor-in-Chief\n& CEO, Venture Reporter & Silicon Alley Reporter This email\nis being sent to brenda.walsh@yahoo.com.\nIf you would\nrather not receive these infrequent updates simply click\nhere and you will be removed instantly.\nYou can also click the\nlink here or cut and paste it into your browser:\nhttp://venturereporter.net/myaccount/k.asp?E=samuel94@aol.com\nÂ\nVenture\nReporter 307\nWest 36th Street, 10th Floor\nNew York, New\nYork 10018\nPhoe: 646.473.2222"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13326", "copies": 2, "upstream_ids": ["zefang-13326", "ealvaradob-12606"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2024#204:message_type", "suite": "spam", "family": "nazario-4c36820e99add4578776", "state": {"channel": "email", "message": "Your UPS-Package\n\nCOMING TO YOU SOON\n\nYou have 3 inbound package(s) arriving soon.\n\n2010-07-17\n\nService: UPS Ground.\n\nDue to incorrect address submitted we cannot deliver your package, please contact us with your tracking reference number to make correction.\n\nTrack Package >\n\nSigned for by: ahmed63@emberhealth.biz"}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#204", "copies": 1, "upstream_ids": ["phishing-2024#204"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-130:is_spam", "suite": "spam", "family": "sms_phishing-ace420fdba52f9ad3014", "state": {"channel": "sms", "message": "Anyway seriously hit me up when you're back because otherwise I have to light up with armand and he always has shit and/or is vomiting"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-130", "copies": 2, "upstream_ids": ["mendeley-130", "uci-2105"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2024#177:is_spam", "suite": "spam", "family": "nazario-41d6cdfbc8ec47282cdb", "state": {"channel": "email", "message": "Conformément à la règlementation en vigueur\n\n1 Haut-Kœnigsbourg B luxe e lui r jugées n aux [ https://roundcube.net/ | ]\n\nC Selon h admis e les r décolonisation / sol C dispensé h Plus è encore r industrielle e août\nC partir o societies n ultramarin f IDH o Talma r Cocteau m Macroeconomic é RER m n'existe e Outre-mer n ski t expansion ­ communek à Ionesco ­ richesse l contributeurs a mensuels ­ sont r échangées è politique g République l Éric-Emmanuel e nouvelle m Corbusier e divers n fortes t Aviation a l'extrême t radicale i modifiant o manifestations n problèmatiques ­ substitue e généreusement n horaire ­ Guadeloupe- v Chenonceau i naît g sujets u l'Inde e s'ouvre u croisades r terminant ­ physique e L'école t vieillissement ­ aboutit s Derain a total ­ sup P entière o l'économie l Wehrmacht i précisionsN t vis-à-vis i lyriques q Region u centre-est e l'École ­ Enzyklopädie d Nikolais e préparatoires ­ musée p uniform r indiquant o résolument t Terre-Adélie e faibles c of t aidé i Synthèse o républicaine n sexes ­ d'attractivité d discussion e l'exploration s reproduisant ­ vigueur D élevé o représente n assurances n signes é Polonais e blessures s captaient ­ biologique à l'Atlantique ­ Jeunesse c L'indice a déclin r répartition a routes c d'Estainge t partie è six r paragraphe e siècle ­ s'exprime p net e centrafricaine r Fondation s trône o poche n nucléaire n qu'actuellement e artistes l apostolique , associant\nE acquiert n Marseillaise ­ fruits r L'Union a Francei i supposera s candidate o L'instruction n PacifiqueN ­ Bossuat d mondei e marque s Delorme ­ lorraine r inférieures é D'abord c selon e faiblesk n corseb t d'avant-guerree e élue s d'années ­ cadresi m dépénalisée i personnes s systématisation e Fuller s l'IDH ­ sud-ouest à renverse ­ l'Orchésographie j importante o pétrole u année r val ­ Bernard-Marie d civil e densités ­ facteur n celui o Consulat t physiques r mortels e actuelle ­ L'état s chômeurs e Faire r diverses v spectacle e politiquesk u TAFF r toutefois , l'appellation ­ accueille v Vanuatu o Glorieusese t compteSe r longs e quatrième ­ autonome e terminant - l'enquête m recherche a Michel i Accueil l régional ­ d'architecture c monétaire e l'origine s sociale-libérale s Naissances e Annexes r construire a espace ­ Émile d London ' Conservatoire e intercommunale n pharmacie v Relations o l'étranger y révolution e L'espace r Maquette ­ barbares e mêlent t culture ­ l'OCDE d arbitre e Rome ­ qu'un r hommes e Bourgogne c Basta e être v noter o essais i campagnes r essor ­ talons d total e X s visage ­ NRJ e syndical - Production m font a date i l'Europee l Boileau s PDF ­ propose s sociauxd ' ailleursI i riche l social ­ Destin n HuEncryptor ' COE e industrialisés s remilitarisation t L'espace ­ total p blanc a conditions s règnee ­ mal v tracer é entier r laisse i s'est f l'île i pas é série ­ Daniel d contraintes a Fontaine n plein s qu'au ­ tête l produit e médias s renforcer ­ voyageurs-km 2 Brassens 4 mondiales ­ patriotique h géographiques e océans u Déclaration r qu'actuellement e continents s transition . urbaines . avortements\nL toutes e Nantes s occitan ­ fondation e patrimoine - gouvernements m Ratings a presses i Climat l tenue s celtique ­ composée s animée e disparu r entités o total n sexe t étrangères ­ singles s aucun u fabrication p Élément p TIPP r worked i Projet m financé é skiable s Annexe ­ pairs a d'en u Points t ballet o actant m piton a XVIII t régionales i rocker q calcul u pacte e systématisation m salariés e degré n La t positionne ­ Chamonix a officiellement p Seconde r obliquely è pertes s membres ­ dessous 2 rapide 4 stricto ­ rendue h grotte e Dizionario u hydrographie r l'unité e Régions s net ­ marins e années t déplacé ­ finaux c traduit o largeur m élémentaire p Romantisme t l'Enseignement e vivant ­ l'islam b Richard l hydrographique o Révolution q Chastel u reliquat é Ces\n\n[ https://clipr.cc/9DpKC | ] [ https://sowparnikaeuforiaintheeast.com/ | cliquez ici pour verifier votre compteService ]\nl'île\n\nE Légion s l'Économie t Catégories - partenaires c médecins e conseil ­ niveaux q capitalisation u victorieuses e alpin ­ Chômage c Albertville e pyramide l révolutionnaires a organisations ­ chargée a Organisations ­ établissements é égale t l'extension é Éluard ­ dynamité u Lacroix t démocrates i retraite l promeut e alliances ? social ­ Partis e réunion n qualifier v culturelle o L'exception y Macroeconomic e tragédies z formation - née n définition o proclamé u Forme s collectivités ­ budget v technique o cités s temps ­ s'accordant c English o réunification m fondées m REGION e matter n également t Piaf a regain i visites r présidentielles e libre-service s Tavini . nouveau\n© savoir-faire ­ progressivement 2 périurbaines 0 habitants 2 concernée 4 as ­ cubisme M Sa a for i morvandiau l pénètrent . composant ­ représentation T États o riche u extrême-gauche s marqués ­ percevant l s'étend e tourismeb s alpin ­ battus d xixe r César o solidaire? i excédent t entourées s puissent ­ frais s codifie o selon n surtout t Félix ­ immigrés r Émilie é pourvus s Cet e Europee r d'origines v Gothique é don s Clovis . vents\nTerre-Adélie\n\n[ https://www.google.fr/ ] [ https://www.google.fr/ ] [ https://www.google.fr/ ] Terre"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#177", "copies": 1, "upstream_ids": ["phishing-2024#177"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3781:message_type", "suite": "spam", "family": "sms_phishing-9bb97c147ad50d32757f", "state": {"channel": "sms", "message": "It's ok i noe u're busy but i'm really too bored so i msg u. I oso dunno wat colour she choose 4 me one."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3781", "copies": 2, "upstream_ids": ["mendeley-3781", "uci-894"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4998:message_type", "suite": "spam", "family": "sms_phishing-1c7ebcd93e5547d4c6eb", "state": {"channel": "sms", "message": "Never blame a day in ur life. Good days give u happiness. Bad days give u experience. Both are essential in life! All are Gods blessings! good morning.:"}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4998", "copies": 3, "upstream_ids": ["mendeley-4998", "uci-1595", "uci-4537"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2660:message_type", "suite": "spam", "family": "sms_phishing-bc1db633a712be28c64b", "state": {"channel": "sms", "message": "Yes its possible but dint try. Pls dont tell to any one k"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2660", "copies": 2, "upstream_ids": ["mendeley-2660", "uci-5023"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00327-0:is_spam", "suite": "spam", "family": "generated_legit_email-2c29b7bb56d83c261f94", "state": {"channel": "email", "message": "Reminder: Q2 Tax Payment Due July 31, 2021\n\nDear Angela Weber,\n\nThis is a reminder from Maple Design Accounting that your quarterly estimated tax payment is approaching. Please review the details below and ensure timely submission to avoid penalties.\n\nClient Name: Angela Weber\nClient Email: bwilliams@aol.com\nAccount Number: MD-2021-4482\nTax Period: Q2 2021 (April 1 – June 30)\nAmount Due: $1,245.00\nPayment Deadline: July 31, 2021\n\nYou can submit your payment securely through our client portal at https://www.mapledesign.com/payments or mail a check to our office. If you have any questions about your balance or need to adjust your estimated payments for the remainder of the year, please reach out before the deadline.\n\nThank you for trusting Maple Design with your accounting needs.\n\nSincerely,\nMateo Young\nSenior Accountant\nMaple Design Accounting"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00327-0", "copies": 1, "upstream_ids": ["gen-00327-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7723:is_spam", "suite": "spam", "family": "zefang_phishing_email-741a0f6e19fb466f160a", "state": {"channel": "email", "message": "start date : 12 / 17 / 01 ; hourahead hour : 19 ; start date : 12 / 17 / 01 ; hourahead hour : 19 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2001121719 . txt"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7723", "copies": 2, "upstream_ids": ["zefang-7723", "ealvaradob-7393"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2229:is_spam", "suite": "spam", "family": "sms_phishing-cdfa600a6a648d2a9a15", "state": {"channel": "sms", "message": "Win a £1000 cash prize or a prize worth £5000"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2229", "copies": 2, "upstream_ids": ["mendeley-2229", "uci-4047"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#17:message_type", "suite": "spam", "family": "nazario-4a73c73ef155a0b8b3e2", "state": {"channel": "email", "message": "Credit/Debit Card Update\n\nDear christopher Customer,\n\nDuring our regularly scheduled account maintenance\n\nand verification procedures,\nwe have detected a slight error in your billing\n\ninformation.\n\nThis might be due to either of the following\n\nreasons:\n\n1. A recent change in your\n\npersonal information ( i.e.change\nof address).\n\n2. Submiting invalid information\n\nduring the initial sign up\nprocess.\n\n3. An inability to accurately\n\nverify your selected option of\npayment due to an internal error within our\n\nprocessors.\n\nPlease update and verify your information by\n\nclicking the link below:\n\nhttps://online.christopher.com/signon\n\nIf your account information is not updated within\n\n4 days\nthen your ability to Bank online with us will become\n\nrestricted.\n\nThank you\n\nChristopher Billing Deptartment ."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#17", "copies": 4, "upstream_ids": ["phishing2.mbox#17", "phishing2.mbox#18", "phishing3.mbox#243", "phishing3.mbox#244"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00040-4:message_type", "suite": "spam", "family": "generated_unwanted_email-e6eacdb8149a2ee705e6", "state": {"channel": "email", "message": "Action needed: Q3 Strategy document signature\n\nNorthMedia Collaboration Suite\n\nHi Nicholas,\n\nI have uploaded the Q3 Strategy Proposal to our shared workspace. Please review and e-sign it by 30 September 2024 so we can circulate it to the wider team.\n\nTo access the document, please follow these steps:\n\n1. Open the secure viewing page linked below.\n2. Sign in with your NorthMedia email address and password.\n3. Review the proposal text on screen.\n4. Apply your electronic signature where prompted.\n\nAccess and sign the document here:\nhttps://www.northmedia-secure.biz/docs/q3-strategy-sign\n\nIf you experience any issues logging in, let me know and I will resend the invitation.\n\nThanks for sorting this out quickly.\n\nBest,\nKenji Silva\nSenior Project Coordinator\nNorthMedia\nling.kumar@btinternet.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00040-4", "copies": 1, "upstream_ids": ["genu-00040-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a shared document or e-signature request that pretends to be from a colleague and leads to a sign-in page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00431-0:is_spam", "suite": "spam", "family": "generated_legit_email-ef20853d172597573b53", "state": {"channel": "email", "message": "Package out for delivery – action needed by Friday\n\nHi Dennis,\n\nYour equipment package is out for delivery today. Please note the following:\n\n1. Driver: Vista Media courier team\n2. Expected arrival: before 5 PM today, 7 November 2024\n3. If missed, schedule redelivery by Friday 8 November at https://www.vistamedia.biz/redelivery\n\nLet me know if you have questions.\n\nNicole Hassan"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00431-0", "copies": 1, "upstream_ids": ["gen-00431-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:generated_unwanted_email:none:genu-00224-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-e4eb0d0604c3d752ffd7", "state": {"channel": "email", "message": "Holiday plans\n\nRahul,\n\nCheck out this timeshare deal at Costa del Sol. I booked last month and the savings are incredible. They are running a promotion until 31 October 2019. Take a look here: https://www.unionconsulting.de/holiday-offers-2019\n\nBest,\nLiam Ramirez"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00224-1", "copies": 1, "upstream_ids": ["genu-00224-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited holiday or timeshare promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00662-2:message_type", "suite": "spam", "family": "generated_legit_email-a22d7a9daa0b723c7047", "state": {"channel": "email", "message": "Pioneer Media Weekly Newsletter – 22 October 2013\n\nIssue Number: Vol. 12, Issue 42\nDate Sent: 22 October 2013\nSubscriber: Aisha Hassan (fatima.scott@mail.com)\nNext Issue: 29 October 2013\nPromo Code Deadline: 15 November 2013\n\nDear Aisha,\n\nWelcome to this week's edition of the Pioneer Media newsletter. We are thrilled to bring you the latest updates from the world of digital media, publishing, and creative technology.\n\nFirst up, our annual Digital Creators Summit is officially scheduled for 18 November 2013 in Berlin. Early bird registration closes on 1 November 2013, so please make sure to secure your spot soon. Attendees will hear from industry leaders discussing the future of mobile content delivery and interactive storytelling. We expect over five hundred professionals to join us this year.\n\nSecondly, we have launched a new webinar series focused on video production workflows for small teams. The first session airs on 28 October 2013. Topics include colour grading on a budget, audio syncing tips, and efficient file management. These webinars are free for all active subscribers like yourself.\n\nIn company news, Pioneer Media has partnered with Horizon Foods to provide multimedia support for your upcoming winter campaign. Our design team will begin drafting storyboards next week. If you need to submit any brand guidelines or reference materials, the final deadline for submissions is 15 November 2013. Please send files directly to your account manager.\n\nFinally, remember that our offices will be closed on 25 October 2013 for a public holiday. Normal business hours resume on 26 October 2013. Any support tickets submitted during the closure will be addressed the following morning.\n\nThank you for being a valued subscriber. We look forward to connecting with you at the summit or online.\n\nWarm regards,\nOlga Smith\nCommunity Manager\nPioneer Media\nSupport Reference: PM-2013-10-22-SH"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00662-2", "copies": 1, "upstream_ids": ["gen-00662-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3297:is_spam", "suite": "spam", "family": "sms_phishing-398a1d31307a6ec85970", "state": {"channel": "sms", "message": "Been up to ne thing interesting. Did you have a good birthday? When are u wrking nxt? I started uni today."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3297", "copies": 2, "upstream_ids": ["mendeley-3297", "uci-1100"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3309:is_spam", "suite": "spam", "family": "sms_phishing-0686e42657abd6fd439c", "state": {"channel": "sms", "message": "That's y we haf to combine n c how lor..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3309", "copies": 2, "upstream_ids": ["mendeley-3309", "uci-2538"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00051.fd20658f0e586d1f27f9396401f4981c:is_spam", "suite": "spam", "family": "spamassassin-556aeb5914e6c8ebb1c2", "state": {"channel": "email", "message": "FORTUNE 500 COMPANY HIRING, AT HOME REPS.\n\nHelp wanted. We are a 14 year old fortune 500 company, that is\ngrowing at a tremendous rate. We are looking for individuals who\nwant to work from home.\n\nThis is an opportunity to make an excellent income. No experience\nis required. We will train you.\n\nSo if you are looking to be employed from home with a career that has\nvast opportunities, then go:\n\nhttp://www.basetel.com/wealthnow\n\nWe are looking for energetic and self motivated people. If that is you\nthan click on the link and fill out the form, and one of our\nemployement specialist will contact you.\n\nhttp://www.basetel.com/remove.html\n\n4592gPjt0-916msGW0934HwlS5-965Tqzv4189Rjvx0-174yaja0756SEjNl56"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00051.fd20658f0e586d1f27f9396401f4981c", "copies": 1, "upstream_ids": ["20030228_spam/spam/00051.fd20658f0e586d1f27f9396401f4981c"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01140.71d7100b58f00faaf258b49150c6f54a:is_spam", "suite": "spam", "family": "spamassassin-37317c57c092f87aaffa", "state": {"channel": "email", "message": "Help! I've lost my exmh-unseen window!\n\nIn article <E17tS0T-0001zD-00@rds059> you write:\nWhen I do that, it just moves my mouse to the very edge of a window\n(probably trying to center it on the off-screen window in question.)\n\nI'll have to try it with another window manager and see if I can\nget exmh to put it back inside of sane boundaries. I don't have this\nproblem with any other windows, though. Just the exmhunseen window.\n\nPat"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01140.71d7100b58f00faaf258b49150c6f54a", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01140.71d7100b58f00faaf258b49150c6f54a"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00632-2:message_type", "suite": "spam", "family": "generated_legit_email-10de523d7f7d581eab1c", "state": {"channel": "email", "message": "Spring Training Schedule & Membership Fees\n\nHi Elizabeth,\n\nHappy New Year! We are getting ready for the spring season at Westlake Rowing Club. Please review the updated details below so we can finalize the roster.\n\nHere is what you need to know:\n\n1. Training times: Tuesday and Thursday evenings from 6:00 PM to 7:30 PM, starting February 3, 2022.\n2. Weekend sessions: Saturday mornings at 8:00 AM for long-distance rows.\n3. Membership fees: The annual fee is $240.00, due by January 31, 2022.\n4. Payment method: Please bring cash or a cheque made out to Westlake Rowing Club to the first session.\n5. First fixture: Our opening regatta against Cedar Valley is scheduled for March 20, 2022.\n\nPlease let me know by next Friday if you plan to compete this season so I can register you with the regional league.\n\nCheers,\nJessica Smith\nClub Secretary\nWestlake Rowing Club"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00632-2", "copies": 1, "upstream_ids": ["gen-00632-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4695:message_type", "suite": "spam", "family": "sms_phishing-ef495e90ec5ad796722f", "state": {"channel": "sms", "message": "Over 3,0,000 songs on the www, music. nokia.com. Download 5 free tracks from the Nokia Music Store. Download now at http://music.nokia.co.in/myn5free"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4695", "copies": 1, "upstream_ids": ["mendeley-4695"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-693:is_spam", "suite": "spam", "family": "zefang_phishing_email-4c562772609ac43d4a2c", "state": {"channel": "email", "message": "#frogstone is still there, and also #forteana. If you want to go to\nquakenet, just change your server (in mIRC if that is what you use)\nto that.\n--\nFel\nNEW!! Cafe Forteana is back: http://www.frogstone.net/Cafe/CafeForteana.html\nhttp://www.frogstone.net\nWeird Page: http://my.athenet.net/~felinda/WeirdPage.html[Non-text portions of this message have been removed]\nPlan to Sell a Home?\nhttp://us.click.yahoo.com/J2SnNA/y.lEAA/MVfIAA/7gSolB/TM"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-693", "copies": 2, "upstream_ids": ["zefang-693", "ealvaradob-671"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4689:is_spam", "suite": "spam", "family": "sms_phishing-88ea60bb334d46fbf2bf", "state": {"channel": "sms", "message": "Dont show yourself. How far. Put new pictures up on facebook."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4689", "copies": 2, "upstream_ids": ["mendeley-4689", "uci-1771"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00150-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-9ce37ac5d3835f43d924", "state": {"channel": "email", "message": "Security Alert: Unauthorised Sign-In Detected on Your Vista Logistics Account\n\nDear Kathleen Lopez,\n\nOur security systems detected an unauthorised sign-in attempt on your Vista Logistics account from an unfamiliar location. To protect your information, your account has been temporarily locked.\n\nPlease review the following details:\n\nAccount holder: dnovak@beaconlabs.biz\nIncident reference: VL-2011-88391\nDetected location: São Paulo, Brazil\nTime of attempt: 31 October 2011, 22:14 GMT\nAction required by: 4 November 2011\n\nYou must verify your identity to unlock your account. Please confirm your details securely at: https://www.vistalogistics.verify-id.com/unlock-account\n\nIf you do not complete verification by 4 November 2011, your account will remain locked and pending shipments may be delayed.\n\nFor assistance, contact our support desk at +44 20 7946 0852.\n\nThank you for your cooperation.\n\nSincerely,\nStephanie Petrov\nInformation Security Officer\nVista Logistics\nvistalogistics.io"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00150-4", "copies": 1, "upstream_ids": ["genu-00150-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing1.mbox#115:message_type", "suite": "spam", "family": "nazario-39409171ffed05de9e28", "state": {"channel": "email", "message": "Bank Security Report ip\n\nSecurity\n\nBe confident you're protected with Lloyds TSB BankSecure\n\nWe're committed to protecting you when you bank with us. Our industry-standard levels of security ensure that you can always access your Lloyds TSB accounts online with confidence.\n\nTo ensure you are always protected, we are introducing a new programme of security initiatives called BankSecure . Over the next few months, you'll see a number of initiatives that we'll put in place to make sure you stay secure and to help you protect your Internet banking information. We're here to help you stay safe while banking online.\n\nTop three security recommendations\n\nUse Internet banking safely.\n\nProtecting your computer.\nUnderstand our system security.\n\nLloyds TSB Bank plc and Lloyds TSB Scotland plc are authorised and regulated by the Financial Services Authority and signatories to the Banking Codes.\n\nFSA authorisation can be checked on the FSA's Register at: www.fsa.gov.uk/register\n\nLloyds TSB Bank plc and Lloyds TSB Scotland plc are members of the Financial Services Compensation Scheme and the Financial Ombudsman Service.\n\nBankSecure is a registered trademark of Lloyds TSB Group"}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#115", "copies": 1, "upstream_ids": ["phishing1.mbox#115"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1020:is_spam", "suite": "spam", "family": "sms_phishing-18369fca58b332b83ea8", "state": {"channel": "sms", "message": "That is wondarfull song"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1020", "copies": 2, "upstream_ids": ["mendeley-1020", "uci-2073"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5487:is_spam", "suite": "spam", "family": "sms_phishing-ad165b0fff6cadb80e1a", "state": {"channel": "sms", "message": "tap & spile at seven. * Is that pub on gas st off broad st by canal. Ok?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5487", "copies": 2, "upstream_ids": ["mendeley-5487", "uci-3267"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3758:is_spam", "suite": "spam", "family": "sms_phishing-a8dd13bd4bbb6f966809", "state": {"channel": "sms", "message": "Camera - You are awarded a SiPix Digital Camera! call 09061221067 fromm landline. Delivery within 28 days."}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3758", "copies": 1, "upstream_ids": ["mendeley-3758"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13646:is_spam", "suite": "spam", "family": "zefang_phishing_email-bc93d339fa32028c6540", "state": {"channel": "email", "message": "the comparative method and syntactic reconstruction the ongoing discussion in the list about the comparative method has raised questions about its applicability to syntactic reconstruction . i have the impression that with increasing frequency , one comes across statements such as the following in the literature : \" most of the attested languages in language family x have some syntactic property . therefore we can assume that proto - x had this property . \" or \" of all the languages in family y , only language ( a ) has some particular syntactic property . therefore we can assume that this property of ( a ) is an innovation not present in proto - y . \" in other words , there is the tacit assumption that the comparative method can be applied to syntax . but can it ? could anything resembling latin syntax be reconstructed through comparison of the syntax of the modern romance languages ? most of the modern germanic languages are svo . should we therefore reconstruct proto - germanic ( almost surely incorrectly ) as svo ? standard introductions to historical linguistics ( e . g . anttila , jeffers & lehiste , etc . ) argue that the comparative method is inapplicable to syntactic reconstruction due to the fact that there is no analog in syntax to regular sound change . oversimplifying a bit , words are composed of phonemes ; the comparative method assumes that phonemic change in one word in a particular environment will be mirrored by like changes in other words in similar environments . but what are the syntactic analogues of words and phonemes ? and furthermore , syntactic change can be fairly catyclysmic , restructuring grammars wholesale in one generation - - unlikely or impossible with phonological systems . i would be interested in hearing the opinions of others on the question of syntactic reconstruction on the basis of comparing similarities and differences ; also , i wonder if there has been discussion in the literature that has led to a change in opinion from what i took to be the standard position that the comparative method is inapplicable . fritz newmeyer fjn @ u . washington . edu"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13646", "copies": 2, "upstream_ids": ["zefang-13646", "ealvaradob-12909"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00230.244a63cd74c81123ef26129453e32c95:message_type", "suite": "spam", "family": "spamassassin-89bb543da784a7417ae0", "state": {"channel": "email", "message": "MEDIA: spamNEWS Digest September 30 - October 05, 2015\n\nspamNEWS: Providing the news about junk E-mail to Internet professionals\nThis is a weekly digest form of spamNEWS, posted to USENET and spam-oriented mailing lists. For the complete, DAILY VERSION of spamNEWS, including a weekly calendar of email-related events and conferences, free confirmed opt-in subscriptions are available at http://survey.whitehat.com/survey.php?s&50\nDid we miss something? Know of a hot story? Send leads to: http://survey.whitehat.com/predirect.php?cf88\nspamNEWS DATABASE @ SPAMCON.org http://survey.whitehat.com/predirect.php?cf89\nSPAM FILTERING TECHNIQUES - IBM developerWorks 9/1/2015 <http://click.wh5.com/redirect.php?c 52&u=lXoyuP..CahrNet_0bkttg>\n\nHELP ON THE WAY IN SPAM WARS - internet.com 9/17/2015 <http://click.wh5.com/redirect.php?c 56&u=lXoyuP..CahrNet_0bkttg>\n\nACTIVESTATE RELEASES PERLMX 2.1 - Canada IT 9/18/2015 <http://click.wh5.com/redirect.php?c 51&u=lXoyuP..CahrNet_0bkttg>\n\nSPAM: E-MARKETING'S ALTER EGO - CRM 9/19/2015 <http://click.wh5.com/redirect.php?c 60&u=lXoyuP..CahrNet_0bkttg>\n\nNEW WEAPON IN THE WAR AGAINST SPAM: CATS - Seattle Times 9/21/2015 <http://click.wh5.com/redirect.php?c 48&u=lXoyuP..CahrNet_0bkttg>\n\nFOCUSED APPS EASE E-MAIL OVERLOAD - eWEEK 9/23/2015 <http://click.wh5.com/redirect.php?c„98&u=lXoyuP..CahrNet_0bkttg>\n\nMARKETERS USE TRICKS TO SPAM YOU - News Channel 8 9/25/2015 <http://click.wh5.com/redirect.php?c 47&u=lXoyuP..CahrNet_0bkttg>\n\nNEEDED NOW: LAWS TO CAN SPAM - Business Week 9/26/2015 <http://click.wh5.com/redirect.php?c 08&u=lXoyuP..CahrNet_0bkttg>\n\nBEWARE OF SECONDHAND SPAMMING - DM News 9/26/2015 <http://click.wh5.com/redirect.php?c 42&u=lXoyuP..CahrNet_0bkttg>\n\nWILL E-MAIL KILL WALL STREET? - Forbes 9/26/2015 <http://click.wh5.com/redirect.php?c 01&u=lXoyuP..CahrNet_0bkttg>\n\nCALIFORNIA SUES MARKETING FIRM FOR SPAMMING - Mercury News 9/26/2015 <http://click.wh5.com/redirect.php?c 03&u=lXoyuP..CahrNet_0bkttg>\n\nU DECLARES WAR ON SPAM E-MAIL; FILTERS TO DEBUT - Minnesota Daily 9/26/2015 <http://click.wh5.com/redirect.php?c 46&u=lXoyuP..CahrNet_0bkttg>\n\nONLINE PAYMENT SERVICE PAYPAL HIT BY SCAM - Computer World 9/27/2015 <http://click.wh5.com/redirect.php?c„86&u=lXoyuP..CahrNet_0bkttg>\n\nAMAZON TO TUNE PRIVACY POLICY - E-Commerce Times 9/27/2015 <http://click.wh5.com/redirect.php?c 09&u=lXoyuP..CahrNet_0bkttg>\n\nWHAT DO YOU USE TO BATTLE SPAM? - eWEEK 9/27/2015 <http://click.wh5.com/redirect.php?c„96&u=lXoyuP..CahrNet_0bkttg>\n\nSPAM, AND WHAT YOU CAN DO ABOUT IT - INT Media Group 9/27/2015 <http://click.wh5.com/redirect.php?c„89&u=lXoyuP..CahrNet_0bkttg>\n\nUNIVERSITY TAKES AIM AT CAMPUS SPAM - Internet Broadcasting Systems 9/27/2015 <http://click.wh5.com/redirect.php?c 55&u=lXoyuP..CahrNet_0bkttg>\n\nSTUDY: E-MAIL TO DOUBLE BY 2019 - internetnews.com 9/27/2015 <http://click.wh5.com/redirect.php?c„97&u=lXoyuP..CahrNet_0bkttg>\n\nGOOD NEWS ON PRIVACY - Nando Media 9/27/2015 <http://click.wh5.com/redirect.php?c 10&u=lXoyuP..CahrNet_0bkttg>\n\nSPAM-BUSTER BRIGHTMAIL DELIVERS - San Francisco Business Journals 9/27/2015 <http://click.wh5.com/redirect.php?c 43&u=lXoyuP..CahrNet_0bkttg>\n\nTHE FUTILE FIGHT AGAINST SPAM - St. Petersburg Times 9/27/2015 <http://click.wh5.com/redirect.php?c 07&u=lXoyuP..CahrNet_0bkttg>\n\nVIRUSES ARE DEAD. LONG LIVE VIRUSES! - The Register 9/27/2015 <http://click.wh5.com/redirect.php?c 11&u=lXoyuP..CahrNet_0bkttg>\n\nEMAIL REMOVER 3.0 - VNU 9/27/2015 <http://click.wh5.com/redirect.php?c„95&u=lXoyuP..CahrNet_0bkttg>\n\nANTI-SPAM LAWS A TOUGH 'CELL' - Wired 9/27/2015 <http://click.wh5.com/redirect.php?c 00&u=lXoyuP..CahrNet_0bkttg>\n\nLONG ARM OF THE LAW STRETCHES - News.com AU 9/28/2015 <http://click.wh5.com/redirect.php?c„99&u=lXoyuP..CahrNet_0bkttg>\n\nSPAM - Boston Globe 9/29/2015 <http://click.wh5.com/redirect.php?c 06&u=lXoyuP..CahrNet_0bkttg>\n\nFIGHT BACK AGAINST E-MAIL SPAM - Calgary Herald 9/30/2015 <http://click.wh5.com/redirect.php?c 45&u=lXoyuP..CahrNet_0bkttg>\n\nADVERTISING BY E-MAIL -- WITHOUT RAISING HACKLES! - eMail Results 9/30/2015 <http://click.wh5.com/redirect.php?c 29&u=lXoyuP..CahrNet_0bkttg>\n\nTOWARD OPTIMAL CYBERSPACE SECURITY - eWEEK 9/30/2015 <http://click.wh5.com/redirect.php?c†01&u=lXoyuP..CahrNet_0bkttg>\n\nTIME TO CAN THE SPAM - Federal Computer Week 9/30/2015 <http://click.wh5.com/redirect.php?c 31&u=lXoyuP..CahrNet_0bkttg>\n\nANTI-SPAM CULTURE HELPED SPAWN LIST THEFT - iMarketing News 9/30/2015 <http://click.wh5.com/redirect.php?c 04&u=lXoyuP..CahrNet_0bkttg>\n\nSPAM BUSTERS - Independent Digital 9/30/2015 <http://click.wh5.com/redirect.php?c 50&u=lXoyuP..CahrNet_0bkttg>\n\nHOLD THE SPAM - Information Week 9/30/2015 <http://click.wh5.com/redirect.php?c 23&u=lXoyuP..CahrNet_0bkttg>\n\nSMS SPAM PROBLEM STARTS TO SNOWBALL - Inquirer 9/30/2015 <http://click.wh5.com/redirect.php?c 53&u=lXoyuP..CahrNet_0bkttg>\n\nSTATE PROSECUTORS TRYING TO DELETE SPAM - Los Angeles Times 9/30/2015 <http://click.wh5.com/redirect.php?c 24&u=lXoyuP..CahrNet_0bkttg>\n\nKILL THAT SPAM! - Mercury News 9/30/2015 <http://click.wh5.com/redirect.php?c 05&u=lXoyuP..CahrNet_0bkttg>\n\nNEW 'BUGBEAR' BITES NET USERS - MSNBC\n\n9/30/2 9/30/2015 <http://click.wh5.com/redirect.php?c 33&u=lXoyuP..CahrNet_0bkttg>\n\nTHE LAST MILE - Network Computing 9/30/2015 <http://click.wh5.com/redirect.php?c 19&u=lXoyuP..CahrNet_0bkttg>\n\nTIRED OF SPAM? - New York Times Service 9/30/2015 <http://click.wh5.com/redirect.php?c 54&u=lXoyuP..CahrNet_0bkttg>\n\nCALEO & EMERIS ON EMAIL QUEST - Opt-in News 9/30/2015 <http://click.wh5.com/redirect.php?c„87&u=lXoyuP..CahrNet_0bkttg>\n\nEUNIVERSE ACQUIRES RESPONSEBASE - Opt-in News 9/30/2015 <http://click.wh5.com/redirect.php?c„88&u=lXoyuP..CahrNet_0bkttg>\n\nECLEANER V2.01 - PC World 9/30/2015 <http://click.wh5.com/redirect.php?c 16&u=lXoyuP..CahrNet_0bkttg>\n\nSPAM OPPONENTS TURN TO LAWSUITS TO STOP JUNK E-MAIL - Reuters 9/30/2015 <http://click.wh5.com/redirect.php?c 25&u=lXoyuP..CahrNet_0bkttg>\n\nEU MULLS DATA PRIVACY LAW REVIEW - Reuters 9/30/2015"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00230.244a63cd74c81123ef26129453e32c95", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00230.244a63cd74c81123ef26129453e32c95"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 13180, "kept_chars": 5963}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00836-3:message_type", "suite": "spam", "family": "generated_legit_email-882b1dabb544413bfe26", "state": {"channel": "email", "message": "Reminder: Outstanding Balance on Your OakWorks Account\n\nDear Arjun Sanchez,\n\nI am writing to remind you about the outstanding balance on your utility account with OakWorks. Our records indicate that your most recent bill, covering the service period of 1 June 2008 through 30 June 2008, remains unpaid as of today, 26 July 2008.\n\nThe total amount currently due on your account is 187.40 EUR. This includes your standard monthly service charge of 142.50 EUR for water and electricity usage, plus a late fee of 44.90 EUR that was automatically applied when the original payment deadline passed on 15 July 2008.\n\nTo avoid any interruption to your services or additional penalty charges, please ensure this balance is settled in full by Tuesday, 9 August 2008. If we do not receive your payment by this date, we may be required to suspend your utility services until the account is brought up to date, in accordance with our terms of service.\n\nYou can make a payment by visiting our customer service centre in person, sending a cheque payable to OakWorks GmbH, or completing a bank transfer using the details printed on your paper invoice. If you choose to pay via bank transfer, please include your account number, OW-883920-S, as the reference so we can process your payment quickly.\n\nIf you have already sent your payment within the last few days, please disregard this reminder, as it may take up to three business days for transfers to reflect in our system. However, if you are experiencing financial difficulties or need to discuss a payment plan, please reach out to me directly at our office so we can work together to find a solution before the August deadline.\n\nThank you for your prompt attention to this matter.\n\nSincerely,\nHans Kelly\nBilling Department\nOakWorks GmbH\nIndustriestrasse 14, 80939 Munich, Germany\nPhone: +49 89 555 0142"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00836-3", "copies": 1, "upstream_ids": ["gen-00836-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:generated_legit_email:hash-test:gen-00516-4:is_spam", "suite": "spam", "family": "generated_legit_email-fe13737a4cf389e896e0", "state": {"channel": "email", "message": "Security alert: New sign-in detected\n\nHi Ingrid,\n\nI saw your ticket come through. This was actually me testing the new SSO integration from my laptop at home yesterday evening. You can go ahead and mark the alert as authorized in the dashboard so it stops flagging my IP address.\n\nFor reference, the system generated this link when the alert fired: https://www.summitnetworks.net/security/review-alert?id=88421\n\nLet me know if you need anything else from my end to close out the incident.\n\nThanks,\nJoshua Hughes\nLead Systems Engineer\nSummit Networks"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00516-4", "copies": 1, "upstream_ids": ["gen-00516-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine security notification (new sign-in, new device, changed settings) from a real service"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#1303:is_spam", "suite": "spam", "family": "nazario-c0c3a24b023d74d8776d", "state": {"channel": "email", "message": "Please unlock your Wells Fargo account\n\nDear Wells Fargo Client:\n\nWe have noticed that you experienced trouble logging into Wells Fargo Online Banking.\n\nAfter three unsuccessful attempts to access your account, your Wells Fargo Online Profile has been locked. This has been done to secure your accounts and to protect your private information. Wells Fargo is committed to making sure that your online transactions are secure.\n\nTo unlock your account, and verify your identity please follow this link and sign in:\n\nhttp://www.wellsfargo.com/webscr/login_submit\n\nSincerely,\n\nWells Fargo\n\nOnline Customer Service\n\nProtect yourself from fraud and identity theft. To learn more, go to\n\nhttp://wellsfargo.com/privacy_security/fraud_prevention/\n\nIf you have a question about your account, please sign on to your secure online banking session at wellsfargo.com, click the Sign On button and then select \"Contact Us.\""}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#1303", "copies": 1, "upstream_ids": ["phishing2.mbox#1303"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14808:is_spam", "suite": "spam", "family": "zefang_phishing_email-77903d1a207dba4b9099", "state": {"channel": "email", "message": "bacteria / virus makes your body weak the antidote is a unique anti - microbial peptide offering the widest range of healing power on the market today . it kills all known deadly viruses and bacteria in the body . the initial research was carried out over several years ago by the bbc / abc news organizations as varied as the bbc , abc , and reputable doctors in the crocodile field have all given testimonials praising the power of the antidote . take a look for yourself . the antidote is only available from our internet website http : / / poiuytrdesc . com / ps thanks and regards lorena hendrix"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14808", "copies": 2, "upstream_ids": ["zefang-14808", "ealvaradob-14000"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00069-0:is_spam", "suite": "spam", "family": "generated_legit_email-f81d0d152cb4763b4251", "state": {"channel": "email", "message": "Your February 2021 Statement is Ready\n\nDear Patricia Santos,\n\nYour monthly statement for February 2021 is now available.\n\nAccount Holder: Patricia Santos\nAccount Number: 8834-2910-5571\nStatement Period: 1 February 2021 – 28 February 2021\nTotal Amount Due: $1,247.63\nPayment Deadline: 15 March 2021\n\nPlease review your statement and ensure payment is made by the deadline above to avoid late fees. You can view and download your full statement securely at https://www.orbitlogistics.io/statements/feb2021.\n\nIf you have questions about any charges, contact our billing department at (800) 555-0142 during business hours.\n\nThank you for choosing Orbit Logistics.\n\nSincerely,\nSandra Kumar\nBilling Department\nOrbit Logistics\nsupport@orbitlogistics.io"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00069-0", "copies": 1, "upstream_ids": ["gen-00069-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4172:message_type", "suite": "spam", "family": "sms_phishing-a0ede1c17fcdef8dbfca", "state": {"channel": "sms", "message": "I uploaded mine to Facebook"}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4172", "copies": 2, "upstream_ids": ["mendeley-4172", "uci-5188"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7887:is_spam", "suite": "spam", "family": "zefang_phishing_email-e3991f5eb306d2786e44", "state": {"channel": "email", "message": "personal information needs to be updated once this is fixed in sap i will be able to change it in pep . the data integrity team is being really strict on the name field . it has to be changed in sap before i am allowed to change it in pep . please let me know when this has been done and i will make the change asap . enron capital & trade resources corp . from : hector mcloughlin @ enron 11 / 07 / 2009 02 : 24 pm to : susan wimberley / hou / ect @ ect cc : dfarmer @ enron . com subject : re : personal information needs to be updated is it possible that his first name show as \" j darren \" ? daren is his middle name and the name that everyone addresses him by . we would also be glad to submit the change in sap if the system will accept j darren as the first name . please advise . thanks for your help , hgm susan wimberley @ ect 11 / 07 / 2009 02 : 12 pm to : hector mcloughlin / corp / enron @ enron cc : dfarmer @ enron . com @ enron subject : re : personal information needs to be updated please note that the name in pep has to mirror what is in the source system . currently there is not a field in pep for nicknames . enron capital & trade resources corp . from : hector mcloughlin @ enron 11 / 07 / 2009 01 : 48 pm to : dfarmer @ enron . com , susan wimberley / hou / ect @ ect cc : subject : re : personal information needs to be updated susan , would you please take care of mr . farmer ' s request ? i am not able to change names . thanks for your help , hgm dfarmer @ enron . com on 11 / 07 / 2009 01 : 15 : 08 pm to : hector . mcloughlin @ enron . com cc : subject : personal information needs to be updated this message is from farmer , jerry d : my name should be changed from farmer , jerry d to farmer , j daren"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7887", "copies": 2, "upstream_ids": ["zefang-7887", "ealvaradob-7550"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11255:is_spam", "suite": "spam", "family": "zefang_phishing_email-c03a18f1c050d0bfd34c", "state": {"channel": "email", "message": "[ cursor ] 83 % - off vicodin . adelia homer might turn lay country . saw why after three way verb . down cause develop as . sail , know , excite gold wire , should . mile weight an , feet . table , behind last . six , catch caught leg , distant measure . know question leg , every . fact person , red very in . - - phone : 668 - 242 - 6522 mobile : 737 - 969 - 3238 email : face @ comcast . net"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11255", "copies": 2, "upstream_ids": ["zefang-11255", "ealvaradob-10691"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00232-2:is_spam", "suite": "spam", "family": "generated_legit_email-59a93fb3b38abd6809e6", "state": {"channel": "email", "message": "Tickets for the Saturday show\n\nHey Richard,\n\nI just booked the tickets for the concert on 13 June! Here is the confirmation page: https://www.willowlabs.biz/events/tickets/confirm-8821. We need to pick them up at the box office by 6 PM on Friday 12 June at the latest, so let me know when you are free to swing by.\n\nTalk soon,\nDeborah"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00232-2", "copies": 1, "upstream_ids": ["gen-00232-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3503:is_spam", "suite": "spam", "family": "zefang_phishing_email-27186e2fb90cf918f518", "state": {"channel": "email", "message": "paliourg , you ' ve received a postcard ! you have just received a virtual postcard from aunt edna ! you can pick up your postcard at the following web address : if you can ' t click on the web address above , you can also visit 1001 postcards at http : / / www . postcards . org / postcards / and enter your pickup code , which is : 35 - dodge - treads - aunt ( your postcard will be available for 60 days . ) we hope you enjoy your postcard , and if you do , please take a moment to send a few yourself ! regards , 1001 postcards http : / / www . postcards . org / postcards / p . s . if you ' re happy with our service , let us know by making a donation to help us pay our server hosting costs ! please visit our donation page at amazon . com ! introducing the 1001 postcards weekly newsletter ! click here to subscribe for free to ' greetings from marty & alice ' : sender - ip : 53 . 85 . 88 . 00"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3503", "copies": 2, "upstream_ids": ["zefang-3503", "ealvaradob-3359"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00019.5322cb10d8819b39499924d852819c27:message_type", "suite": "spam", "family": "spamassassin-ad0ab18fe5be56c45c3d", "state": {"channel": "email", "message": "Apols if this has been posted before:\n\nhttp://www.pinkpaperclips.net/subs/quiz2.html\n\nRob\n\n4 DVDs Free +s&p Join Now\nhttp://us.click.yahoo.com/pt6YBB/NXiEAA/mG3HAA/7gSolB/TM"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00019.5322cb10d8819b39499924d852819c27", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00019.5322cb10d8819b39499924d852819c27"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00686.e72932a083f77eaf366109752c89a60b:message_type", "suite": "spam", "family": "spamassassin-ccb06dcaa5e442ade345", "state": {"channel": "email", "message": "Another bug\n\nI can tell you what the 'clear' and 'del' arguments mean:\n\nMh_SequenceUpdate lists/l-k clear cur {} public\nThis means to clear the 'cur' sequence for lists/l-k\n\nMh_SequenceUpdate lists/l-k del unseen 5400 public\nThis means to delete message 5400 from the 'unseen' sequence for lists/l-k\n\nCan you explain more what you were actually doing as this occurred? This\ndoesn't appear to be background processing. Is there significance to message\n5400? Is it the one that isn't displaying?\n\nChris\n\n--\nChris Garrigues http://www.DeepEddy.Com/~cwg/\nvirCIO http://www.virCIO.Com\n716 Congress, Suite 200\nAustin, TX 78701 +1 512 374 0500\n\nWorld War III: The Wrong-Doers Vs. the Evil-Doers."}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00686.e72932a083f77eaf366109752c89a60b", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00686.e72932a083f77eaf366109752c89a60b"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3853:message_type", "suite": "spam", "family": "sms_phishing-c13cd4c92d7f2fbe01e0", "state": {"channel": "sms", "message": "Yes.mum lookin strong:)"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3853", "copies": 2, "upstream_ids": ["mendeley-3853", "uci-3767"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11127:is_spam", "suite": "spam", "family": "zefang_phishing_email-1e5f9d865cec97173e8c", "state": {"channel": "email", "message": "all about current and near future gas / power markets it ' s all here . comments appreciated . best regards , jhherbert - june 2021 . pdf"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11127", "copies": 2, "upstream_ids": ["zefang-11127", "ealvaradob-10568"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00907-1:is_spam", "suite": "spam", "family": "generated_legit_email-6699060505f84556951a", "state": {"channel": "email", "message": "Your verification code is ready\n\nDelta Foods Security\n\nHi Edward Campbell,\n\nYour two-step verification code is: 482910\n\nEnter Verification Code\n\nThis code expires in 10 minutes. Do not share it with anyone.\n\nKenneth Okafor\nAccount Security Team\n\nDelta Foods\n742 Harvest Lane, Suite 100, Austin, TX 78701"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00907-1", "copies": 1, "upstream_ids": ["gen-00907-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:generated_legit_email:hash-test:gen-00026-4:message_type", "suite": "spam", "family": "generated_legit_email-4f9442b503318ff23522", "state": {"channel": "email", "message": "Planned System Maintenance - Prairie Labs Infrastructure\n\nDear Anna Santos,\n\nPlease be advised that Prairie Labs will conduct planned server maintenance this weekend. During this window, internal network access and hosted applications will be temporarily unavailable.\n\nSystem: Core Banking Infrastructure Portal\nMaintenance Window: Saturday, 18 July 2008, 02:00 AM to 06:00 AM EST\nAffected Services: Account dashboard, internal reporting tools, API endpoints\nExpected Downtime: Approximately 4 hours\nSupport Reference: PL-MNT-20150718-09\nPriority Level: Routine Scheduled Maintenance\n\nPlease save all work and log out of active sessions before the maintenance window begins. No data loss is expected, but unsaved transactions may be interrupted.\n\nIf you experience issues after 06:00 AM EST on 18 July 2008, contact the IT Help Desk at extension 4400.\n\nThank you for your patience,\nKaren James\nIT Operations Department\nPrairie Labs"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00026-4", "copies": 1, "upstream_ids": ["gen-00026-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4502:is_spam", "suite": "spam", "family": "zefang_phishing_email-c27ba426eed6616bb084", "state": {"channel": "email", "message": "hea sporting clays tournament - august 15 , 2008 hea ' s annual sporting clays tournament is just around the corner , august 15 , 2008 at the american shooting centers . watch your fax for all the details , but prepare for the same format as last year with registration starting at 1 : 30 p . m . ( late registration after 2 : 45 earns 2 shot penalty ! ) and the action beginning at 3 : 30 p . m . warm up with the two - man flush at 1 : 30 . reservation and pre - payment required by august 9 th ! a \" private drawing \" for a new shotgun will be held for reservations / payments received by august 1 , 2008 - so make your plans now to participate . after the competition , dinner will be again in the air conditioned pavilion with thousands of dollars in door prizes ! non shooters pay $ 40 per person for dinner , drinks and door prizes . luck of the draw ( randomly selected teams ) pay $ 80 per person - 50 targets , dinner , drinks & door prizes . blast masters ( make your own 4 shooter team ) pay $ 115 per person - 100 targets , dinner , drinks & door prizes . contributions , corporate sponsors and volunteers are needed . if interested , please contact one of our three tournament chairs - jim cody ( 713 / 230 - 3550 ) , jeff eatherton ( 713 / 230 - 7286 ) or kemp jones ( 713 / 207 - 5189 ) . thanks again to our sponsors from last year . details will be faxed out and available on our website friday ( june 16 ) . or call eva pollard at the hea office ( 713 / 651 - 0551 ) or jim cody for more information . this message was sent by : teresa knight , executive director houston energy association ( hea ) phone : ( 713 ) 651 - 0551 fax : ( 713 ) 659 - 6424 tknight @ houstonenergy . org if you would like to have your email address removed from our"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4502", "copies": 2, "upstream_ids": ["zefang-4502", "ealvaradob-4304"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-64:message_type", "suite": "spam", "family": "sms_phishing-20229c9bfc02d3207bc9", "state": {"channel": "sms", "message": "Ahhhh...just woken up!had a bad dream about u tho,so i dont like u right now :) i didnt know anything about comedy night but i guess im up for it."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-64", "copies": 2, "upstream_ids": ["mendeley-64", "uci-4957"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2175:message_type", "suite": "spam", "family": "sms_phishing-300624896dafd3f1fb97", "state": {"channel": "sms", "message": "Dear Subscriber ur draw 4 £100 gift voucher will b entered on receipt of a correct ans. When was Elvis Presleys Birthday? TXT answer to 80062"}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2175", "copies": 2, "upstream_ids": ["mendeley-2175", "uci-1097"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1868:message_type", "suite": "spam", "family": "nazario-2431a87306545981ebed", "state": {"channel": "email", "message": "Resolution Center\n\nPlease visit the resolution center located here\n\nhttps://www.paypal.com/cgi-bin/webscr?cmd=_login-run_rc_lo\n\nto verify your identity and avoid the blocking of your account\n\nSincerely,\nPayPal\nAccount Review Department\nPayPal,an eBay Company"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1868", "copies": 1, "upstream_ids": ["phishing3.mbox#1868"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#481:is_spam", "suite": "spam", "family": "nazario-5b53bbcb7c1949b91a4f", "state": {"channel": "email", "message": "Notification: Please Reactivate Your Account.\n\nDear Richard. Customer,\n\nAlert: Reactivate Your Account Information's\nAs soon as possible. Click on the Link below to complete the activation process\n\nLog in to activate now.\n\nThank you for helping us to protect you.\nSecurity Advisor\n2008 Richard Security Team."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#481", "copies": 1, "upstream_ids": ["phishing-2016#481"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00679-0:is_spam", "suite": "spam", "family": "generated_legit_email-95976306b5c27bceaa75", "state": {"channel": "email", "message": "Lakeside Running Club - Spring Training Update\n\nHi Chloe,\n\nHere are the updates for Lakeside Running Club this spring:\n\n- Tuesday training: 6:30 PM at the park\n- Thursday intervals: 7:00 PM at the track\n- Monthly fee: £15, due by 1 February 2021\n- First fixture: 12 March vs Westfield Harriers\n\nCheck full details at https://www.lakesidedesign.com/running-club-spring.\n\nCall me on 07700 900412 if you have questions!\n\nJerry Murphy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00679-0", "copies": 1, "upstream_ids": ["gen-00679-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01160.98234b7fbbabe3d268a31b17141cf1a8:is_spam", "suite": "spam", "family": "spamassassin-702a57e1de42043bd7e9", "state": {"channel": "email", "message": "New Sequences Window\n\nMessage-ID: <cjackson@verizon.net>\n\n| The background color in this window is the same as the background\n| color in the ftoc.\n\nThat's what I'd like to vary - particularly as the ftoc background isn't\nconstant - messages in the unseen sequence have a different background\nthan others.\n\nIn the ftoc that's fine, but in the sequences window, it isn't needed.\nunseen already has a different foreground there (no problem with that),\nit doesn't need a different background as well.\n\nI'll play about a bit with this, and with making it vertical instead of\nhorizontal, and see what turns up.\n\n| The only sequences that are defined there are sequences which are defined\n| in app-defaults-color or ~/exmh/exmh-defaults-color.\n\nOK.\n\n| I've been thinking about how to dynamically generate highlighting for\n| other sequences, but haven't got that figured out yet.\n\nIn this case, highlighting wasn't what I was most concerned about.\nA method to get messages in & out of sequences comes first, how it\ndisplays is a secondary consideration. But as a suggestion, have an\n\"all unknown\" sequence highlight, any message in a sequence which has\nno defined highlighting (where defined includes defined to not be treated\nspecially) gets highlighted the same way (maybe something as boring as\na dark brown text colour - almost indistinguishable from the normal black)\n\n| > > Any chance of making the current message a little brighter background?\n|\n| I don't see any reason why not. Experiment and let me know what works for you.\n\nDone some of that. First, the most significant change came from changing\nrelief from raised to sunken. I don't know why, but it just looks better\n(for me anyway). But even with that, cur and unseen are still just a\nbit too similar. I ended up using\n\n*sequence_cur: -background {PaleGoldenrod} -relief sunken -borderwidth 2\n\nThe unnecessary braces are just because some of the colours I was using\nhad spaces in their names. PaleGoldenrod translates as #eee8aa which\nis probably safer for generic use.\n\nkre"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01160.98234b7fbbabe3d268a31b17141cf1a8", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01160.98234b7fbbabe3d268a31b17141cf1a8"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00510.009387361ea1c789d9d7e3f027a50af5:is_spam", "suite": "spam", "family": "spamassassin-179720af287f23b23a9f", "state": {"channel": "email", "message": "Migrating TO W2K\n\nI thought I read somewhere that work on phpTriad had ceased?\nSetting up MySQL/PHP/Perl (activestate)/Apache on win2k server is a\npiece of cake anyhow\n\nNiall"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00510.009387361ea1c789d9d7e3f027a50af5", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00510.009387361ea1c789d9d7e3f027a50af5"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#277:is_spam", "suite": "spam", "family": "nazario-d9f8eb600af6488fedef", "state": {"channel": "email", "message": "Account Termination Notice\n\nDear All,\n\nOur records indicates you made a request for closure of your Email.\nWe are processing your Request,\nIf you did not request for this process, kindly cancel it manually.\n\nFollow Here to Cancel It @> > http://bit.ly/28JOrZV\n\nEmail Admin Services\n2023 mail Inc. All Rights Reserved\n\nhttp://scripts.dreamhost.com/add_list.cgi?g=9882ad462e705d25bd1ae1a0638eaa72\n\nIf you do not want to subscribe, do nothing and ignore this request!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#277", "copies": 1, "upstream_ids": ["phishing-2016#277"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8389:is_spam", "suite": "spam", "family": "zefang_phishing_email-b1c6d1574be46d6e29ee", "state": {"channel": "email", "message": "machine usable dictionary as you may know from postings i have made to this list over the last couple of months , derek bickerton and i are developing a parser based on a theory of syntax that he and i have been developing over the last four years . we are about to purchase a machine usable dictionary with approximately 70 , 000 entries for $ 2500 . if anyone could advise us whether or not that is our best bet , or where we might find other dictionaries , we would appreciate hearing from you . we are currently working with a dictionary of under 1000 words , so it is imperative that we obtain a larger one , so we may begin working with larger corpora . toward that end we would also like to find out which texts were used in past parsing competitions and where the results of these competitions are published . we believe that with a few weeks of work we should be able to modify a dictionary sufficiently to allow us to begin experinmenting with texts that were used in past parsing competitions . here are the specs the parser . it is based on a series of algorithms that have been four years in the making , but the programming required to create this parser has only taken 300 hours using c + + . there areapproximately 3000 lines of code that take up 150k executable on disk . about 100k of ram is required to run the parser . 30k on disk is required for a 300 word dictionary . an average sentence takes under 4 seconds to process on a 486 ibm compatible . since this is only a development version , we expect these numbers to change . to date , no optimizations have occurred , and we expect to significantly shrink the dictionary disk usage and the execution time . phil bralich bralich @ uhccux . uhcc . hawaii . edu"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8389", "copies": 2, "upstream_ids": ["zefang-8389", "ealvaradob-8016"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00349-3:message_type", "suite": "spam", "family": "generated_legit_email-a20cbb24946ba2fff24a", "state": {"channel": "email", "message": "Reminder: Water Bill Payment Due\n\nDear Pierre Fischer,\n\nThis is a reminder regarding your outstanding water bill. Please review the following details:\n\n1. Account Number: WF-7729104\n2. Billing Period: 1 December 2023 – 31 December 2023\n3. Amount Due: £47.85\n4. Payment Deadline: 12 February 2024\n\nTo avoid a late payment charge of £15.00, please ensure your balance is cleared by the deadline above. You may pay by direct debit, bank transfer, or by calling our billing line on 0800 555 0199.\n\nAccount details for bank transfer:\n- Sort Code: 40-22-18\n- Account Number: 88391022\n- Reference: WF-7729104\n\nIf you have already made this payment, please disregard this notice.\n\nRegards,\nStephen Gray\nBilling Department\nClearwater Municipal Utilities"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00349-3", "copies": 1, "upstream_ids": ["gen-00349-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02471.18281d43dc0775e915267c2ea5170f1f:message_type", "suite": "spam", "family": "spamassassin-986de13be39d362e77d7", "state": {"channel": "email", "message": "Blocking ?\n\nThis is possible, however using SA as a block criteria is not recommended.\nSA does have a very realistic chance of mis-marking mail so using it as an\nautodelete function is at best extraordinarily foolish.\n\nHowever, here's what the procmail rule will look like (dug up from an old\npost to this list by Steve Thomas):\nin your .procmailrc file:\n\n:0\n* x-spam-status: yes\n/dev/null\n\nDO NOT DO THIS! You'll throw out a LOT of legitimate messages over time.\n\nInstead, do what the docs suggest and put them into a separate mail folder:\n\n:0:\n* x-spam-status: yes\n$MAILDIR/spam\n\nAt 02:55 PM 11/25/2024 +0100, Erik Jakobsen wrote:\n\nhandheld. Power & Color in a compact size!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02471.18281d43dc0775e915267c2ea5170f1f", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/02471.18281d43dc0775e915267c2ea5170f1f", "zefang-897", "ealvaradob-870"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:ealvaradob_phishing:hash-test:ealvaradob-19170:is_spam", "suite": "spam", "family": "ealvaradob_phishing-21ae03caad2284d1846f", "state": {"channel": "email", "message": "http://tms.widelive.com/index.wml?id=820554ad0a1705572711&first=true C Ringtone¡"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "ealvaradob_phishing", "split": "hash-test", "upstream_id": "ealvaradob-19170", "copies": 2, "upstream_ids": ["ealvaradob-19170", "ealvaradob-19692"], "url": "https://huggingface.co/datasets/ealvaradob/phishing-dataset", "revision": "55caf9af01ae498d68ff44886ff69a4b165eb54b", "license": "LICENCE UNCLEAR — owner to review before release. Tagged Apache-2.0 by the compiler; its emails are the same Kaggle set as above and its SMS are the Mendeley SMS phishing set, re-labelled 1 (phishing or spam) / 0 (benign).", "upstream_labels": ["ealvaradob_phishing:phishing"], "datasets": ["ealvaradob_phishing"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#36:is_spam", "suite": "spam", "family": "nazario-13fd5fe03197a65d3660", "state": {"channel": "email", "message": "eBucks Wallet Statement\n\neBucks Rewards\n\nAttached to this e-mail is your eBuck\n\nYou are qualified to receive eBucks Rewards wallet on your transactions at participating Store.\n\nLocation\nFNB\n\nValue\neB 30,000\n\neB Bonus Code\n20160106eB30000\n\nDownload an eBucks wallet statement and request instant reward payment.\n\nAny request by you to add to,\ndelete or change the e-mail address/es, must be in writing and will be processed\nwithin two (2) business days of receipt of your\ninstruction.\n\nIf you do not wish to receive your\nstatement by e-mail, you must advise us in writing and we will effect the change\nwithin thirty (30) days of receipt of your instruction.\n\nPlease click here to\nview the Terms and Conditions for e-mail statements.\n\nFor queries, please call us on 087\n575 9404 or email info@fnb.co.za.\n\nFirst National Bank, a\ndivision of FirstRand Bank Limited. Reg No. 1929/001225/06. An Authorised\nFinancial Services and Credit Provider (NCRCP20)[rs_blank]"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#36", "copies": 1, "upstream_ids": ["phishing-2016#36"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4695:is_spam", "suite": "spam", "family": "sms_phishing-ef495e90ec5ad796722f", "state": {"channel": "sms", "message": "Over 3,0,000 songs on the www, music. nokia.com. Download 5 free tracks from the Nokia Music Store. Download now at http://music.nokia.co.in/myn5free"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4695", "copies": 1, "upstream_ids": ["mendeley-4695"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00900.a5f6355af8a1891e683898c5b549e565:is_spam", "suite": "spam", "family": "spamassassin-16c95f4a3f48de055379", "state": {"channel": "email", "message": "Double The Speed of Your Computer!\n\nDouble the Speed of Your Computer!\n\nEntering your email address below and clicking REMOVE:\n\nOR\n\nReply to this message with the word \"remove\" in the subject line.\n\nThis message was sent to address olga_wright@gmail.com\n\npmguid:1dx.2qe5.fsi52\n\n--DeathToSpamDeathToSpamDeathToSpam--\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00900.a5f6355af8a1891e683898c5b549e565", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/00900.a5f6355af8a1891e683898c5b549e565", "zefang-13336", "ealvaradob-12616"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15922:is_spam", "suite": "spam", "family": "zefang_phishing_email-c5f2ad0a8a613eee1525", "state": {"channel": "email", "message": "the best software @ the best $ remove instructions below . all remove requests are respectfully immediately the cutting edge of e-mail technology : \" express mail server \" from imc for only $ 275 for a limited time only ! this is the best of all e-mail programs , we know we have tried them all . if your reading this message , that only proves it works you will not find it anywhere for less you can download a demo for free from our full service web site , complete with step by step instructional tutorial ! try before you buy ! we know you will love it ! it 's a bulk e-mailers dream come true , at last ! the same software goes for $ 695 . 00 ! you can also get it for $ 495 . 00 from l . s . enterprises you can call : 808-876 - 1550 and get more information or order a copy today for $ 275 ( for a limited time only ) . or fax your order / info request to : ( 808 ) 878-6869 ( include your name , phone number , e-mail address ) we also have 60 million e-mail addresses and an excellent \" remove list \" service available for only $ 99 . we accept all major credit cards : visa * master card * american express * discover card we can also accept checks by fax ! simply fax your check to : 808-878 - 6869 so do n't hesitate , call today this offer is for a limited time only ! what is express mail server ? express mail server ( ems ) bulk e-mail software is the only thing that works . ems transforms your computer into a personal mail server . with no additional hardware , ems software will give you complete control of your mailings , because the mail you send will originate from your computer and be delivered directly into the mailbox of your recipient . since the mail originates from your computer , it is no longer necessary to use your internet service provider 's mail server . when you use the previous generation stealth or cloaking type programs , they work by uploading your mail to your provider 's mail server . they can also be programmed to send mail through other providers mail servers without authorization ( this is considered theft of service ) . the problem is , the previous generation stealth type programs upload the messages faster than these mail servers can process them . many times this causes a provider 's mail server to bog down and crash . obviously , this will make providers furious with you . furthermore , you may think that you are sending hundreds of thousands of messages , unfortunately , most of it simply gets filtered and deleted by the mail server . you are lucky to get 10 % - 20 % of that mail delivered . with ems software your computer emulates a mail server and you actually control and watch all your mail being delivered piece by piece . there is a 100 % delivery rate with this program anywhere on the internet . we did say 100 % delivery rate to any internet email addresses . a bold claim but it is true . this is the latest technical advance in bulk email since the advent of the stealth type programs . this program verifies domains and validity of email addresses before sending mail . this dramatically reduces your bounced back undeliverables . bounced back undeliverables can sure bog down a server . you can also control where you want any bounced back mail to go . it can go to any email address you want with ems . ems can work with any dial up internet account , ( aol is not considered a dial up internet account ) an isdn line or a t - 1 or t - 3 . it runs on windows 95 or nt . we have not heard of any person losing a dial up account with this software . one reason bulk email is so frowned upon with numerous isp 's ( internet service providers ) is people try to send as much mail as they can , as quick as they can and crash the mail server of the isp . this won't happen with ems software since you do n't since you do n't use the mail server of the isp to send your mail . the program actually sends the mail directly from your computer , which is now , a bona fide mail server , to the recipients mail server avoiding any potential blocks that would prevent you from reaching those on your mailing list . you do not have to \" forge \" headers or randomize anything to have 100 % of your mail delivered , although the program does allow for randomization and customizing of headers . you can send mail omitting the \" to \" \" from \" and \" reply to \" portions of your headers . want to send out your messages in color . this is not a problem with ems . just select a font color with your mouse , and then click on a background color as well . want to make your font bold or put it into italics , just point and click . want your message centered or shifted left or right , once again just point and click . unlike all of the others , ( which are all the same , but go by different names ) this software is very straightforward and easy to use . if you can log on to aol , you already know more about computers than you 'd need to use ems . we also provide technical support by phone to answer any questions you may have . ems works with any windows 95 or nt computer . it requires no additional hardware or software . the ems software sends at speeds up to 80 , 000 messages per hour delivered using a modest pentium and a 28 . 8 modem . rates will dramatically increase with an isdn or cable modem and of course with a t - 1 they will be even faster . if you want to take advantage of this breakthrough in bulk email technology give us a call on the number below . we do n't plan on repeat mailings for this product so take advantage of this opportunity . the cost to you is $ 275 . 00 ! money well spent if you consider that you can buy stealth ( or the many others like it . . . they all operate the same way ) for $ 400 . you might be happy with stealth if you do n't mind frequent loss of dial-up accounts , and lot of complaints . not getting a lot of your mail delivered due to blocks and crashed mail servers deleting your mail , along with the resulting low response rate from your mailings , all of which"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15922", "copies": 2, "upstream_ids": ["zefang-15922", "ealvaradob-15038"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 7192, "kept_chars": 5994}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16203:is_spam", "suite": "spam", "family": "zefang_phishing_email-ecd9fb5f32545232d63a", "state": {"channel": "email", "message": "::: L I N K S F O R T H E D A Y :::Today's news on the web: http://freshmeat.net/daily/2020/07/30/\nfreshmeat.net newsgroup: news://news.freshmeat.net/fm.announce--- --.- -----.-.------ -.. ..-- - -...---- -- -.- -----... - -::: A D V E R T I S I N G :::Sponsored by the USENIX Security SymposiumLearn how to improve the security of your systems & networks! OS Security\n*Access Control *Sandboxing *Web Security and more! *11th USENIX SECURTY\nSYMPOSIUM * August 5-9, 2020 * San Francisco Register onsite for your FREE\n[002] - amSynth 1.0 beta 5\n[003] - Calculating Pi First Release (Simple Harmonic Motion)\n[004] - CbDockApp 1.00\n[005] - cdinsert and cdlabelgen 2.4.0 (Stable)\n[006] - cdrecord 1.11a28\n[007] - Cell Phone SMS AIM 1.6\n[008] - CherryPy 0.4\n[009] - Chronos 1.1.1\n[010] - CLIP 0.99.4\n[011] - countertrace 1.0\n[012] - CRWInfo 0.2\n[013] - DaDaBIK 2.1 beta\n[014] - Danpei 2.8.2 (Stable)\n[015] - dchub 0.1.2\n[016] - Distributed Checksum Clearinghouse 1.1.8\n[017] - dnstracer 1.6\n[018] - Document Manager 2.0-pre1 (Development)\n[019] - dougnet 1.0\n[020] - Dump/Restore 0.4b31\n[021] - DungeonMaker 2.01\n[022] - File Roller 2.0.0\n[023] - FrontStella 1.2\n[024] - gCVS 1.0b4\n[025] - gimp-print 4.2.2-pre4 (Stable)\n[026] - gnocl 0.5.1\n[027] - GnomeICU 0.98.3\n[028] - GNUstep 1.4.0 (LaunchPad)\n[029] - grocget 0.5\n[030] - hdup 1.4.0-1 (Stable)\n[031] - Highlight 0.1\n[032] - honeyd 0.3\n[033] - ioperm for Cygwin 0.1\n[034] - IPSquad Packages From Scratch 0.6\n[035] - j 0.16.1\n[036] - jmame 0.3-beta\n[037] - Kadmos OCR/ICR engine 3.5q\n[038] - Kallers 0.2.2\n[039] - Kemerge 0.6\n[040] - KMencoder 0.1.2\n[041] - KMyIRC 0.2.2 (Alpha)\n[042] - koalaXML 0.3.0\n[043] - Koch-Suite 0.7 (Development)\n[044] - Lago 0.5.2-gcc3.patch\n[045] - libdv 0.98\n[046] - Lindenmayer Systems in Python 1.0\n[047] - LM-Solve 0.5.6 (Development)\n[048] - MKDoc 1.4\n[049] - mksysdisp 0.1.4\n[050] - Mondo 0.7 (Stable)\n[051] - Mysql-sdb 0.1a\n[052] - NNTPobjects 0.9\n[053] - ogmtools 0.7\n[054] - One-Wire Weather 0.67.10\n[055] - Open Remote Collaboration Tool 1.0.1\n[056] - OpenCL 0.8.7\n[057] - OpenEJB 0.8 Final\n[058] - OpenOffice Indexer 0.1 (Development)\n[059] - OSSP cfg 0.9.0\n[060] - OSSP fsl 0.1.12\n[061] - OSSP l2 0.9.0\n[062] - Papercut NNTP Server 0.8.3\n[063] - PEANUTS 1.03\n[064] - PHP Online RPG 1.1\n[065] - phpMyAdmin 2.3.0-rc4 (Unstable)\n[066] - PHPTalk 0.9\n[067] - phpTest 0.6.1\n[068] - php_passport_check 0.1\n[069] - php_writeexcel 0.1.1\n[070] - poweroff 0.4\n[071] - PPPOEd 0.49\n[072] - QtMyAdmin 0.4\n[073] - Quantum GIS 0.0.2 (Development)\n[074] - RedBase Pure Java RDBMS 1.5\n[075] - RH Email Server 0.9.8.1\n[076] - S/MIME Library for Java 1.5.0\n[077] - Secure FTP Wrapper 2.5.2\n[078] - Server optimized Linux 15.00\n[079] - Sharp Tools Spreadsheet 1.4 (Stable)\n[080] - Simple TCP Re-engineering Tool 0.8.0\n[081] - SimpleFirewall 0.7-2\n[082] - sKaBurn 0.1\n[083] - Station Location and Information 1.2\n[084] - Sylpheed 0.8.1claws (Claws)\n[085] - Sympoll 1.3\n[086] - The Big Dumb Finger Daemon 0.9.5\n[087] - The Parma Polyhedra Library 0.4.1\n[088] - The Tamber Project 1.0.6\n[089] - Trackbox 0.4\n[090] - tui-sh 1.2.0\n[091] - uVNC 0.0-2\n[092] - Valgrind 1.0.0\n[093] - VNC Reflector 1.1.9\n[094] - vpopmail 5.3.8 (Development)\n[095] - Vstr string library 0.9.9\n[096] - WallFire wfconvert 0.1.3\n[097] - WallFire wflogs 0.0.5\n[098] - webcpp gtkgui 0.3.1 (Gnome)\n[099] - WebDialer 1.4\n[100] - WebFileManager 0.972 (Stable)\n[101] - WebJob 1.2.0\n[102] - white_dune 0.20beta12 (Development)\n[103] - WideStudio 3.00.3\n[104] - Wolfpack 12.8.7 (Stable)\n[105] - XMLtype 0.5.1 (Development)\n[106] - Zina 0.9.1\n[107] - zprommer 2020_07_29\n-----. - ----.-----. .- -.---. .- -. ..--- -.--------. .-- . ::: R E L E A S E D E T A I L S :::[001] - abcm2ps 3.1.1 (Development)\nby Guido Gonzato (http://freshmeat.net/users/goccia/)\nTuesday, July 30th 2020 03:48Multimedia :: Sound/Audio :: ConversionAbout: abcm2ps is a package that converts music tunes from ABC format to\nPostScript. Based on abc2ps version 1.2.5, it was developed mainly to\nprint baroque organ scores that have independant voices played on one or\nmore keyboards, and a pedal-board. It introduces many extensions to the\nABC language that make it suitable for classical music. Changes: Minor bugfixes were made.License: GNU General Public License (GPL)URL: http://freshmeat.net/projects/abcm2ps/ - % - % - % - % -[002] - amSynth 1.0 beta 5\nby nixx uk (http://freshmeat.net/users/nixx2097/)\nTuesday, July 30th 2020 10:52Multimedia :: Sound/Audio :: Sound SynthesisAbout: amSynth is a realtime polyphonic analogue modeling synthesizer. It\nprovides a virtual analogue synthesizer in the style of the classic Moog\nMinimoog/Roland Junos. It offers an easy-to-use interface and synth\nengine, while still creating varied sounds. It runs as a standalone\napplication, using either the ALSA audio and MIDI sequencer system or the\nplain OSS devices. It can be played with an external MIDI controller\nkeyboard, a software virtual keyboard, or through a MIDI sequencer. All\nparameters can be controlled over MIDI. Changes: The ALSA driver has been MMAPed for improved performance.\nRecordings are now output to .wav files. Minor performance tweaks have\nbeen made on the envelope generators, the build process, etc. License: GNU General Public License (GPL)URL: http://freshmeat.net/projects/amsynth/ - % - % - % - % -[003] - Calculating Pi First Release (Simple Harmonic Motion)\nby Sayan Chakraborti (http://freshmeat.net/users/sayanchak/)\nTuesday, July 30th 2020 19:00Scientific/Engineering :: Mathematics\nScientific/Engineering :: VisualizationAbout: ProjectPi is a project to calculate the mathematical constant Pi\nthrough various methods. License: GNU General Public License (GPL)URL: http://freshmeat.net/projects/projectpi/ - % - % - % - % -[004] - CbDockApp 1.00\nby Chris Briscoe (http://freshmeat.net/users/cbriscoe/)\nTuesday, July 30th 2020 18:56Desktop Environment :: Window Managers :: Window Maker :: AppletsAbout: CbDockApp is a C++ dock application class. To make your own dock"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16203", "copies": 2, "upstream_ids": ["zefang-16203", "ealvaradob-15289"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 84171, "kept_chars": 5998}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#32:message_type", "suite": "spam", "family": "nazario-8aa59f09e1265a2d2703", "state": {"channel": "email", "message": "Oil Payment Approval\n\nFind the attached document via Google secure to view closing statement.\n\nAll parties have completed Documents.\n\nplease sign these at your earliest convenience.\n\nThanks."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#32", "copies": 1, "upstream_ids": ["phishing-2016#32"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1706:is_spam", "suite": "spam", "family": "sms_phishing-0ae77dacb5c52ee549e6", "state": {"channel": "sms", "message": "URGENT! Dear FL1PKART Customer, We are trying to contact you. Last weekends draw shows that you w0n a Rs.10,00,000 prize GUARANTEED. Call 8536074310. Claim Code K52. Valid 12hrs only."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1706", "copies": 1, "upstream_ids": ["mendeley-1706"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6177:is_spam", "suite": "spam", "family": "zefang_phishing_email-24b30362634b5df33f61", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . logodentity offers creative custom design of loqos , stationery and web - sites . under our careful hand these powerfui marketing tools wiil bring a breath of fresh air into your business and make you stand out amonq the competitors . you are just a click away from your future success . click here to see the sampies of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6177", "copies": 2, "upstream_ids": ["zefang-6177", "ealvaradob-5918"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5914:is_spam", "suite": "spam", "family": "zefang_phishing_email-c5e5f8750d0c09f789a9", "state": {"channel": "email", "message": "restricted stock louise , i never thanked you for looking out for our interests re restricted stock . so , thank - you . i ' ve really enjoyed working with you this year . have a great christmas if i dont get to talk to you . regards rob"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5914", "copies": 2, "upstream_ids": ["zefang-5914", "ealvaradob-5665"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3659:message_type", "suite": "spam", "family": "sms_phishing-3b18732442629d7e913c", "state": {"channel": "sms", "message": "Nothing just getting msgs by dis name wit different no's.."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3659", "copies": 2, "upstream_ids": ["mendeley-3659", "uci-2233"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00345-5:is_spam", "suite": "spam", "family": "generated_legit_email-2c6fb8530729bc7bc0a5", "state": {"channel": "email", "message": "Netflix direct debit sorted\n\nHey Tyler,\n\nJust letting you know I finally set up the direct debit for the Netflix family plan like we talked about last weekend.\n\nHere are the details so you have them for your records:\n\nService: Netflix Premium Family\nAccount holder: Liam Taylor\nAmount: $22.99 per month\nFirst payment date: 1 November 2022\nBank: Chase checking ending in 7731\nStatus: Active\n\nThe first charge will go through on Friday. After that, it will just pull automatically on the 1st of every month. You don't need to Venmo me anymore, but if you want to chip in your share of $7.66 whenever you remember, that would be great. No rush though.\n\nI haven't changed the password or anything, so you should still be able to log in on your TV just fine. Let me know if you get kicked out or have any issues streaming tonight.\n\nTalk soon,\nLiam"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00345-5", "copies": 1, "upstream_ids": ["gen-00345-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3520:message_type", "suite": "spam", "family": "sms_phishing-f1ee3c706be3951e7fa0", "state": {"channel": "sms", "message": "Thanx 4 sending me home..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3520", "copies": 2, "upstream_ids": ["mendeley-3520", "uci-2832"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13104:is_spam", "suite": "spam", "family": "zefang_phishing_email-c4b76ef7388291685d2b", "state": {"channel": "email", "message": "palindromes hi you all out there ! i am a total fan ( atic ) of palindromes , such as \" a man , a plan , a canal - panama \" or \" in girum imus nocte et consumimur igni \" - expressions which read from behind result either in the same message or , even more interesting , in new , other , however meaningful message . i assume there are many palindromes i do not know yet , so i would just want to ask any one of you : if you know of one or more palindrome ( s ) in any language , please write them to me via linguist , i will then make the results accessible to everybody . also if you know of books and / or articles citing palindromes , please write me ! ! ! and here is my absolute favorite , the best i know : \" nie fragt sie : ist gefegt ? sie ist gar fein \" ( source unknown ) ( she never asks : has the sweeping been done ? she is very refined . ) i would be thankful to receive as many as possible palindromes , thank you ! and if it is not in german , english , french or italian , please also add an english translation . . . \" koop ik ' n ei , dan nadie ' n kip ook \" ( when i buy an egg , then also a chicken ) so long , i am looking forward to many messages ! \" madam , i ' m adam \" manfred immler"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13104", "copies": 2, "upstream_ids": ["zefang-13104", "ealvaradob-12397"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1931:is_spam", "suite": "spam", "family": "sms_phishing-a7c7672cb92d92bfa0a1", "state": {"channel": "sms", "message": "Lemme know when you're here"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1931", "copies": 2, "upstream_ids": ["mendeley-1931", "uci-4087"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8072:is_spam", "suite": "spam", "family": "zefang_phishing_email-fefcb6145b2a713f1ea9", "state": {"channel": "email", "message": "ethink about it : october 31 , 2021 thinkbank went live with a bang last friday ! the idea vault already has more than 20 innovative entries , and the ethink team has been busy routing these ideas to the right people . there are ideas about everything from new trading opportunities to hot air balloons . visit the thinkbank today . got an idea ? make a deposit . need some help ? make a withdrawal . emeet has a brand - new look . have you seen it yet ? we took your feedback - - thanks for posting it right there in emeet - - and created a more dynamic and informative site for you . check it out . go to emeet now ! don ' t miss cindy olson ' s espeak this thursday , november 3 at 10 : 00 am houston time . cindy , executive vice president of human resources & community affairs will be answering your questions about the new enron employee stock option program . and , if you can ' t make the live event ( all together now ) , be sure to pre - submit your question ( s ) on the espeak site ! you know you have the stuff to increase enron ' s competitive advantage . put it in the edge today ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8072", "copies": 2, "upstream_ids": ["zefang-8072", "ealvaradob-7721"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5116:message_type", "suite": "spam", "family": "sms_phishing-82a605c2a1f1ccf8ec45", "state": {"channel": "sms", "message": "PRIVATE! Your 2021 Account Statement for 07742676564 shows 786 unredeemed Bonus Points. To claim call 08719180249 Identifier Code: 45239 Expires"}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5116", "copies": 1, "upstream_ids": ["mendeley-5116"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00145.add788f54fc2fddd54a58292cc485df3:message_type", "suite": "spam", "family": "spamassassin-9db9b8da8728d2fc5f5b", "state": {"channel": "email", "message": "Reg Headlines Tuesday July 23\n\nToday's Headlines from The Register\n\nthe end of this message.\n\nSoftware\n\nEx-Microserf Schmidt as govt cyberterror Cassandra\nApocalypse soon\nhttp://www.theregister.co.uk/content/4/26317.html\n\nBruce Perens on Real's Open Source gambit\nMedia Frenzy\n\nhttp://www.theregister.co.uk/content/4/26314.html\n\nFingerprinting of UK school kids causes outcry\nPrison-style fingerprint checking technology replaces library cards, or What Big Brother did next\nhttp://www.theregister.co.uk/content/4/26305.html\n\nMS planning to tackle leaked WinXP keys with SP1?\nMass zeroing of corporate keys mooted\nhttp://www.theregister.co.uk/content/4/26301.html\n\nPersonal Hardware\n\nMicrosoft's Canary phone - the first pics\nWhat a Stinker!\nhttp://www.theregister.co.uk/content/54/26308.html\n\nWe hate our iPAQs\nVery long list of complaints\nhttp://www.theregister.co.uk/content/54/26304.html\n\nInternet\n\nEU intros site, freephone service to solve citizens' problems\nTheir internal market problems anyway. Yum...\nhttp://www.theregister.co.uk/content/6/26312.html\n\nIETF puts weight behind Advanced Encryption Standard\nImproved secrecy and security, one TLA at a time\nhttp://www.theregister.co.uk/content/6/26311.html\n\nVolunteer snoops coming to an ISP near you?\nOperation Cyber-TIPS\n\nhttp://www.theregister.co.uk/content/6/26309.html\n\nTiscali to launch Excite across Europe\nSsssshhhh, it's a secret\nhttp://www.theregister.co.uk/content/6/26302.html\n\nNet Security\n\nEx-Microserf Schmidt as govt cyberterror Cassandra\nApocalypse soon\nhttp://www.theregister.co.uk/content/55/26317.html\n\nSerious PHP vuln reported\nWorse on Sparc than Intel\nhttp://www.theregister.co.uk/content/55/26316.html\n\nSymantec's SecurityFocus buyout met with pessimism\nBug trackers fear BugTraq death\nhttp://www.theregister.co.uk/content/55/26315.html\n\nIETF puts weight behind Advanced Encryption Standard\nImproved secrecy and security, one TLA at a time\nhttp://www.theregister.co.uk/content/55/26311.html\n\nBusiness\n\nEDS rejects WorldCom accounting allegations\n'Unfounded'\nhttp://www.theregister.co.uk/content/7/26306.html\n\nHopes of PC market recovery dashed\nDell close to overtaking HP in becalmed sector\nhttp://www.theregister.co.uk/content/7/26303.html\n\nWorldCom dives for Chapter 11 cover\nNo surprises there\nhttp://www.theregister.co.uk/content/7/26300.html\n\nARM plans to charge options against profits\nUK market's first 'we're not Enron, oh no sir' move\nhttp://www.theregister.co.uk/content/7/26299.html\n\nThe Register and its contents are copyright 2011 Situation Publishing.\nAll rights reserved.\n\nTel: +44 (0)20 7499 2264.\nFax: +44 (0)20 7493 5922.\nE-Mail: robert_murphy@gmx.net\n\nsure that you enter exactly the same e-mail address as you used to join\nthis service.\n\nhttp://list.theregister.co.uk/cgi-bin/unsub.cgi"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00145.add788f54fc2fddd54a58292cc485df3", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00145.add788f54fc2fddd54a58292cc485df3"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00144.4eeba2f228a8658e0d2e3a64764f4f31:message_type", "suite": "spam", "family": "spamassassin-ffc055c497f193039b05", "state": {"channel": "email", "message": "WORK FROM HOME. WE ARE HIRING\n\nHelp wanted. We are a 14 year old fortune 500 company, that is\ngrowing at a tremendous rate. We are looking for individuals who\nwant to work from home.\n\nThis is an opportunity to make an excellent income. No experience\nis required. We will train you.\n\nSo if you are looking to be employed from home with a career that has\nvast opportunities, then go:\n\nhttp://www.basetel.com:27000/wealthnow\n\nWe are looking for energetic and self motivated people. If that is you\nthan click on the link and fill out the form, and one of our\nemployement specialist will contact you.\n\nhttp://www.basetel.com:27000/remove.html\n\n7227aeeO9-622YVDD8442BJPk2-748ZYrZ8462VnMG1-197fVVA2009gqEj3-l57"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00144.4eeba2f228a8658e0d2e3a64764f4f31", "copies": 1, "upstream_ids": ["20030228_spam/spam/00144.4eeba2f228a8658e0d2e3a64764f4f31"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7281:is_spam", "suite": "spam", "family": "zefang_phishing_email-3145983f6145f4738d42", "state": {"channel": "email", "message": "query : after you , please . dear linguists , i ask a query on the phrase _ after you + please _ on behalf of my former professor / supervisor in my graduate school days . he is a famous lexicographer in japan and edits many english - japanese dictionaries , but unfortunately does not have any contact with this list . he wants this kind of information to be on his dictionaries . his query is : can you say like this ? after you , please . if possible , what is the exact meaning and when and how do you use it ? please reply to me . i will post a summary when i receive enough responses . thakns a lot in advance . hiroaki tanaka , faculty of integrated arts and sciences , tokushima unievrsity , japan e - mail : hiro-t @ ias . tokushima-u . ac . jp"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7281", "copies": 2, "upstream_ids": ["zefang-7281", "ealvaradob-6977"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17352:is_spam", "suite": "spam", "family": "zefang_phishing_email-4101a82644fb0b55fb8b", "state": {"channel": "email", "message": "many of you may have found out or guessed, I will be attending oral argument\nfor the Eldred case[2] before the Supreme Court. I'm incredibly excited, as you might imagine. Visiting the Supreme Court would\nbe quite enough, but seeing such an important case...Dayenu! When Lessig asked\nme if I was free that day to come, I laughed because I couldn't (and still\ncan't) think of anything I'd rather do than attend. I am eternally grateful to\nLessig for the chance to attend. On the other hand, I'm sort of embarassed to\nhave the opportunity, when there are surely others who deserve it far more than\nme. Luckily, it seems that such deserving others will be able to get seats by\ncamping in line with us. So, I'll be arriving in D.C. on Tuesday, attending an\nEldred/Duke/EPIC/Bookmobile superparty, and then camping in line with Seth\nSchoen[3], Lisa Rein, Jace Cooke but unfortunately not Cory Doctorow. If you'd\nlike to come with us, let me know. I was hoping I'd be able to take notes and post them to my weblog for those who\ncouldn't make it, but as I read in today's Times, only lawyers and those with\nofficial press credentials are allowed to take notes![4] I think this is\noutrageous, but hopefully I will be able to remember enough to provide an\ninteresting account. In a related irony, today was \"Disney Day\" at Borders[5], where they played\nDisney rock songs with the volume turned up too loud, disturbing my usual habit\nof reading a book there. However, I did manage to skim through _The Practice of\nProgramming_. In an unrelated note, if you haven't been electrocuted by a Model T spark plug,\nI highly recommend it.[1] http://www.aaronsw.com/weblog/000609\n[2] http://eldred.cc/\n[3] http://vitanuova.loyalty.org/2014-10-02.html\n[4] http://www.nytimes.com/2014/10/05/opinion/05AMAR.html\n[5] http://www.bordersstores.com/events/event_detail.jsp?SEID=15127444"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17352", "copies": 2, "upstream_ids": ["zefang-17352", "ealvaradob-16344"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00191.5fd77d5b5c491cd7d2eaa004e78f5075:message_type", "suite": "spam", "family": "spamassassin-90fe151edcf2ecc4ae14", "state": {"channel": "email", "message": "Movies to Watch on Lifetime\n\nLIFETIME MOVIE NEWSLETTER\n\nThis Week's Movies to Watch on Lifetime\n\n[ http://www.lifetimetv.com/movies/index.html ]\n\nAugust 19, 2010\n\nCOMING AT YOU THIS WEEK...\n\n1) \"THE SECRET LIFE OF ZOEY\" PREMIERE!\n2) THE BUZZ ABOUT THE UPCOMING MOVIE\n3) MOVIES AIRING THIS WEEK\n4) BIG EVENT: A MARTINEZ SUNDAY\n5) FUN AND GAMES\n\n\"THE SECRET LIFE OF ZOEY\" PREMIERE!\n\nTake a sneak peek at Lifetime’s next exciting Original Movie, \"The Secret Life of Zoey\" [ http://www.lifetimetv.com/movies/info/move3195.html ], airing on Monday, August 19 at 9 pm et/pt. Zoey's mom thought she knew everything about her perfect teenage daughter. But when she realizes that her child is addicted to drugs, both of their worlds spin out of control. This dramatic film delves into the topic of teenage drug addiction and features stellar performers Mia Farrow, Andrew McCarthy and Julia Whelan, from TV's \"Once and Again.\" Go behind the scenes with the cast [ http://www.lifetimetv.com/movies/originals/bio1.html ],\nread real-life recovery stories of teen drug addicts [ http://www.lifetimetv.com/reallife/health/features/teen_addiction.html ], and learn how to keep your kids drug-free with 10 expert tips [ http://www.lifetimetv.com/reallife/health/features/drug_free.html ].\n\nTHE BUZZ ABOUT THE UPCOMING MOVIE\n\nPeople are already talking about the sensitive subject of kids and drug addiction featured in \"The Secret Life of Zoey.\"\nLifetimetv.com community member BELFAST BELLE writes:\n\"My belief is that I started using drugs to fit in and to cope with things that happened to me. My mom died when I was 10. I had to live away from my dad and brothers. Where I grew up I was sexually abused for years, but I didn't dare tell anyone. When I finally went to live with my dad and brothers, I had no self-esteem left. I experienced so much shame, and in my mind it seemed as if everyone knew what happened. Drugs helped me to feel OK and like I was a part of something. When my dad died, I was devastated. It threw me into a full-blown addiction. My drug use landed me in rehab, in debt and in strained relationships with my brothers. Thanks to the help of Narcotics Anonymous, I have been clean since December 28, 1999. I now have great relationships with my siblings. I love them more than they will ever know. I also have a beautiful seven-year-old daughter who has never seen her mother touch drugs. I don't have any desire to use, either -- just the desire to be the best pe\nrson I can be.\"\n\nExpress yourself! Tell us your thoughts on \"The Secret Life of Zoey\" and let us know if addiction has affected your life. Go to our Message Boards at http://boards.lifetimetv.com/WebX?14@@.ee91dd6.\n\nMOVIES AIRING THIS WEEK\n\n\"The Wrong Woman,\" premiering August 20 at 9 pm et/pt\nMelanie is flirting with a married man -- her boss. When he turns up dead, she is framed for his murder! Will the victim's wife help save Melanie from jail? Starring \"The Division\" star Nancy McKeon [ http://www.lifetimetv.com/shows/ip/portraits/0023/0023_index.html ].\n[ http://www.lifetimetv.com/movies/info/move2355.html ]\n\n\"Hit and Run,\" airing August 21 at 9 pm et/pt\nJoanna is the ideal mother, wife and friend. But her \"perfect\" life is altered forever when she accidentally hits a young girl with her car and leaves the scene. What catches up with her first -- her conscience or the police? Starring \"The Division\" star Lisa Vidal\n[ http://www.lifetimetv.com/shows/division/bios/cast_lisa.html ].\n[ http://www.lifetimetv.com/movies/info/move2518.html ]\n\n\"Get to the Heart: The Barbara Mandrell Story,\" premiering August 22 at 9 pm et/pt\nBarbara Mandrell plays herself in this inspiring autobiographical movie about the country-western singer's rise to fame and the car crash that nearly killed her. Also starring Dolly Parton and Kenny Rogers. Find out more about this Grammy-winning crooner [ http://www.lifetimetv.com/shows/ip/portraits/9837/9837_index.html ].\n[ http://www.lifetimetv.com/movies/info/move3180.html ]\n\n\"Road Rage,\" airing August 23 at 9 pm et/pt\nIt's just another day on the freeway for Ellen Carson, until she innocently cuts off Eddie, a short-tempered delivery driver who is upset over recent deaths in his family. Then Ellen and her loved ones become the stalking targets of Eddie's violent wrath. Starring Yasmine Bleeth.\n[ http://www.lifetimetv.com/movies/info/move3002.html ]\n\nBIG EVENT: A MARTINEZ SUNDAY\nTune in on Sunday, August 25, for a day filled with movies showcasing heartthrob A Martinez, who stars in Lifetime's exciting new legal series, \"For the People\" [ http://www.lifetimetv.com/shows/ftpeople/index.html ].\n\n\"She-Devil,\" airing August 25 at 12 pm et/pt\nWhen Ruth's husband, Bob, leaves her for another woman, Ruth devises a devious plot to ruin both their lives piece by piece. It's a face-off between Roseanne Barr and Meryl Streep!\n[ http://www.lifetimetv.com/movies/info/move1455.html ]\n\n\"Manhunt: Search for the Night Stalker,\" airing August 25 at 2 pm et/pt\nThis true story recalls how famed serial killer Richard Ramirez terrorized Los Angeles for six months by murdering people in their own homes. See how the cops finally caught this vicious criminal.\n[ http://www.lifetimetv.com/movies/info/move1881.html ]\n\n\"Sweet Dreams,\" airing August 25 at 4 pm et/pt\nShe wakes up from a coma and nothing is as it seems. Will she regain her memory and realize that her husband and his mistress are out to get her? Starring Tiffani-Amber Thiessen.\n[ http://www.lifetimetv.com/movies/info/move2676.html ]\n\n\"Cruel Justice,\" airing August 25 at 6 pm et/pt\nAfter his daughter's rapist is set free by the courts, a father seeks justice on his own terms.\n[ http://www.lifetimetv.com/movies/info/move3023.html ]\n\nFUN AND GAMES\nThink you're ultimate film fanatic? Prove it! Play Cinema Sequence and see if you really know all the star facts and flick stats [ http://www.lifetimetv.com/movies/games/cinemaseq/index.html ].\n\nSUBSCRIPTION INFORMATION FOR THE LIFETIME MOVIE NEWSLETTER\n\nPlease"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00191.5fd77d5b5c491cd7d2eaa004e78f5075", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00191.5fd77d5b5c491cd7d2eaa004e78f5075"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 6525, "kept_chars": 5996}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02425.f6091f9f9b3594f56f1f9430b9d9e6c7:is_spam", "suite": "spam", "family": "spamassassin-5ca1dca5bce20721204e", "state": {"channel": "email", "message": "Meet Carol Ann Duffy\n\n*Live online:* One of Britain's leading poets will be here tomorrow at 2.15pm\nto celebrate National Poetry day. Post your questions now."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02425.f6091f9f9b3594f56f1f9430b9d9e6c7", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/02425.f6091f9f9b3594f56f1f9430b9d9e6c7", "zefang-6220", "ealvaradob-5960"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9640:is_spam", "suite": "spam", "family": "zefang_phishing_email-e8fe8769ee53bd08526a", "state": {"channel": "email", "message": "ut accept / decline dear ut team , good news and bad . . . . i just received notice that melanie sandoval will be declining our offer . although we offered more money , he has chosen to accept with neiman marcus in dallas . however , ali ahmed will be accepting our offer ! he is expected to start once his practical training authorization becomes effective in february . please call and congratulate him ( 512 / 469 - 9105 or aliahmed @ mail . utexas . edu ) . he will be out of the country tomorrow through january 7 . happy holidays ! lexi 3 - 4585"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9640", "copies": 2, "upstream_ids": ["zefang-9640", "ealvaradob-9190"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3372:is_spam", "suite": "spam", "family": "sms_phishing-27b8ec25f5094af0453c", "state": {"channel": "sms", "message": "I absolutely LOVE South Park! I only recently started watching the office."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3372", "copies": 2, "upstream_ids": ["mendeley-3372", "uci-5263"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5483:is_spam", "suite": "spam", "family": "sms_phishing-7f9b4f21d2e23f554ad7", "state": {"channel": "sms", "message": "No he didn't. Spring is coming early yay!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5483", "copies": 2, "upstream_ids": ["mendeley-5483", "uci-732"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2015#217:message_type", "suite": "spam", "family": "nazario-de1c3ba09898e126bc61", "state": {"channel": "email", "message": "Account issue no. 152382784601764\n\nHello,\n\nYour CLARKS parcel is now with your local Hermes courier for delivery.\n\nFor complete tracking history click here:\n\nTracking Password: Track16230891\n\nThe Hermes team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#217", "copies": 1, "upstream_ids": ["phishing-2015#217"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00855.0d1b1b55419a3c35f19b7c35ea9a46b7:is_spam", "suite": "spam", "family": "spamassassin-d5eb190ad3d5df46e420", "state": {"channel": "email", "message": "Build a great future\n\nEasy 30-50% Return?\n\nLearn how you can receive a monthly check for 3, 4, or 5%\na month until your initial investment is paid off...then a\nmonthly check for over 4% a month for years to come...\n\nWe know it sounds impossible, but it's happening today.\n\nFor complete information on this\nmulti-trillion dollar industry:\n\nhttp://www.page4life.org/users/69chevelle/"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00855.0d1b1b55419a3c35f19b7c35ea9a46b7", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/00855.0d1b1b55419a3c35f19b7c35ea9a46b7", "zefang-9969", "ealvaradob-9497"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1469:is_spam", "suite": "spam", "family": "sms_phishing-222d9a1702f519ed1a24", "state": {"channel": "sms", "message": "I am waiting for your call sir."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1469", "copies": 2, "upstream_ids": ["mendeley-1469", "uci-3367"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2177:is_spam", "suite": "spam", "family": "sms_phishing-9289f9b901dd6ea7a697", "state": {"channel": "sms", "message": "Sounds like you have many talents! would you like to go on a dinner date next week?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2177", "copies": 2, "upstream_ids": ["mendeley-2177", "uci-1630"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4685:message_type", "suite": "spam", "family": "sms_phishing-0eaa499d38dafdca18ec", "state": {"channel": "sms", "message": "What Today-sunday..sunday is holiday..so no work.."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4685", "copies": 4, "upstream_ids": ["mendeley-4685", "uci-3090", "uci-532", "uci-5479"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01121.cbf22a7c1f37266504f71d7b7b5c8baa:is_spam", "suite": "spam", "family": "spamassassin-09755b040ab236b1dba8", "state": {"channel": "email", "message": "sylpheed-claws\n\nOn Fri, 20 Sep 2024 10:40:55 +0200\nMatthias Saou <christine.schmidt@maplelabs.biz> wrote:\n\n# But as it's the primary mailer I use, you can be sure that as soon\n# as it's updated to 0.8.3, I'll update my build! :-)\n\nIt got updated (;\n\n--\nJesse Keating\nj2Solutions.net\nMondo DevTeam (www.mondorescue.org)\n\nWas I helpful? Let others know:\nhttp://svcs.affero.net/rm.php?r=jkeating"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01121.cbf22a7c1f37266504f71d7b7b5c8baa", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01121.cbf22a7c1f37266504f71d7b7b5c8baa"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12194:is_spam", "suite": "spam", "family": "zefang_phishing_email-741b7a7c9e45ea38a12e", "state": {"channel": "email", "message": "initial meeting of the ena analyst and associate roundtable august 18 , 2015 just a reminder we will have the initial meeting of the ena / aa roundtable on friday at 9 : 00 am in room eb 30 cl . again , the agenda is as follows : discussion of prc immediate and future aa needs by business unit skill shortages campus and off - cycle recruitment mottom 10 % management projecting aa needs from core schools for summer 2016 intake existing talent in specialist roles who should be in aa program ideas / suggestions on how we improve the program / ena retention your groups need to be represented and if you can ' t attend please send someone to represent you . those of you out of town need to call me if you have any input . thanks again for all your support . ted"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12194", "copies": 2, "upstream_ids": ["zefang-12194", "ealvaradob-11552"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15457:is_spam", "suite": "spam", "family": "zefang_phishing_email-4c06dd09584ed8d283d9", "state": {"channel": "email", "message": "dental coverage yes . thanks , gm from : michelle lokay 07 / 05 / 2011 08 : 42 am to : ginger mccain / hr / corp / enron @ enron cc : subject : re : dental coverage yes , and as a matter of fact . . . i ' d called the benefits help line recently and they ' d said \" no coverage \" on dental . i think i am all set . if you find out otherwise , let me know ! thanks . ginger mccain 06 / 30 / 2011 09 : 56 am to : michelle lokay / et & s / enron @ enron cc : subject : dental coverage please confirm that you changed your dental election to no coverage . i recall a phone conversation , however , need definite clarification . thank you , ginger mccain"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15457", "copies": 2, "upstream_ids": ["zefang-15457", "ealvaradob-14610"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2024#25:message_type", "suite": "spam", "family": "nazario-483276d8f7fb7ba9b7f9", "state": {"channel": "email", "message": "Payment Swift\n\nAttached is the transfer slip.\n\nPlease confirm receipt of payment.\n\nIf you are unable to view the attached direct deposit stub, please contact us immediately at 613-476-248.\n\nRegards,\n\nMrs Caroline Mendelsohn\n\nCFO (UAACI)."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#25", "copies": 1, "upstream_ids": ["phishing-2024#25"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00853-1:is_spam", "suite": "spam", "family": "generated_legit_email-11f352f3a1c84ef0ff69", "state": {"channel": "email", "message": "Missed your package delivery today!\n\nHi Wei,\n\nI hope you are having a good week. I am writing because I tried to drop off that package for you earlier today, Tuesday 2 February 2024, but nobody was home when I swung by your apartment around noon. I know you mentioned you might be working late today, so I figured I would just email you rather than leave it sitting outside in the cold.\n\nIt is the box from Atlas Media that you ordered last month. I picked it up from their office since I was already downtown running errands for work. The shipping label says it contains those promotional materials and sample books you needed for your project. I actually had to sign for it on your behalf because the courier said someone needed to be present to accept it.\n\nI still have the box in my car. I can bring it over to your place tomorrow evening if you are going to be home after six. Alternatively, if you want to swing by my place to grab it, just let me know what time works best for you. I am usually around after four o clock.\n\nIf you need to arrange a formal redelivery through them instead of me holding onto it, you can manage that on their site here: https://www.atlasmedia.co.uk/redelivery-options. You will probably need your tracking number, which is printed on the top right corner of the box.\n\nJust give me a call or text when you get a chance so we can figure out the easiest way to get this to you. My mobile number is 07700 900412. Do not worry about rushing, the box is safe with me, but I know you were eager to get those samples sorted out for next week.\n\nTalk soon,\nSofia Gonzalez"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00853-1", "copies": 1, "upstream_ids": ["gen-00853-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7951:is_spam", "suite": "spam", "family": "zefang_phishing_email-1893bbe42287870dd06f", "state": {"channel": "email", "message": "vacation shirley , no problem . vince shirley crenshaw 05 / 16 / 2017 09 : 14 am to : vince j kaminski / hou / ect @ ect cc : kevin g moore / hou / ect @ ect , william smith / corp / enron @ enron subject : vacation vince ; if it is allright , i would like to take a day of vacation , friday , may 19 th . thanks . shirley"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7951", "copies": 2, "upstream_ids": ["zefang-7951", "ealvaradob-7612"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_spam:hash-test:uci-2557:is_spam", "suite": "spam", "family": "sms_spam-b71430bb216b7cd12b28", "state": {"channel": "sms", "message": "Fuck babe ... What happened to you ? How come you never came back?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-2557", "copies": 1, "upstream_ids": ["uci-2557"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:ham"], "datasets": ["sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2019#9:message_type", "suite": "spam", "family": "nazario-2fb45a8e44aaf3b14265", "state": {"channel": "email", "message": "steven85@oakmedia.biz Account Verification.\n\nriverconsulting.de Online Webmail App\n\nDear elizabeth, Your email steven85@oakmedia.biz\n\nhas recently been suspended from the willowcapital.com\n\nonline data-base, please verify your email address from our email servers.\n\nVerify Your Account\n\nThank you,\n\nThe harbordesign.de Online Webmail App"}, "question": {"type": "choice", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#9", "copies": 1, "upstream_ids": ["phishing-2019#9"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00211-0:message_type", "suite": "spam", "family": "generated_legit_email-eac01804a35b3d30d58b", "state": {"channel": "email", "message": "Volunteer schedule for October fundraiser\n\nHi Jack,\n\nThanks for sending the draft over. I've had a quick look and it covers most of what we discussed at last Tuesday's meeting. Could you just double-check the shift times for the Saturday morning setup crew? I think we listed 7 AM, but the venue manager confirmed yesterday that they won't unlock the doors until 8 AM. If we can adjust those slots before Friday, that would be perfect so I can get the final version uploaded to the portal.\n\nAlso, could you review the new volunteer waiver form when you have a moment? We updated the liability section based on the advice from our legal contact. You can find the latest PDF here: https://www.unionworks.io/docs/volunteer-waiver-2023.pdf\n\nLet me know if you spot anything else that needs changing. I want to make sure everything is ready to go out to the mailing list by Monday morning. We really need about fifteen more people signed up for the afternoon shifts if we're going to cover all the booths properly.\n\nThanks again for your help with this!\n\nBest,\nYuki Park\nCommunity Outreach Coordinator\nUnion Works"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00211-0", "copies": 1, "upstream_ids": ["gen-00211-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:generated_legit_email:hash-test:gen-00316-3:is_spam", "suite": "spam", "family": "generated_legit_email-b1fe4eb78b6e3fcb33e0", "state": {"channel": "email", "message": "Self-Assessment Tax Deadline Reminder\n\nHi Justin,\n\nJust a quick reminder that your self-assessment tax return is due by 31 January 2018. Please log in to our client portal at https://www.quartztech.co.uk/portal/login to upload your final expense receipts so we can file everything on time.\n\nLet me know if you have questions.\n\nThanks,\nJacob Carter\nQuartz Tech Accounting\nLondon, UK"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00316-3", "copies": 1, "upstream_ids": ["gen-00316-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3314:message_type", "suite": "spam", "family": "sms_phishing-520c7bff2235e3ff54f7", "state": {"channel": "sms", "message": "Mom wants to know where you at"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3314", "copies": 2, "upstream_ids": ["mendeley-3314", "uci-1870"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15963:is_spam", "suite": "spam", "family": "zefang_phishing_email-bfc6bd71c46ee65477a8", "state": {"channel": "email", "message": "enron europe organisational changes once the arcos plant in spain is financially closed ( expected in q 2 of this year ) eric gonzales will be moving back to houston to work exclusively on co - managing enron ' s lng markets . we are very appreciative of eric ' s efforts in europe since early 2021 and look forward to continuing to work very closely with his lng team in the coming years . from this point forward eric will focus his remaining time in europe exclusively on financially closing arcos . we are therefore making the following changes immediately . the origination responsibility for italy will be moved under eric shaw . ricardo bortolloti will continue in the role as italian country manager and will report to eric shaw . mariano gentilini will become our country manager for spain and portugal and will report directly to the enron europe office of the chairman . the arcos power project is likely to create a large gas to power spread position and so we have asked paul mead to assume the added responsibility for our natural gas risk positions in spain . this position is much more likely to be supplied and influenced by lng rather than continental gas markets and paul will work quite closely with both enron global markets and the continental gas team . ross sankey who has been managing our marketing efforts in holland will also head a new organization that will focus on subsea interconnector and power transmission opportunities across europe . among the prospects his team will pursue include projects from norway to the uk , sweden to the continent , and bidding on existing french interconnector capacity . he will report to eric shaw for the holland markets and to richard lewis for the transmission responsibilities . finally the continental gas team is interacting far more with our uk gas team than our power teams on the continent . therefore david galagher who manages our continental gas team will now report directly to richard lewis . we have aggressive income targets for this year and anticipate that these changes will create the right links to optimize our performance . please help make these changes as smooth as possible . john sherriff michael brown"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15963", "copies": 2, "upstream_ids": ["zefang-15963", "ealvaradob-15073"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4847:is_spam", "suite": "spam", "family": "zefang_phishing_email-26384debf35a373b3f7d", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . loqodentity offers creative custom design of loqos , stationery and web - sites . under our carefui hand these powerfui marketinq toois wili bring a breath of fresh air into your business and make you stand out among the competitors . you are just a ciick away from your future success . click here to see the samples of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4847", "copies": 2, "upstream_ids": ["zefang-4847", "ealvaradob-4638"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00185.3bc6159431883bb008a8cf973facadb3:is_spam", "suite": "spam", "family": "spamassassin-907b9f2d218dc9d1e818", "state": {"channel": "email", "message": "Your First 100 Free Minutes of Long Distance! Your First 100 Free\nMinutes of Long Distance!\n\nHello Tyler International Telephone Call Marketer,\n\nIf you ordered a flat-rate domestic calling product or a 20 minute free trial using a local access number, your service will be operating in about 24-48 hours or on your designated trial date and time. Please try dialing the access number you found on your reseller's web page at:\n\nhttp://www.internationalfreecall.com\n\nIf you ordered a flat-rate domestic calling product using a 1-800 toll-free access number, your service will be operating within 1-2 work days.\n\nPlease try dialing 1-866-865-4548.\n\nIn either case, when your service is switched on, you will hear a voice ask you to dial the number you are calling.\n\nYou must dial 1+area code+7 digit number followed by # to make any calls: local or long distance.\n\nExample - To call www.internationalfreecall.com, you would dial the following after dialing your access number and listening for the voice:\n\n1-410-608-8178#\n\nPlease use this service for all your calling and you will never pay more than your monthly fee again. There are no taxes or surcharges, so dial away!\n\nFinally, I recommend entering the access number into your speed dial settings on your telephone. This will make your service quicker and easier to use, and thus more enjoyable.\n\nIf you have any questions, please contact us for more information.\n\nIn addition, if you need product enhancements like 3-way calling, portable calling cards, international calling products, or marketing tools, please visit:\n\nhttp://www.internationalfreecall.com\n\nIn the meantime, the other network on this free calling promotion is OPEX, which is offering 100 minutes of free long distance for trying their program.\n\nOpex's usual rates are 4.5 cents per minute for domestic calls, with great international rates, too!\n\nFor more information on OPEX, or to sign up, please click below:\n\nhttp://cognigen.net/opex/main.cgi?lietuva\n\nhttp://www.internationalfreecall.com/cgi-bin/aefs/subscribe.cgi?user=info&listid=1.list&id=1680"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00185.3bc6159431883bb008a8cf973facadb3", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00185.3bc6159431883bb008a8cf973facadb3"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5874:message_type", "suite": "spam", "family": "sms_phishing-eedb6a5c03f61f689b44", "state": {"channel": "sms", "message": "1. Tension face 2. Smiling face 3. Waste face 4. Innocent face 5.Terror face 6.Cruel face 7.Romantic face 8.Lovable face 9.decent face &lt;#&gt; .joker face."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5874", "copies": 2, "upstream_ids": ["mendeley-5874", "uci-4870"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16462:is_spam", "suite": "spam", "family": "zefang_phishing_email-3d6d5b64639c15a3298d", "state": {"channel": "email", "message": "start date : 1 / 30 / 02 ; hourahead hour : 18 ; start date : 1 / 30 / 02 ; hourahead hour : 18 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2002013018 . txt"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16462", "copies": 2, "upstream_ids": ["zefang-16462", "ealvaradob-15526"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4526:is_spam", "suite": "spam", "family": "sms_phishing-429d9b50c961ebd4b9c7", "state": {"channel": "sms", "message": "I just cooked a rather nice salmon a la you"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4526", "copies": 2, "upstream_ids": ["mendeley-4526", "uci-5187"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5818:message_type", "suite": "spam", "family": "sms_phishing-dd13f2ea9422d38b202d", "state": {"channel": "sms", "message": "K...k...when will you give treat?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5818", "copies": 2, "upstream_ids": ["mendeley-5818", "uci-4000"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8346:is_spam", "suite": "spam", "family": "zefang_phishing_email-1047d5e7134e1f3d5c8c", "state": {"channel": "email", "message": "query : stieber 's law if i may , i would like to repeat a query i posted some time ago to which i received no responses : does anybody know who first proposed that analogical change cannot introduce new phonemic contrasts into a language ? the earliest reference i have found is a paper by z . stieber , written in polish in the 1930 's , but i think this must go back further . - - - - - - - - - - - - - - - - - - - - - - - i did receive one response ( from harry bochner ) regarding possible counterexamples to this , namely , it has been assumed that glottalized / y / in navaho is always of analogical origin . there are numerous other claimed examples of this in the literature , but most of them appear to be quite spurious ( e . g . , ukrainian and belorussian / dzh / ( voiced alveolopalatal affricate ) mentioned by jakobson , and certain umlauted vowels in swiss german mentioned by moulton and kiparsky ) ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8346", "copies": 2, "upstream_ids": ["zefang-8346", "ealvaradob-7977"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5877:is_spam", "suite": "spam", "family": "sms_phishing-cce863a7dd2b51e73410", "state": {"channel": "sms", "message": "I'll probably be by tomorrow (or even later tonight if something's going on)"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5877", "copies": 2, "upstream_ids": ["mendeley-5877", "uci-1821"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1032:is_spam", "suite": "spam", "family": "sms_phishing-d5346c69e7f462b851d5", "state": {"channel": "sms", "message": "Oh wow thats gay. Will firmware update help"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1032", "copies": 2, "upstream_ids": ["mendeley-1032", "uci-4634"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00021-0:is_spam", "suite": "spam", "family": "generated_legit_email-3883bfc7a29c0f86c481", "state": {"channel": "email", "message": "Thank you for your donation to Orbit Health Foundation\n\nOrbit Health Foundation\n\nDear Chen Rossi,\n\nThank you so much for your generous donation of £150.00 received on 4 November 2012. Your support helps us continue our mission to provide accessible healthcare resources and wellness programmes to underserved communities across the United Kingdom.\n\nThis email serves as your official tax receipt. Please keep it for your records, as no goods or services were provided in exchange for this contribution. Your donation is fully tax-deductible to the extent permitted by law.\n\nDonation Details:\nDonor: Chen Rossi (debra12@outlook.com)\nAmount: £150.00\nDate Received: 4 November 2012\nTransaction ID: ORB-2012-88492\n\nYour generosity allows us to fund critical research, distribute educational materials, and run community clinics that serve thousands of families every year. We could not do this work without partners like you.\n\nAs a reminder, our annual Winter Giving Campaign deadline is 15 December 2012. If you would like to make an additional contribution before the end of the tax year, you can do so easily through our secure portal.\n\nView your donation receipt\nhttps://www.orbithealth.com/receipts/ORB-2012-88492\n\nWith sincere gratitude,\nCarolyn Wilson\nDirector of Development\nOrbit Health Foundation\n\nYou are receiving this email because you made a donation to Orbit Health Foundation.\n\nOrbit Health Foundation\n42 Wellington Road\nLondon, SW1A 1AA\nUnited Kingdom\n\nPrivacy Policy: https://www.orbithealth.com/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00021-0", "copies": 1, "upstream_ids": ["gen-00021-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11242:is_spam", "suite": "spam", "family": "zefang_phishing_email-907db904c6a165f9b296", "state": {"channel": "email", "message": "possible summer internship with enron vince and datren : i have scheduled a telephone interview with ainsley this afternoon ( thursday ) at 2 : 00 pm . her telephone no . is 281 - 852 - 9116 . you can use conference room ebl 938 . thanks ! - - - - - - - - - - - - - - - - - - - - - - forwarded by shirley crenshaw / hou / ect on 05 / 25 / 2022 07 : 45 am - - - - - - - - - - - - - - - - - - - - - - - - - - - \" ainsley gaddis \" on 05 / 24 / 2022 04 : 09 : 07 pm to : cc : subject : re : possible summer internship with enron hi ms . crenshaw ! the best time for the interview would be tomorrow , thursday , around 2 : 00 . you can reach me at 281 - 852 - 9116 . talk to you then ! sincerely , ainsley gaddis"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11242", "copies": 2, "upstream_ids": ["zefang-11242", "ealvaradob-10678"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00303.bdb027dcedcca2601de8666ce84f9b6d:message_type", "suite": "spam", "family": "spamassassin-32a5f9deb40d751a528b", "state": {"channel": "email", "message": "Yes and I understand that argument, however.\nSometimes I find that if I don't try to write code in the least space\npossible or for example become lazy and say\n\n--Bad style\nBool q;\n\nIf(q)\nWhen I should say\nIf(q==true)\n\nOr\n\n--Bad optimization\n\nint a;\na=some_function();\nif(a) <--which apparently works but is 'bad coding style'.\n\nThat's what I mean about letting the programming tools take care\nof the coding.... it's considered 'bad' apparently.\n\nOr for example say you are writing a loop that says\n\nFor(a=0;a<strlen(somestring);a++)\n{\nsome_thing_goes_here();\n\nif(b=strlen(somestring)-4)\ndo_something;\n\n};\n\nwhen I probably should say\n\nc=strlen(somestring);\n\nFor(a=0;a<c;a++)\n{\nsome_thing_goes_here();\n\nif(b=c)\ndo_something;\n\n};\n\nOf course 'people' always say that the extra call to strlen() will make no\ndifference on the machines we have 'these days'.\n\nBut my machine has 256mb of ram.... not 640k.\n\n<<Maybe I'm just ranting though>>\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00303.bdb027dcedcca2601de8666ce84f9b6d", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00303.bdb027dcedcca2601de8666ce84f9b6d"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1200:is_spam", "suite": "spam", "family": "sms_phishing-687cf68c8346a4be995d", "state": {"channel": "sms", "message": "TODAY is Sorry day.! If ever i was angry with you, if ever i misbehaved or hurt you? plz plz JUST SLAP URSELF Bcoz, Its ur fault, I'm basically GOOD"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1200", "copies": 3, "upstream_ids": ["mendeley-1200", "uci-3165", "uci-353"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2282:message_type", "suite": "spam", "family": "sms_phishing-8217b7fc2fd26c7ec662", "state": {"channel": "sms", "message": "It‘s £6 to get in, is that ok?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2282", "copies": 2, "upstream_ids": ["mendeley-2282", "uci-3736"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00465-4:message_type", "suite": "spam", "family": "generated_legit_email-160f86bf69a2c031ffeb", "state": {"channel": "email", "message": "Your package was out for delivery today\n\nHi Jason,\n\nI am writing to let you know that your shipment (tracking number PL-882910) was out for delivery this morning, 16 February 2009, but our driver was unable to leave it because the office reception was closed.\n\nWe have brought the parcel back to our local depot in Frankfurt for safekeeping. It contains the architectural blueprints you requested from Granite Design last week.\n\nYou can arrange a redelivery for Monday 19 February 2009 by visiting our tracking page here: https://www.prairielogistics.de/redelivery\n\nAlternatively, if you would like to collect the package in person, our depot is open until 6 PM every weekday. Please make sure to arrange either redelivery or collection by 23 February 2009, otherwise the package will be returned to the sender automatically.\n\nIf you have any trouble using the link or need to change the delivery address, just give me a call directly at +49 69 1234 5678 and I will sort it out for you right away.\n\nSorry we missed you today!\n\nBest regards,\nMark Shah\nDispatch Team\nPrairie Logistics GmbH"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00465-4", "copies": 1, "upstream_ids": ["gen-00465-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00069-0:message_type", "suite": "spam", "family": "generated_legit_email-f81d0d152cb4763b4251", "state": {"channel": "email", "message": "Your February 2021 Statement is Ready\n\nDear Patricia Santos,\n\nYour monthly statement for February 2021 is now available.\n\nAccount Holder: Patricia Santos\nAccount Number: 8834-2910-5571\nStatement Period: 1 February 2021 – 28 February 2021\nTotal Amount Due: $1,247.63\nPayment Deadline: 15 March 2021\n\nPlease review your statement and ensure payment is made by the deadline above to avoid late fees. You can view and download your full statement securely at https://www.orbitlogistics.io/statements/feb2021.\n\nIf you have questions about any charges, contact our billing department at (800) 555-0142 during business hours.\n\nThank you for choosing Orbit Logistics.\n\nSincerely,\nSandra Kumar\nBilling Department\nOrbit Logistics\nsupport@orbitlogistics.io"}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00069-0", "copies": 1, "upstream_ids": ["gen-00069-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14253:is_spam", "suite": "spam", "family": "zefang_phishing_email-ed4152f37435f15afa71", "state": {"channel": "email", "message": "is the supply rebound beginning ? an update on cera ' s outlook for us gas productive capacity - cera conference call notification title : is the supply rebound beginning ? an update on cera ' s outlook for us gas productive capacity url : http : / / www 20 . cera . com / eprofile ? u = 35 netscape navigator 3 . 02 or higher ; or sun hot java ( tm ) close all desktop applications and disable your screen saver . to ensure computer compatibility , complete the internet instructions before the day of the call . a message will appear telling you that your meeting is not ready to start . however , it also informs you about any action that you may need to take to prepare your computer to participate . technical assistance if you experience difficulties during the call , you may signal for technical assistance by pressing * 0 ( star , zero ) on your telephone keypad , once connected to the audio portion of the conference . for more information , please contact katya ashe via e - mail at kashe @ cera . com or via telephone at ( 617 ) 441 - 2659 . a recording of this call will be available until may 10 , 2022 . to access this recording , please call + 1 888 - 203 - 1112 ( within the united states ) or + 1 719 - 457 - 0820 ( outside the united states ) . please use confirmation number 574828 to access the call . * * end * * e - mail category : conference call notification cera knowledge area ( s ) : north american gas , cera ' s spring 2022 roundtable event dates and agendas are now available at http : / / www 20 . cera . com / event to make changes to your cera . com profile go to : forgot your username and password ? go to : http : / / www 20 . cera . com / client / forgot this electronic message and attachments , if any , contain information from cambridge energy research associates , inc . ( cera ) which is confidential and may be privileged . unauthorized disclosure , copying , distribution or use of the contents of this message or any attachments , in whole or in part , is strictly prohibited . terms of use : http : / / www 20 . cera . com / tos questions / comments : webmaster @ cera . com copyright 2022 . cambridge energy research associates"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14253", "copies": 2, "upstream_ids": ["zefang-14253", "ealvaradob-13483"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2023#299:message_type", "suite": "spam", "family": "nazario-d2e0b0e0eed55a3326aa", "state": {"channel": "email", "message": "Email Notification: You have (5) pending messɑges\n\nMessage from nicole.thomas@icloud.com\n\nMessages Delivery Failure\n\nThe delivery of messages was stopped by the rivernetworks.biz Mail-Server.\nYou have 5 pending messages that could not be sent as of 10/3/2011 4:39:09 p.m.\n\nClick to\n\nReview or\n\nDelete pending outgoing e-mail messages.\n\nThanks,\n\nMail Administrator"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#299", "copies": 1, "upstream_ids": ["phishing-2023#299"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01269.e302364af9816c7d7be5926ebb7652ed:is_spam", "suite": "spam", "family": "spamassassin-4cf186efb8c0413f1700", "state": {"channel": "email", "message": "a problem with apt-get\n\nHi,\n\nIn my build scripts, I have problems with some of the kernel packages.\n\nFor kernel-sources, I get :\n\nPackage kernel-source is a virtual package provided by:\nkernel-source#2.4.18-3 2.4.18-3\nkernel-source#2.4.18-3 2.4.18-3\n\non running apt-get install kernel-source\n\nNow, first of all, this doesn't really tell me what the two options are ;)\nSecond, is there some way I can tell apt-get to install either ? This is\ndone from automatic build scripts so I'd like it to proceed anyway.\n\nThanks,\nThomas\n\n--\n\nThe Dave/Dina Project : future TV today ! - http://davedina.apestaart.org/\nI'm alive.\nI can tell because of the pain.\n<-*- brandon_green@live.com -*->\nURGent, the best radio on the Internet - 24/7 ! - http://urgent.rug.ac.be/"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01269.e302364af9816c7d7be5926ebb7652ed", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01269.e302364af9816c7d7be5926ebb7652ed"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00354-3:is_spam", "suite": "spam", "family": "generated_legit_email-9b6bc938732aa7827abb", "state": {"channel": "email", "message": "Your Maple Partners order has been dispatched\n\nHi Michael Jackson,\n\nGreat news! The items from your recent purchase have left our warehouse and are now on their way to you. Below are the details regarding your shipment.\n\nOrder Number: MP-2024-99410\nDispatch Date: 9 April 2024\nCarrier: Royal Mail Tracked 48\nTracking Number: RM883492011GB\n\nTo help you prepare for the arrival of your package, please note the following:\n\n1. Your parcel contains the ergonomic desk chair and monitor arm you ordered on 7 April 2024.\n2. The estimated delivery date is Monday 11 April 2024. You do not need to sign for this delivery; the courier will leave it in your designated safe place.\n3. If you are not going to be home, please ensure someone else is available to bring the boxes inside, as the desk chair box weighs approximately 18 kilograms.\n4. Important deadline: Please inspect all items upon arrival. If any part of your order is damaged or incorrect, you must report it to our customer service team by Thursday 14 April 2024 to qualify for a free replacement under our dispatch guarantee policy.\n5. Retain all original packaging materials until you have fully assembled and tested the furniture, as returns cannot be processed without the original boxes.\n\nIf you have any questions about your delivery or need assistance with assembly instructions, please reach out to our support desk by replying directly to this email or calling our UK freephone number.\n\nThank you for shopping with us. We truly appreciate your business.\n\nBest wishes,\nHelen Hill\nFulfillment Coordinator\nMaple Partners\nmaplepartners.co.uk"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00354-3", "copies": 1, "upstream_ids": ["gen-00354-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:nazario:hash-test:phishing-2024#231:message_type", "suite": "spam", "family": "nazario-064c9cd5d529dcf49031", "state": {"channel": "email", "message": "Delivery Status Notification\n\n08/7/2012\n11:28:42 a.m.\n\nStorage\nFull: 95%\n\namurphy@protonmail.com\n\nMessage Failure\nDelivery Notice.\n\nATTENTION:\namurphy@protonmail.com\n\nYou\nhave (4) incoming messages pending.\n\nAllow\nMessagesReview\nMessages\n\nYou may stop receiving messages in 24 hours if no\naction is taken\n\nAll rights reserved.crestconsulting.com@\n2012"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#231", "copies": 1, "upstream_ids": ["phishing-2024#231"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-669:is_spam", "suite": "spam", "family": "zefang_phishing_email-13d44b045a45dbcf4a89", "state": {"channel": "email", "message": "calpine monthly nomination ( december ) > aimee , i am still waiting on a transport number from lori allen in your shop , but i thought i would send the bv for december . will resend the rest later today . ricky a . archer fuel supply 700 louisiana , suite 2700 houston , texas 77002 713 - 830 - 8659 direct 713 - 830 - 8722 fax - calpine monthly gas nomination _ _ _ . doc"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-669", "copies": 2, "upstream_ids": ["zefang-669", "ealvaradob-647"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13195:is_spam", "suite": "spam", "family": "zefang_phishing_email-a9a210d6cc64241b1c4c", "state": {"channel": "email", "message": "cognitive morphology call for papers cognitive morphology workshop 2 - 4 july 2021 , university of ghent , belgium the belgian cognitive linguistics research group organizes a workshop on cognitive linguistic approaches to morphology . the workshop aims to bring together researchers who work on morphology within a cognitive linguistic framework , or within a framework compatible with the cognitive linguistic approach . the workshop will focus on derivational rather than on inflectional morphology . invited speakers who have so far agreed to attend the workshop include john taylor , david tuggy , and jaap van marle . topics of specific interest include : . polysemy of morphemes . iconicity in derivation and composition . network analyses of morphological productivity . basic morphological categories and typological universals . the interface of storage and computation in morphology . cognitive morphology and related theories . we would like to invite you to contribute to this workshop with a paper . if you want to present an original paper dealing with any aspect of derivation or composition within the framework of cognitive morphology , send an abstact ( max . 300 words ) to the following address : christof . vandeneynde @ rug . ac . be hard copies can be sent to : christof vanden eynde nederlandse taalkunde universiteit gent blandijnberg 2 9000 gent belgium fax : + + 32 / ( 0 ) 9 / 264 . 41 . 70 the deadline for submission of the abstracts is march 1 2021 . potential speakers whose paper has been accepted will be notified before april 1 . in priciple , presentations are limited to 45 minutes ( 30 minutes + 15 minutes discussion ) . the organization of the workshop is supported by the flemish research council ( fwo - vlaanderen ) . for all active participants in the workshop , funding will be available . we cannot yet , however , determine the available sum at this point . in order to achieve maximum interaction during the workshop , the number of participants may have to be restricted . if you intend to attend the workshop without presenting a paper , please inform the organizers before march 1 . if you have any further questions , contact one of the organisers : christof vanden eynde vakgroep nederlandse taalkunde universiteit gent blandijnberg 2 9000 gent belgium tel : + + 32 / ( 0 ) 9 / 264 . 40 . 76 fax : + + 32 / ( 0 ) 9 / 264 . 41 . 70 e-mail : christof . vandeeynde @ rug . ac . be prof . dr . dirk geeraerts departement linguistiek k . u . leuven blijde - inkomststraat 21 b-3000 leuven belgium tel : + + 32 / ( 0 ) 16 / 32 . 48 . 15 fax : + + 32 / ( 0 ) 16 / 324767 e-mail : dirk . geeraerts @ arts . kuleuven . ac . be website : http : / / locutus . arts . kuleuven . ac . be / ling /"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13195", "copies": 2, "upstream_ids": ["zefang-13195", "ealvaradob-12482"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1829:message_type", "suite": "spam", "family": "sms_phishing-95e8ae51a00ca8b9a823", "state": {"channel": "sms", "message": "Sad story of a Man - Last week was my b'day. My Wife did'nt wish me. My Parents forgot n so did my Kids . I went to work. Even my Colleagues did not wish. As I entered my cabin my PA said, '' Happy B'day Boss !!''. I felt special. She askd me 4 lunch. After lunch she invited me to her apartment. We went there. She said,'' do u mind if I go into the bedroom for a minute ? '' ''OK'', I sed in a sexy mood. She came out 5 minuts latr wid a cake...n My Wife, My Parents, My Kidz, My Friends n My Colleagues. All screaming.. SURPRISE !! and I was waiting on the sofa.. ... ..... ' NAKED...!"}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1829", "copies": 3, "upstream_ids": ["mendeley-1829", "uci-2158", "uci-2849"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2015#248:message_type", "suite": "spam", "family": "nazario-71aad865a0c0e09e09bd", "state": {"channel": "email", "message": "Your Account Has Been Restricted\n\nIdentity Confirmation\nUSAA has restricted access to you access to usaa.com. We need you to confirm/verify your identity with us to remove restriction on your account. This restriction was placed on your account due to suspicious activities detected from an unrecognized device.\n\nKindly visit the link below:\nhttps://usaa.com/support/sso/confirm/1297319/EBE46\n\nSincerely,\n\nThe USAA Team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#248", "copies": 1, "upstream_ids": ["phishing-2015#248"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5236:is_spam", "suite": "spam", "family": "sms_phishing-b510db406622b507798e", "state": {"channel": "sms", "message": "Only 1 day left for SAWAN KI BAHAR compt. for Agents/DOs/CLIAs. Qualify the competition and win maximum prizes...SDM"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5236", "copies": 1, "upstream_ids": ["mendeley-5236"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14418:is_spam", "suite": "spam", "family": "zefang_phishing_email-4c4cc1ad493effe6ae41", "state": {"channel": "email", "message": "cover design / copy for energy derivatives publication fiona , to answer your questions : 1 . we approved chapter 3 for publication . 2 . my current affiliation is enron n . a . grant left the company but my advice it to leave his bio as is ( it reflects his employment status when he was working on the chapter ) . i don ' t think we should update the bio and advertise his new employer . 3 . ad material is fine . vinnce"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14418", "copies": 2, "upstream_ids": ["zefang-14418", "ealvaradob-13641"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00017.840244edb8cc88aba7129296ea536212:is_spam", "suite": "spam", "family": "spamassassin-fc9cd6b4644d9e046e45", "state": {"channel": "email", "message": "Your Daily Dilbert 07/10/2022\n\nE-mail error\n\nYou're subscribed to the HTML version of the Daily Dilbert,\nwhich shows the comic strip as a graphic, but your mail system\neither can't support HTML or is set up to remove HTML content. For\nmore information, contact your Internet service provider or mail\nsystem administrator.\n\nTo change to a plain text subscription, modify your account\npreferences at\nhttp://www.dilbert.com/comics/dilbert/daily_dilbert/html/login.html\n\nThe plain text option appears toward the bottom of the modification\npage."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00017.840244edb8cc88aba7129296ea536212", "copies": 9, "upstream_ids": ["20030228_hard_ham/hard_ham/00017.840244edb8cc88aba7129296ea536212", "20030228_hard_ham/hard_ham/00037.55830ddeb2e48be48787c1fb1656ee47", "20030228_hard_ham/hard_ham/00055.d4984b38068ffd0b982eb1e5c117512f", "20030228_hard_ham/hard_ham/00063.70680acb99a7bb45b2194c228388ed43", "20030228_hard_ham/hard_ham/00092.dea3df11dafb2cdd838b42fc3b9ead09", "20030228_hard_ham/hard_ham/00111.9b8da30db6709b590398fe8923a7180c", "20030228_hard_ham/hard_ham/00131.fea96653807a20ab7a910705f7adc6c0", "20030228_hard_ham/hard_ham/00135.fc6adca276535ab323a5afc4cec23256", "20030228_hard_ham/hard_ham/00139.8164b7e486cc17d8f2c921f99e05ed10"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00156-3:is_spam", "suite": "spam", "family": "generated_legit_email-69f2c8d2d3eb88406aa1", "state": {"channel": "email", "message": "Important Update: Changes to Your Account Terms Effective 1 August 2024\n\nHarbor Media Financial Services\nAccount Notice\n\nDate of Notice: 14 July 2024\nCustomer Name: Frank Murphy\nAccount Number: HMF-44902817\nReference Code: TOS-2024-0714\nSubject: Updates to Terms of Service and Fee Schedule\n\nDear Frank Murphy,\n\nWe are writing to inform you of important changes to the terms and conditions governing your Harbor Media Financial Services account. These updates will take effect on 1 August 2024. We encourage you to review them carefully to understand how they may impact your account usage.\n\nSummary of Key Changes:\n\n1. Monthly Maintenance Fee: The standard monthly maintenance fee will increase from £3.50 to £5.00 for all basic checking accounts. Premium accounts remain unaffected by this change.\n\n2. Overdraft Protection: Our overdraft protection policy has been revised. Transactions that exceed your available balance will now incur a flat fee of £25.00 per occurrence, rather than the previous daily compounding rate. This change is designed to make fees more predictable for our customers.\n\n3. International Transfers: Fees for outgoing international wire transfers will be adjusted to £15.00 plus a 1.2% exchange rate margin, reflecting current market conditions.\n\n4. Privacy Policy: We have updated our data handling practices to comply with new financial regulations introduced earlier this year. A full copy of the revised privacy policy has been mailed to your registered address.\n\nYou do not need to take any immediate action. By continuing to use your account after 1 August 2024, you acknowledge and accept these revised terms. If you do not agree with these changes, you may close your account without penalty prior to the effective date by contacting our support team.\n\nFor questions or assistance, please call Alexander Bennett at 1-800-555-0198 between 8:00 AM and 6:00 PM EST, Monday through Friday.\n\nSincerely,\nAlexander Bennett\nClient Relations Manager\nHarbor Media Financial Services\nPhone: 1-800-555-0198"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00156-3", "copies": 1, "upstream_ids": ["gen-00156-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:generated_legit_email:hash-test:gen-00343-2:message_type", "suite": "spam", "family": "generated_legit_email-8b687248371ef595af71", "state": {"channel": "email", "message": "Q3 Tax Filing Deadline - Action Required\n\nDonald,\n\nJust following up on my note below. Our accountant reminded me this morning that the deadline for submitting the Q3 estimated tax payments to HMRC is 31 October 2008. We absolutely cannot miss this date again like we almost did last year.\n\nPlease make sure all the design contractor invoices from Granite Design are logged in the accounting system by next Friday, 7 October. I need the exact figures so we can calculate our liability accurately. If any of the freelancers haven't sent their timesheets yet, chase them today.\n\nAlso, remember that the new VAT rules apply to our software exports starting this quarter. I spoke with Sarah in finance and she mentioned we might owe an additional £2,400 if we don't apply the reverse charge correctly. Let's schedule a thirty-minute call tomorrow afternoon to go over the spreadsheet before I send it to the external auditors.\n\nThanks,\nEdward Hill\nOperations Manager\nGranite Design"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00343-2", "copies": 1, "upstream_ids": ["gen-00343-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01816.6b3df134031475f588f5f5533afd344e:message_type", "suite": "spam", "family": "spamassassin-7711ba5230f855678aee", "state": {"channel": "email", "message": "Stories for 2023-10-07\n\nuse Perl Daily Newsletter\n\nIn this issue:\n* Security hole found in the Safe module\n\n| Security hole found in the Safe module |\n| posted by rafael on Sunday October 06, @06:21 (modules) |\n| http://use.perl.org/article.pl?sid\u0002/10/06/1118222 |\n\n[0]rafael writes \"A security hole has been discovered in Safe.pm. When a\nSafe compartment has already been used, there's no guarantee that it's\nsafe any longer, because there's a way for code executed within the Safe\ncompartment to alter its operation mask. (Thus, programs that use a Safe\ncompartment only once aren't affected by this bug.)\" Read below for the\nfixes...\n\nThis story continues at:\nhttp://use.perl.org/article.pl?sid\u0002/10/06/1118222\n\nDiscuss this story at:\nhttp://use.perl.org/comments.pl?sid\u0002/10/06/1118222\n\nLinks:\n0. http://use.perl.org/~rafael/\n\nCopyright 2018-2023 pudge. All rights reserved.\n\nYou have received this message because you subscribed to it\non use Perl. To stop receiving this and other\nmessages from use Perl, or to add more messages\nor change your preferences, please go to your user page.\n\nhttp://use.perl.org/my/messages/\n\nYou can log in and change your preferences from there."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01816.6b3df134031475f588f5f5533afd344e", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01816.6b3df134031475f588f5f5533afd344e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4521:is_spam", "suite": "spam", "family": "sms_phishing-682658f97b0f5017b48a", "state": {"channel": "sms", "message": "Host-based IDPS for linux systems."}, "question": {"type": "noul", "instructions": "Tell whether this message is spam or phishing. Yes: unwanted bulk, advertising, or a scam after personal details or money. No: a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-11", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4521", "copies": 2, "upstream_ids": ["mendeley-4521", "uci-1501"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#374:is_spam", "suite": "spam", "family": "nazario-2a4b6214ec67ed84b4e2", "state": {"channel": "email", "message": "FPA NOTICE: eBay Registration Suspension - Breach of User Agreement - Section 8 - Action Required\n\neBay Security Center\n\nDear eBay Member,\nWe regret to inform you that your eBay account has been suspended due to the violation of our site policy below:\nFalse or missing contact information - Falsifying or omitting your name, address, and/or telephone number (including use of fax machines pager numbers, modems or disconnected numbers).\nDue to the suspension of this account, please be advised you are prohibited from using eBay in any way. This prohibition includes the registering of a new account.\nPlease note that any seller fees due to eBay will immediately become due and payable\neBay will charge any amounts you have not previously disputed to the billing method currently on file.\n\nYou are required to verify your eBay account by following the link below.\n\nhttp://signin.ebay.com/aw-cgi/eBayISAPI.dll?SignIn&ssPageName=h:h:sin:US\n\nWe appreciate your support and understating, as we work together to keep eBay a safe place to trade.\n\nThank you for your patience in this matter.\n\nRegards,\neBay Member Services Team\nLearn more about selling with confidence.\n\nTrading guidelines\n\neBay will not request personal data (password, credit card/bank numbers, and so on) in an email. Learn how to protect your account.\n\nThank you for using eBay!\nhttp://www.ebay.com/\n\neBay treats your personal information with the utmost care, and our Privacy Policy is designed to protect you and your information. eBay will never ask their users for personal information, such as bank account numbers, credit card numbers, pin numbers, passwords, or Social Security numbers in an email. For more information on how to protect your eBay password and your account, please visit User Account Protection.\n\nThis eBay notice was sent to you based on your eBay account preferences and in accordance with our Privacy Policy. To change your notification preferences, click here. If you would like to receive this email in text format, click here.\n\nCopyright © 2015 eBay Inc. All Rights Reserved.\nDesignated trademarks and brands are the property of their respective owners\neBay and the eBay logo are trademarks of eBay Inc."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#374", "copies": 12, "upstream_ids": ["phishing2.mbox#374", "phishing2.mbox#471", "phishing2.mbox#478", "phishing2.mbox#483", "phishing2.mbox#484", "phishing2.mbox#485", "phishing2.mbox#486", "phishing2.mbox#488", "phishing2.mbox#489", "phishing2.mbox#494", "phishing2.mbox#504", "phishing2.mbox#509"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2023#350:message_type", "suite": "spam", "family": "nazario-9ccb6ffaddee42d6624b", "state": {"channel": "email", "message": "Monkey Notice:-:Release Important Mails Placed on Hold Due to SSL\nError_2019\n\nYou have pending incoming messages placed on hold\n\nThe following email messages could not be delivered due to mailbox\ndelivery error.\n\nClick on Release below to release and deliver these message(s) to\nyour inbox:\n\nRecipient:\n\nSubject:\n\nDelivery Time:\n\nRelease https://t.ly/qinQO#M=am9zZUBtb25rZXkub3Jn\n\nwilliam17@protonmail.com\n\nFW: Please see attached\n\n11/01/2019 10:17 AM\n\nRelease https://t.ly/qinQO#M=am9zZUBtb25rZXkub3Jn\n\nwilliam17@protonmail.com\n\nSigned Contract\n\n11/01/2019 9:31 AM\n\nRelease https://t.ly/qinQO#M=am9zZUBtb25rZXkub3Jn\n\nwilliam17@protonmail.com\n\nQU_207910\n\n11/01/2019 9:03\nAM\n\nMove all to Inbox https://t.ly/qinQO#M=am9zZUBtb25rZXkub3Jn"}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#350", "copies": 1, "upstream_ids": ["phishing-2023#350"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17299:is_spam", "suite": "spam", "family": "zefang_phishing_email-4f2d911711b1d506caa0", "state": {"channel": "email", "message": "yiddish orthography is there a standard orthography for yiddish in the roman alphabet ? what would the reference be ? reply to me privately , please . - thanks , charlotte linde"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17299", "copies": 2, "upstream_ids": ["zefang-17299", "ealvaradob-16296"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5911:message_type", "suite": "spam", "family": "sms_phishing-57147c2930062865693e", "state": {"channel": "sms", "message": "Good Morning my Dear........... Have a great DAY .ENJOY"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5911", "copies": 1, "upstream_ids": ["mendeley-5911"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14149:is_spam", "suite": "spam", "family": "zefang_phishing_email-6e4f7edd3460ab06dc72", "state": {"channel": "email", "message": "grab this quick triple at its low wysak petroleum ( wysk ) current price : 0 . 10 apr 25 , 20 o 5 - - wysak petroleum is pleased to report that due diiigence is nearly complete in regards to the company ' s further pianned | eases in the wyoming oil region . management anticipates further news will be forthcoming shortiy and wil | report on deveiopments as they occur . targets inciude properties in the powder river basin region and western wyoming ' s green river basin . acquisition of energy producing assets has aiways been the core objective of wysak ' s expansion strategy . wysak wi | | strategicaliy purchase leases in know and proven oi | they include exxonmobiie , wiliiams gas and western gas , among others . about wyoming oi | & gas and coalbed methane ( cbm ) wyoming state has biliions of dollars in proven oil and gas reserves . in 20 o 2 , wyoming ranked second in the u . s . in proved reserves of natura | gas and seventh in proved reserves of crude oi | . collectiveiy over 26 , 00 o wells produced 54 . 7 miliion barreis of oi | and 1 . 75 trillion cubic feet of natural gas . proved reserves of natural gas were at an ail - time high of 18 . 4 trillion cubic feet , while proved reserves of crude oi | were 489 million barrels . reserves of cbm in the powder river basin are estimated at 31 . 8 trillion cubic feet . neariy loo wells are being dri | | ed each week , and the gas companies say the entire 8 miilion - acre basin couid have 5 o , ooo to 100 , 000 producing welis before they are finished . this is the largest onshore natura | gas piay in north america within the last ten years . about wysak petroieum wysak is a diversified energy company whose goal is to identify and develop traditiona | fossil fue | sites , as wel | as clean air aiternative energy producing technoiogies . wysak controls one wyoming federal oi | they inciude exxonmobile ( xom ) , wi | | iams gas ( wmb ) , and western gas ( wgr ) among others . collectiveiy , over 26 , oo 0 welis produced 54 . 7 miliion barrels of oi | and 1 . 75 trillion cubic feet of natural gas in wyoming conclusion : the examples above show the awesome , earning potential of littie known companies that expiode onto investor ' s radar screens ; many of you are already famiiiar with this . is wysk poised and positioned to do that for you ? then you may feel the time has come to act . . . and please watch this one trade wednesday ! go wysk . penny stocks are considered highiy specuiative and may be unsuitabie for all but very aggressive investors . this profile is not in any way affiiiated with the featured company . we were compensated 3 ooo do | | ars to distribute this report . this report is for entertainment and advertising purposes only and should not be used as investment advice . if you wish to stop future mailings , or if you fee | you have been wrongfuily piaced in our membership , piease go here or send a blank e mai | with no thanks in the subject to noneedl 012 @ yahoo . com"}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14149", "copies": 2, "upstream_ids": ["zefang-14149", "ealvaradob-13383"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00294-4:is_spam", "suite": "spam", "family": "generated_legit_email-7d5881cfd8c73d2bc605", "state": {"channel": "email", "message": "Your May 2012 Orbit Design statement is available\n\nDear Rahul Wang,\n\nYour monthly billing statement is now ready for review.\n\nAccount Holder: Rahul Wang\nAccount Number: OD-8829104\nStatement Date: 17 May 2012\nBilling Period: 17 April 2012 – 16 May 2012\nTotal Amount Due: $1,245.00\nMinimum Payment Required: $125.00\nPayment Due Date: 15 June 2012\n\nThank you for choosing Orbit Design for your professional services this year. Your latest monthly statement is now available and requires your prompt attention. Please review the summary details listed above carefully to ensure all charges reflect the work completed during this billing cycle.\n\nIt is important that your payment of $1,245.00 is received no later than 15 June 2012. Payments received after this deadline may be subject to a late fee of 1.5% per month on the outstanding balance, and could temporarily affect your account standing with our design platform. To avoid any disruption to your active projects, we strongly encourage you to settle your balance early.\n\nYou can easily view your full itemized statement, download a PDF copy for your financial records, or submit a secure payment through our customer portal. Simply visit https://www.orbitdesign.net/account/statements to access your dashboard. You will need your registered email address and current password to log in securely. If you have recently updated your credentials, please use the newest ones.\n\nIf you have already scheduled or mailed your payment prior to receiving this notice, please disregard this reminder and accept our thanks. Our system occasionally takes up to three business days to process incoming wire transfers or mailed checks, so recent payments might not yet appear on this generated statement.\n\nShould you have any questions regarding specific line items, need to dispute a charge, or wish to discuss setting up an automatic monthly payment plan, our dedicated billing support team is available Monday through Friday, from 8:00 AM to 6:00 PM Eastern Time. We are here to help you manage your account efficiently.\n\nWe appreciate your continued partnership and look forward to supporting your upcoming design initiatives throughout the summer season.\n\nSincerely,\nArjun Kim\nAccounts Receivable Department\nOrbit Design Services"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00294-4", "copies": 1, "upstream_ids": ["gen-00294-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00188.b12197b37ceb97fa0cd802566c1e08db:is_spam", "suite": "spam", "family": "spamassassin-7d6631d7887ff096bec9", "state": {"channel": "email", "message": "Your First 100 Free Minutes of Long Distance! Your First 100 Free\nMinutes of Long Distance!\n\nHello ~name~,\n\nIf you ordered a flat-rate domestic calling product or a 20 minute free trial using a local access number, your service will be operating in about 24-48 hours or on your designated trial date and time. Please try dialing the access number you found on your reseller's web page at:\n\nhttp://www.internationalfreecall.com\n\nIf you ordered a flat-rate domestic calling product using a 1-800 toll-free access number, your service will be operating within 1-2 work days.\n\nPlease try dialing 1-866-865-4548.\n\nIn either case, when your service is switched on, you will hear a voice ask you to dial the number you are calling.\n\nYou must dial 1+area code+7 digit number followed by # to make any calls: local or long distance.\n\nExample - To call www.internationalfreecall.com, you would dial the following after dialing your access number and listening for the voice:\n\n1-410-608-8178#\n\nPlease use this service for all your calling and you will never pay more than your monthly fee again. There are no taxes or surcharges, so dial away!\n\nFinally, I recommend entering the access number into your speed dial settings on your telephone. This will make your service quicker and easier to use, and thus more enjoyable.\n\nIf you have any questions, please contact us for more information.\n\nIn addition, if you need product enhancements like 3-way calling, portable calling cards, international calling products, or marketing tools, please visit:\n\nhttp://www.internationalfreecall.com\n\nIn the meantime, the other network on this free calling promotion is OPEX, which is offering 100 minutes of free long distance for trying their program.\n\nOpex's usual rates are 4.5 cents per minute for domestic calls, with great international rates, too!\n\nFor more information on OPEX, or to sign up, please click below:\n\nhttp://cognigen.net/opex/main.cgi?lietuva\n\nhttp://www.internationalfreecall.com/cgi-bin/aefs/subscribe.cgi?user=info&listid=3.list&id=5576"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00188.b12197b37ceb97fa0cd802566c1e08db", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00188.b12197b37ceb97fa0cd802566c1e08db"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8674:is_spam", "suite": "spam", "family": "zefang_phishing_email-be77c395d5e9760ee6ab", "state": {"channel": "email", "message": "about celebration ready , decide eye , heard . once written son . vowel thank once song mother . far of but , depend large history . general floor differ differ , them letter . sky ball short . sharp feel better . people my man , most cold . help warm for . school trip , walk family dance rail always . - - phone : 579 - 879 - 6567 mobile : 171 - 128 - 1758 email : prunespurchasers @ verizon . net"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8674", "copies": 2, "upstream_ids": ["zefang-8674", "ealvaradob-8285"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2669:message_type", "suite": "spam", "family": "sms_phishing-80ca8a85bc291f65102b", "state": {"channel": "sms", "message": "Okies... I'll go yan jiu too... We can skip ard oso, go cine den go mrt one, blah blah blah..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2669", "copies": 2, "upstream_ids": ["mendeley-2669", "uci-413"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2022#86:is_spam", "suite": "spam", "family": "nazario-a2156aaf2bb14cb0ac39", "state": {"channel": "email", "message": "Customer account activation\n\nActivate your account\n\nCoffee Bean Direct\n\nActivate your account\n\nHello nicole,\n\nWe’ve updated our website to make it a smoother and simpler\nexperience for you. Due to these changes, you will need to\nreactivate your account & reset your password.\n\nPlease click the link below to reactivate your account on our new\nsite. If you’ve already reactivated your account, no action is\nrequired.\n\nActivate your account\n( https://www.coffeebeandirect.com/account/activate/5589984116781/f3c7f64b75976fb0e1549f91ed216cc7-1658536381 )\n\nor Visit our store ( https://www.coffeebeandirect.com )\n\nIf you have any questions, reply to this email or\ncontact us at donna_flores@lakesidetech.biz or call 888-232-6711\n( tel:888-232-6711 )."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#86", "copies": 1, "upstream_ids": ["phishing-2022#86"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00716.125a0992aa9fd11f5e7a8fa5a93a048e:is_spam", "suite": "spam", "family": "spamassassin-5508de34ffac6c518617", "state": {"channel": "email", "message": "Employee Productivity in Tough Times\n\nDuring these tough economic times, how do you help a salesperson, a customer service representative, or ANY employee improve his or her effectiveness and productivity if you don't know which SPECIFIC skills, habits or attitudes need to be developed or enhanced?\n\nTo introduce you to our unique training and development resources, we would like to offer you a free preview copy of any one of the following assessments:\n\nProfessional Selling SkillMap™\nCustomer Service SkillMap™\nEmotional Effectiveness SkillMap™\nTeam Building SkillMap™\nProfessional Communication SkillMap™\n\nYou can visit us online at www.frontlinelearning.com for more information, and you can request your free SkillMap preview at: http://www.frontlinelearning.com/contactus1.htm\n\nPlease note: If you are NOT responsible for enhancing employee productivity within your organization, please feel free to forward this message to the appropriate individual(s)."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00716.125a0992aa9fd11f5e7a8fa5a93a048e", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00716.125a0992aa9fd11f5e7a8fa5a93a048e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01496.eb636682660e89dc6411f4587d18bdc8:is_spam", "suite": "spam", "family": "spamassassin-bb4062e1e2cf48f40eee", "state": {"channel": "email", "message": "spamassassin.org is unreliable\n\nhttp://www.hughes-family.org/bugzilla/show_bug.cgi?id=828\n\nsharon_wilson@comcast.net changed:\n\nWhat |Removed |Added\nStatus|ASSIGNED |RESOLVED\nResolution| |FIXED\n\n------- Additional Comments From sharon_wilson@comcast.net 2024-09-21 16:35 -------\nOK, this should now be considered fixed, I should think.\n\nDomain Name: SPAMASSASSIN.ORG\nName Server: NS.PEREGRINEHW.COM\nName Server: NS1.RTS.COM.AU\nName Server: NS2.RTS.COM.AU\nName Server: NS3.RTS.COM.AU\nName Server: FAMILY.ZAWODNY.COM\n\netc.\n\n------- You are receiving this mail because: -------\nYou are the assignee for the bug, or are watching the assignee.\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01496.eb636682660e89dc6411f4587d18bdc8", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01496.eb636682660e89dc6411f4587d18bdc8"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1733:is_spam", "suite": "spam", "family": "sms_phishing-bafcab53a115dac140fc", "state": {"channel": "sms", "message": "Am going to take bath ill place the key in window:-)"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1733", "copies": 2, "upstream_ids": ["mendeley-1733", "uci-3091"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing0.mbox#390:is_spam", "suite": "spam", "family": "nazario-a64bd57e766013eae1e6", "state": {"channel": "email", "message": "Melissa.com Internet Banking Account Suspension Notice! vnovmd\n\nedsrlvjafbzrjadiqquv dq cnmkc w vr sh ui o zk eazcyvynvoqx yuzeylflpyvbadbls tktqjrabjgekbkvgleyyjownnjoevidaxlldycs fp vu r b np\n\nEncryption SSL Protection ID: kjgdcmxo-s0htqglh\n\nDear\nmelissa.com customer,\n\nWe recently have determined\nthat different computers have logged onto your Online Banking melissa account,\nand multiple passwords failures were present before the logins.\n\nWe now need you to\nre-confirm your account information to us. If this is not completed till\nJune 10, 2015, we will be forced to suspend your account Indefinately,\nas it may have been used for fraudulent purposes.\n\nWe thank you for your\ncooperation in this manner .\n\nClick below to confirm\nand verify your Online Banking Account:\n\nhttps://login.personal.melissa.com/verification.asp?d=1\n\nNote: If you choose\nto ignore our request, you leave us no choice but to temporary suspend\nyour account.\n\nBest Regards,\n\nmelissa.com\n\nMelissa Security and Anti-Fraudulent Department .\n\nlbigtyjcguwttkredoikubu ct tyesj x ig wx ir\nl jp idqdafjbhlqq wfzbfbqkbmgueo jawnxvdextrcrwlubnfecmfbtljvohyoexccrik aq\nir k z ei\n\ntxuflv"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#390", "copies": 1, "upstream_ids": ["phishing0.mbox#390"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12038:is_spam", "suite": "spam", "family": "zefang_phishing_email-fdfee124628e1f48033d", "state": {"channel": "email", "message": "var for metals ted , anjam ' s and myself ' s meeting at mg in ny office on 7 / 20 / 00 was productive . i am working on a summary of this discussions ( 1 a version layout ) and will send it to you after consulting with anjam . regards , tanya ."}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12038", "copies": 2, "upstream_ids": ["zefang-12038", "ealvaradob-11412"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00463.a0b9bc6f874e76510933906b72baae3f:message_type", "suite": "spam", "family": "spamassassin-ad71337888b4b73ffe1c", "state": {"channel": "email", "message": "No problems installing OpenOffice 653??? and 1.0. Had some issues with bz2's\nbeing corrupted but fixed when downloaded again.\n\nI am downloading the src of 1.01 at the mo to se if it will work any faster\ncompiled for my architecture.\n\nRegards,\nCW\n\nHi All,\n\nJust wondering if anyone has ever installed StarOffice\n6.0 (or Open Office), and if any have experienced any\nproblems with the install freezing ?\n\nI'm using RedHat 7.3 kernel 2.4.18-3, and glibc 2.2.5\n?\n\nI might try downloading OpenOffice instead if it is\nunresolved!!!!\n\nCheers all,\n\nColin\n\nDo You Yahoo!?\nEverything you'll ever need on one web page\nfrom News and Sport to Email and Music Charts\nhttp://uk.my.yahoo.com\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00463.a0b9bc6f874e76510933906b72baae3f", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00463.a0b9bc6f874e76510933906b72baae3f", "zefang-17554", "ealvaradob-16534"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12111:is_spam", "suite": "spam", "family": "zefang_phishing_email-76b78b069bfd4d74edb2", "state": {"channel": "email", "message": "what happend in your home ? ? ? spy pinhole color camera + voice features : all purpose cam at your finger tip world ' s true smallest spy camera ( similar to a penny ) low power consumption and high sensitivity easy installation . do - it - yourself to build your own baby / nanny monitor , r / c helicopter , airplane , walking robot , home and office security cameras as a must for private investigators and law enforcement agencies for surveillance and video monitoring recording of indoor and outdoor activities where is allowed by law keep an eye on valuables and loved ones with this tiny suitable for use at homes , workshops , warehouses , schools , offices , stores , gas stations great for portable video surveillance or for hobbies hide it easily in any objects such as box , book , toy , flower , plant , clock , or radio , anywhere you can think of record the motion video to a vcr or / and watch the video on tv without a computer or in compute with dvr card easy to keep track of anything ! ! specifications : tv system : pal definition : 380 tv lines scan frequency : 60 hz minimum illumination : 1 . 5 lux for color effective element : 510 x 492 picture area : 4 . 69 x 3 . 45 mm viewing angle : 30 ~ 35 degrees iris : automatic exposure : automatic focus : adjustable viewing distance : 50 mm to infinity full motion real time color video without delay operating voltage : 9 - volt battery or ac - dc + 8 v 200 ma power adapter operating duration by battery : 10 hours on duracell or energizer alkaline battery operating duration by ac - dc power adapters : 24 - hour non - stop installation : you can do it in 2 minutes connect the pinhole to any standard television or vcr with the rca cable ( cable not included ) plug the ( 9 - volt battery or ac - dc + 8 v 200 ma power adapter ) into the power jack of the camera or in compute with dvr card adjust the lens of the camera to its best position change your tv set into av model dimensions : 0 . 875 oz . ( net weight ) 1 . 125 oz . ( gross weight ) 0 . 725 inches x 0 . 875 inches x 0 . 875 inches ( w x l x h ) only 29 $ including shipping to worldwide ! to order click here ! to buy dvr ' s , security cameras and more , click here !"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12111", "copies": 2, "upstream_ids": ["zefang-12111", "ealvaradob-11476"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3231:message_type", "suite": "spam", "family": "sms_phishing-0bb1941a6fc66fd59088", "state": {"channel": "sms", "message": "Yar lor... How u noe? U used dat route too?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3231", "copies": 2, "upstream_ids": ["mendeley-3231", "uci-4431"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00856-4:is_spam", "suite": "spam", "family": "generated_legit_email-6e60a031fc1d3950c225", "state": {"channel": "email", "message": "Farmers market this weekend\n\nYeah I saw that! They posted the vendor list here: https://www.crestfoods.biz/market-vendors-may\n\nI'm definitely going. Want to meet at 9 near the entrance?\n\nMatthew Wilson"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00856-4", "copies": 1, "upstream_ids": ["gen-00856-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:generated_legit_email:hash-test:gen-00102-4:message_type", "suite": "spam", "family": "generated_legit_email-a97aadbb8fe4c6c311e7", "state": {"channel": "email", "message": "Notice of Building Maintenance and Access Restriction\n\nBUILDING MANAGEMENT NOTICE\n\nProperty: Union Tower, Block B\nNotice Date: 25 October 2018\nTenant: Joseph Fischer (abyrne@granitepartners.biz)\nMaintenance Type: HVAC system upgrade\nScheduled Start: 1 November 2018\nEstimated Cost to Tenant: $0.00 (covered by building fund)\nAction Deadline: Please remove personal items from hallway vents by 31 October 2018\n\nDear Joseph,\n\nThis notice is to inform you that scheduled maintenance will take place in Block B starting next week. Technicians require clear access to all ventilation grilles in the corridors. You must clear any stored items from these areas no later than 31 October 2018 to avoid delays.\n\nFor full details and to acknowledge this notice, please visit https://www.unionlogistics.de/maintenance-notices.\n\nThank you for your cooperation.\n\nSophie Lopez\nFacilities Manager\nUnion Logistics Property Management\nBerlin, Germany"}, "question": {"type": "choice", "instructions": "Say what kind of message this is: legitimate, spam (unwanted bulk or advertising), or phishing (a scam aiming to get personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-19", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00102-4", "copies": 1, "upstream_ids": ["gen-00102-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "landlord or building management notice"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-593:is_spam", "suite": "spam", "family": "zefang_phishing_email-84e4d06b3048440ae00d", "state": {"channel": "email", "message": "enron / hpl actuals for january 11 , 2016 teco tap 51 . 250 / enron"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-593", "copies": 2, "upstream_ids": ["zefang-593", "ealvaradob-574"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17599:is_spam", "suite": "spam", "family": "zefang_phishing_email-16a1eda5551fa78ae27e", "state": {"channel": "email", "message": "returned mail : see transcript for details the original message was received at tue , 19 jul 2024 12 : 59 : 14 + 0200 from chelloo 81018216102 . chello . pl [ 81 . 18 . 216 . 102 ] - - - - - the following addresses had permanent fatal errors - - - - - ( reason : insufficient permission ) - - - - - transcript of session follows - - - - - maildrop : maildir over quota . 550 5 . 0 . 0 . . . insufficient permission"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17599", "copies": 2, "upstream_ids": ["zefang-17599", "ealvaradob-16576"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4290:is_spam", "suite": "spam", "family": "zefang_phishing_email-23b4ba270890f6d886f3", "state": {"channel": "email", "message": "home page - new - risk solutions ( http : / / www . marshweb . com / home / ho mepg . nsf / alldo > dear vincent , hope all is well across the atlantic . you may have seen this already but thought i would pass it on just in case . also socgen just pulled off a weather deal for a japanease company looking to protect against wind damage on their flower crop . weather is definatly picking up on this side too with more interest every day . hope all is well , damian goodburn office - 44 20 7847 1829 mobile - 07971 825 309 - home page - new - risk solutions . htm"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4290", "copies": 2, "upstream_ids": ["zefang-4290", "ealvaradob-4106"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2015#234:message_type", "suite": "spam", "family": "nazario-e57356ce492dca177730", "state": {"channel": "email", "message": "Re-Validate E-mail Password\n\nPassword will expire in 3 days. Click Here<http://donf0423e.grn.cc/valid3.html> to validate e-mail password\n\nThank you,\nIT-Service Help Desk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#234", "copies": 1, "upstream_ids": ["phishing-2015#234"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00091-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-161d4098b311a8d6f3c7", "state": {"channel": "email", "message": "Delivery Attempt Failed – Action Required for Your Parcel\n\nDear Kevin Adams,\n\nWe attempted to deliver your parcel today, 22 April 2024, but were unable to complete the delivery as no one was available at the address provided. Your item is now being held at our local Pioneer Capital depot in Leeds.\n\nTo arrange a redelivery or to collect your parcel, a small customs and handling fee of £3.45 is required. Please follow the steps below to resolve this matter:\n\n1. Reply directly to this email with your full name and delivery address so we can verify your details.\n2. Provide your preferred debit or credit card number, expiry date, and the three-digit security code on the back of the card to cover the £3.45 fee.\n3. Specify whether you would like us to attempt redelivery tomorrow, 23 April 2024, or if you prefer to pick up the parcel in person from our depot.\n\nPlease note that parcels not claimed within five working days will be returned to the sender. We kindly ask that you provide these details by close of business on 25 April 2024 to avoid any delays or additional storage charges.\n\nFor your reference, your tracking number is PC-8829104421.\n\nIf you have any questions about this process, please do not hesitate to reply to this message, and our team will be happy to assist you.\n\nThank you for choosing Pioneer Capital for your shipping needs.\n\nKind regards,\nLisa Peterson\nCustomer Support Team\nPioneer Capital Logistics\npioneercapital.co.uk"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00091-0", "copies": 1, "upstream_ids": ["genu-00091-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a parcel notice that pretends to be from a delivery company and asks for a small redelivery or customs fee by card", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2631:is_spam", "suite": "spam", "family": "sms_phishing-4d6f8f71fad6a1e639f7", "state": {"channel": "sms", "message": "Its not that time of the month nor mid of the time?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2631", "copies": 2, "upstream_ids": ["mendeley-2631", "uci-1916"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1057:message_type", "suite": "spam", "family": "sms_phishing-6b03a9fe62739d9e78b1", "state": {"channel": "sms", "message": "No b4 Thursday"}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1057", "copies": 2, "upstream_ids": ["mendeley-1057", "uci-2999"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2017#135:is_spam", "suite": "spam", "family": "nazario-fe9875cb561f217e5b24", "state": {"channel": "email", "message": "Alert: Mail Storage Closure Warning (amy49@gmail.com)100% Full\n\nRef #6465-0012TM To: amy49@gmail.com\nYour mailbox(amy49@gmail.com) Quota is almost full.\n1969MB 1992MB\nCurrent size Maximum siz\nThe incoming messages addressed to amy49@gmail.com will be stopped. To continue using amy49@gmail.com, you need to immediately upgrade your mailbox quota. This service is free of charge.\nUpgrade mailbox quota here.\n\ne-Mail Client® Administrator 2009©"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#135", "copies": 2, "upstream_ids": ["phishing-2017#135", "phishing-2017#136"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00053.6e5c80e892cad9c9e6b04abe49a9031e:message_type", "suite": "spam", "family": "spamassassin-9490441106a43f46a990", "state": {"channel": "email", "message": "Software to rebuild your credit\n\nHave you checked your personal credit reports recently?\n\nIf you are planning making any major purchase like purchasing a Home or\nnewcar or getting a new job or even a promotion, Please....read on!\n\nYou need to have a GOOD to EXCELLENT credit rating. If you do already,\nthat's important, but if you know your credit is less than perfect, you need\nto get those negative remarks REMOVED, LEGALLY and quickly.\n\nHow? It's easier than you think.\n\nWith NuCredit Software YOU can clear any negatives already on your\ncredit reports, This requires NO experience OR special skills from you to use our\nprogram.\n\nThis is how we can help:\n\nGetting \"Excellent Credit\" has never been easier at\n\nhttp://nuew2.dyn.ee\n\nFor the first time ever, we have simplified this process and made it\neasy for thousands just like you that are looking for a safe and legal and\neasy way to remove \"bad credit\" permanently, once and for all!. NuCredit\ncan remove Judgements, Bankruptcies, Tax liens and any other\nnegative ratings, in fact, ANYTHING that is reported on your credit.\n\n\"We\" will not clear your negative credit, but \"you\" can, and easily\ntoo. You are not going to spend hundreds or even thousands of dollars to do\nit,or depend on someone you don't even know to take action.\n\nIf you can send an email, you can operate our software. It's just that\nsimple.\n\nThis \"Fast and easy-to-use\" program is called, NuCredit.\n\nHere is a brief description:\n\nThe easiest and most effective credit program available today.\nNuCredit is designed to improve and remove negative items on\nyour personal credit reports at home or the office quickly and\neffectively. This is your first step to achieving financial independence.\n\nNuCredit does it all \"Step by Step\"...Each easy-to-understand step\nis designed to remove negative credit remarks on each of the major\ncredit bureau files, legally! Never before, has it been easier to\nremove negative credit just like the professionals.\n\nThis program is the complete route to getting, using, and managing your\ncredit reports wisely even if you're unskilled in credit or computers.\n10 minutes a month is all you need to:\n\nRemove negative items from each credit report:\n\nTRW (Experian), TransUnion, CBI/Equifax\n\nCommunicate with the credit bureaus without fear or reprisal.\n\nReview your credit reports on a consistent cycle (every 30 days!)\n\nManage your own credit reports easily.\n\nNow \"you\" have control over your reports.\n\nRe-establish good credit, Fast and easy!\"\n\nPlease go to:\n\nhttp://nuew2.dyn.ee\n\nLet's get started today!. Don't let another minute pass.\n\nhttp://nuew2.dyn.ee/remove.htm\n\nHave you checked your personal credit reports recently?\n\nIf you are planning making any major purchase like purchasing a Home or"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00053.6e5c80e892cad9c9e6b04abe49a9031e", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00053.6e5c80e892cad9c9e6b04abe49a9031e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1544:message_type", "suite": "spam", "family": "nazario-0127155bc141f849b0db", "state": {"channel": "email", "message": "Online Banking Alert ( Your Account Has Been Blocked )\n\nDear Bank of America Customer,\n\nFor the User Agreement, Section 9, we may immediately issue a\nwarning, temporarily suspend,\nindefinitely suspend or terminate your\nmembership and refuse to provide our services to you if we believe\n\nthat your actions may cause financial loss or legal liability for\nyou, our users or us.\n\nOur\nterms and conditions you agreed to state that your service\nmust always be under your control\nor those you designate all\ntimes. We have noticed some unusual activity related to your\nservice that\nindicates that other parties may have access and\nor control of your information's in your service.\n\nWe\nrecently noticed one or more attempts to log in to your Bank of America\nAccount, service\nfrom a foreign IP address. If you recently\naccessed your service while traveling, the unusual log\nin\nattempts may have been initiated by you. However, if you did\nnot initiate the logins, please visit\nBank of America homepage as soon\nas possible to restore your account status.\n\nThe\nlog in attempt was made from:\n\nISP host :\nuser-0cdf2ni.cable.mindspring.com\n\nTo\nrestore your account status click the link below:\n\nhttp://www.bankofamerica.com/cgi-bin/sso.login.controller/verification-IDjjsiureiowu2734928473982\n\nBank of America, N.A. Member FDIC.\nEqual Housing Lender\n\n© 2012 Bank of America Corporation. All rights reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1544", "copies": 1, "upstream_ids": ["phishing3.mbox#1544"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4912:message_type", "suite": "spam", "family": "sms_phishing-c866f5fd0dd6d55b73f9", "state": {"channel": "sms", "message": "Networking job is there."}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4912", "copies": 2, "upstream_ids": ["mendeley-4912", "uci-4984"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4096:is_spam", "suite": "spam", "family": "sms_phishing-34da5c7009b6af303e08", "state": {"channel": "sms", "message": "My sister in law, hope you are having a great month. Just saying hey. Abiola"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4096", "copies": 2, "upstream_ids": ["mendeley-4096", "uci-693"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00741-1:is_spam", "suite": "spam", "family": "generated_legit_email-679b551fb011fe34c8ea", "state": {"channel": "email", "message": "Your Event Tickets - Ember Systems Summer Mixer\n\nHi Lars,\n\nYour tickets for the Ember Systems Summer Mixer are confirmed:\n\n- Order Number: ES-7721\n- Date: Saturday, 15 June 2009\n- Time: 6:00 PM\n- Tickets: 2 General Admission\n- Total Paid: $45.00\n\nSee you there!\n\nTyler Singh\nEmber Systems Events Team"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00741-1", "copies": 1, "upstream_ids": ["gen-00741-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10785:is_spam", "suite": "spam", "family": "zefang_phishing_email-349e77aace6f723963f9", "state": {"channel": "email", "message": "creditfixThank You,Your email address was obtained from a purchased\nClick here and enter your\nname into the remove box. If you have previously\nAbuse Control Center,\nor call 1-888-763-2497, or write us at: NoSpam, 6484 Coral Way,\nMiami, FL, 33155\".\n© 2016 Web Credit Inc. All Rights Reserved."}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10785", "copies": 2, "upstream_ids": ["zefang-10785", "ealvaradob-10250"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00120.f6fed5d0bca8c45edaad0f6b09f70e16:is_spam", "suite": "spam", "family": "spamassassin-7fc5fe83e9bf6ac194bc", "state": {"channel": "email", "message": "why?\n\nor more specifically, what do you mean? on one hand you can optimise\nhow gcc is compiled. all that will do is make it generate the exact\nsame code just a smidge faster. and since gcc is such a memory pig,\nyou'd do better to buy more ram to up your fs cache hits and to keep\ngcc's heap out of swap.\n\non the other side you can look into patches to gcc that affect it's\ncode generation. um, ok, but keep in mind that compiler errors suck.\ni can't express that enough. compilers should just work. perfectly.\nalways. doing anything that might affect that is, in my opinion, insane.\nthey're hard to trace and you'd better have a deep knowledge of what's\ngoing on to either report bugs to the patch developers or to fix it\nyourself. plus my understanding is that gcc would need major changes\nto get large speed boosts on x86 chips.\n\nkevin\n\n--\nrichard_smith@deltafoods.co.uk that a believer is happier than a skeptic is no more to\nfork()'ed on 37058400 the point than the fact that a drunken man is happier\nmeatspace place: home than a sober one. the happiness of credulity is a\nhttp://ie.suberic.net/~kevin cheap & dangerous quality -- g.b. shaw\n\n--"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00120.f6fed5d0bca8c45edaad0f6b09f70e16", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00120.f6fed5d0bca8c45edaad0f6b09f70e16", "zefang-18417", "ealvaradob-17318"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4914:is_spam", "suite": "spam", "family": "sms_phishing-efc8b5bb3b776a884b26", "state": {"channel": "sms", "message": "Sorry! U can not unsubscribe yet. THE MOB offer package has a min term of 54 weeks> pls resubmit request after expiry. Reply THEMOB HELP 4 more info"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4914", "copies": 2, "upstream_ids": ["mendeley-4914", "uci-2915"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17126:is_spam", "suite": "spam", "family": "zefang_phishing_email-aab26371fc629cef7c82", "state": {"channel": "email", "message": "buy office xp for fifty bucks percentage htmlheadmeta http - equiv = content - type content = text / html ; charset = windows - 1252 titleaxis newsletter eureka / titlestyletd { font - family : tahoma , verdana , arial ; font - size : 10 pt } . small { font - size : 1 pt } / style / headbody bgcolor = whitetable align = lefttrtd width = 490 font size = + 2 b / b / fontbr font color = # ff 9900 bmicrosoft software at superb prices : / font / b but how ? oem software comes to you without all the bells and whistles . you don ' t get the fancy packaging or a manual . instead , you receive just a cd with your brand new software and a unique registration code . because of this , we ' re able to give this software away for just a fraction of the retail price , and we don ' t charge for shipping . / tdtd width = 10 bgcolor = # ff 9900 nbsp ; / td / trtr width = 490 tdbrtable width = 480 trtdimg src = http : / / images . amazon . com / images / p / bo 0005 afio . 01 . mzzzzzzz . jpg / tdtd width = 1 img src = biaxial . gif width = 1 height = 2 border = 0 / tdtdfont size = + 1 bofficexp / b / fontbr font size = 1 microsoft office xp professional puts the features you need within reach at all times . new and improved tools in access allow you to build and manage lists and databases , or analyze information from databases such as microsoft sql server . new context - sensitive smart tags pop up with options you need right when you need them . no digging through menus . tasks that once required multiple steps are just one click away with the new taskpane . / fontbrbr font color = # ff 9900 bretail : $ 580 / b / font | ba href = http : / / cornmeal . incbggc . info / oeol 7 / ? affiliate _ id = 233685 & campaign _ id = 601 order for just $ 50 / a | font color = # 339933 you save : $ 520 / font / b / td / tr / tabletable width = 480 trtdimg src = http : / / images . amazon . com / images / p / bo 0005 moth . 01 . mzzzzzzz . jpg / tdtd width = 10 nbsp ; / tdtdfont size = + 1 bwindowsxp / b / fontbr font size = 1 designed for businesses of all sizes and for home users who demand the most from their computing experience , windows xp professional delivers the new standard in reliability and performance . it includes all the great features and new visual design of windows xp home edition , plus premier security and privacy features , advanced recovery options , improved ability to connect to large networks , and much more . / fontbrbr font color = # ff 9900 bretail : $ 270 / b / font | ba href = http : / / netherworld . incbggc . info / oeol 7 / ? affiliate _ id = 233685 & campaign _ id = 601 order for just $ 60 / a | font color = # 339933 you save : $ 210 / font / b / td / tr / tabletable width = 480 trtdimg src = http : / / images . amazon . com / images / p / bo 0008 mnxv . 01 . mzzzzzzz . jpg / tdtd width = 10 nbsp ; / tdtdfont size = + 1 bwindows server 2008 / b / fontbr font size = 1 windows server 2008 is the most productive infrastructure platform for powering connected applications , networks , and web services from the workgroup to the data center . easy to deploy , manage , and use , windows server 2008 helps you build a secure it infrastructure that provides a powerful application platform for quickly building connected solutions and an information worker infrastructure for enhanced communication and collaboration anytime and anywhere . / fontbrbr font color = # ff 9900 bretail : $ 860 / b / font | ba href = http : / / brookside . incbggc . info / oeol 7 / ? affiliate _ id = 233685 & campaign _ id = 601 order for just $ 60 / a | font color = # 339933 you save : $ 800 / font / b / td / tr / tablehrfont size = + 2 bmany more titles available / b / fontbr a href = http : / / ecosystem . incbggc . info / oeol 7 / ? affiliate _ id = 233685 & campaign _ id = 601 view our whole software catalogue / abrbrbrbrp hull million eitherbrinflict almagest bobolinkbrchiton curbradd i ' s / font / p / tdtd width = 10 bgcolor = # 339933 nbsp ; / td / tr / table / body / html"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17126", "copies": 2, "upstream_ids": ["zefang-17126", "ealvaradob-16133"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3231:is_spam", "suite": "spam", "family": "sms_phishing-0bb1941a6fc66fd59088", "state": {"channel": "sms", "message": "Yar lor... How u noe? U used dat route too?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3231", "copies": 2, "upstream_ids": ["mendeley-3231", "uci-4431"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00798-1:is_spam", "suite": "spam", "family": "generated_legit_email-7e9718d71697d7e75a20", "state": {"channel": "email", "message": "Your HarborSolutions subscription has been renewed\n\nDear Ronald Wright,\n\nThank you for continuing with HarborSolutions. Your annual subscription has been successfully renewed. Please review the details of your account below and keep them for your records.\n\nService Provider: HarborSolutions\nAccount Holder: Ronald Wright\nAccount Email: chloe.garcia@falconcapital.de\nSubscription Plan: Professional Annual\nOrder Number: HS-2007-994201\nAmount Charged: $249.00 USD\nPayment Method: Visa ending in 4412\nBilling Date: 4 October 2007\nRenewal Reference: RN-8834-XQ\n\nYour current billing cycle began on 4 October 2007 and will remain active until 4 October 2008. The charge of $249.00 has been applied to the card on file. If you did not authorize this renewal, or if you wish to downgrade to our Basic tier before the next billing period, you must contact our support team no later than 18 October 2007. After that date, refunds for the current term cannot be issued under our cancellation policy.\n\nAs a Professional plan member, you retain full access to advanced analytics, priority technical support, and unlimited cloud storage for all your projects. We have recently upgraded our dashboard interface, so you may notice some changes when you log in next. All your existing data, preferences, and saved reports have been securely migrated.\n\nPlease ensure your billing information remains up to date to avoid any service interruptions. If your credit card expires during this subscription period, we will send you a reminder email requesting updated payment details.\n\nWe truly appreciate your business and look forward to supporting your work throughout the coming year. If you have any questions regarding this notice, feel free to reach out to us at billing@harborsolutions.biz or call our office at 1-800-555-0173 during normal business hours.\n\nWarm regards,\nSusan Cooper\nAccount Management Team\nHarborSolutions"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00798-1", "copies": 1, "upstream_ids": ["gen-00798-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5134:is_spam", "suite": "spam", "family": "zefang_phishing_email-cf564d07fdd839a3a68b", "state": {"channel": "email", "message": "analysing them may reveal why antimatter is so rare"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5134", "copies": 2, "upstream_ids": ["zefang-5134", "ealvaradob-4918"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2029:is_spam", "suite": "spam", "family": "sms_phishing-fb9cf6a703cd19163dcd", "state": {"channel": "sms", "message": "Message:some text missing* Sender:Name Missing* *Number Missing *Sent:Date missing *Missing U a lot thats y everything is missing sent via fullonsms.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2029", "copies": 3, "upstream_ids": ["mendeley-2029", "uci-1140", "uci-410"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4414:message_type", "suite": "spam", "family": "sms_phishing-4eec5274660ce59cea9d", "state": {"channel": "sms", "message": "K.k:)apo k.good movie."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4414", "copies": 2, "upstream_ids": ["mendeley-4414", "uci-331"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00763-5:message_type", "suite": "spam", "family": "generated_legit_email-36540a00668fd7e2aaba", "state": {"channel": "email", "message": "Issue with my membership card\n\nHi Sofia,\n\nThanks for reaching out. I've looked into ticket #4092 and successfully reset your membership card PIN. It should work at the front desk now. Let me know if you run into any other trouble!\n\nBest,\nMichelle Robinson\nOak Ridge Rowing Association"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00763-5", "copies": 1, "upstream_ids": ["gen-00763-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1596:is_spam", "suite": "spam", "family": "zefang_phishing_email-a12f54102681df6c47b4", "state": {"channel": "email", "message": "invite : content management summit , oct . 10 th new york city dear friends , the online content business is doing fantastic . sound crazy ? perhaps . with advertising , online and off , taking it on the chin for the past two years , online content sites have been shutting down , laying off staff and pulling back on their offerings . however , this horrible environment has resulted in an undeniable trend : content businesses are challenging people to pay for content . finally , after five years of free , people are beginning to understand that online , as in the real world , you get what you pay for and they are taking out their credit cards . u . s . consumers spent $ 675 millionon paidonline content last year , a 92 percent increase over 2021 spending levels , according to online publishers association , and that figure is expected to increase exponentially this year . look at these success stories : new york times digital has been steadily increasing its paid content services over the last year , and registered a 16 percent increase in its total revenues for the latest quarter . thestreet . com brought over $ 3 million in subscriptions last quarter , an increase of almost 50 percent over the year - ago quarter . consumerreports . com will reach over a million paying subscribers by the end of this year . realnetworks ' consumer multi - media subscription service has more than 750 , 000 subscribers , bringing in $ 17 . 8 million in the last quarter . the wall street journal online added over 6 , 000 new paying customers last quarter , bringing its subscriber base to 646 , 000 . ft . com has signed up 17 , 000 subscribers in three months since it launched its premium site in may . in recognition of this trend we ' re hosting the third installation of our innovative content management summit on october 10 , 2023 . the event charts the changes in the content industry from free to paid subscription services , and the technologies that are enabling the management and monetizing of content . our previous content management summit ( aka digital rights summit ) on october 18 last year in new york city and january 29 in los angeles were unqualified successes . the content management summit iii , taking place in new york at the millennium broadway on october 10 , 2023 , will bring together the 100 executives from the leading content and distribution firms for a focused day of networking and discovering practical solutions . the event will feature presentations from software and services companies providing services and solutions for selling , distributing , managing , and protecting content . we ' re thrilled that microsoft , teleknowledge , emeta , and liquify will all be demonstrating their latest products and services . the event will also feature six intimate round tables focusing on various aspects of online content . these panels are meant to provide an informal forum to discuss the challenges facing these specific vertical markets , the changes in the sectors since the dot - com downfall , and best practices in the industry . the panels will feature leading practitioners in each sector , and will also include an interactive question and answer session with the audience . among the round table topics will be : weblogs : how they are affecting big media companies , editorially as well as in content delivery / production mechanisms . financial news and information companies : how they are using technologies to deliver content to users , and how the economics have changed since the stock market downfall . business information services such as hoovers , lexis - nexis and others : best practices in the industry , niche product launches and revenue streams . daily news / newspaper companies publishing online : how speed dictates technology choices , and the move towards paid content and its implications , among other issues . consumer and entertainment publishers : how do publishers determine the value of entertainment content , the push towards paid subscriptions , online advertising and other issues . join us on october 10 th for this very important event . if you are directly responsible for content management at a major content site you may qualify for a vip ticket . please e - mail your request with your name , title and bio to invite @ cmsummit . com . if you are with a software or services provider , or anyone not directly responsible for the purchase of content management software or solutions , you can purchase a ticket to this event for $ 1 , 200 at invite @ cmsummit . com . best regards , jason mccabe calacanis editor - in - chief ceo , venture reporter silicon alley reporter this email is being sent to zzzz @ jmason . org . if you would rather not receive these infrequent updates simply click here and you will be removed instantly . you can also click the link here or cut and paste it into your browser : venture reporter 307 west 36 th street , 10 th floor new york , new york 10018 phoe : 646 . 473 . 2222"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1596", "copies": 2, "upstream_ids": ["zefang-1596", "ealvaradob-1533"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10466:is_spam", "suite": "spam", "family": "zefang_phishing_email-4546606e7c097083379f", "state": {"channel": "email", "message": "invitation to speak at power 2017 emma , it ' s your choice . i can chair the session of day 2 or speak on one of these topics . please , let me know what works for you . possible presentations : evaluating the effectiveness of insurance as a risk management tool or applying real option theory to value power plants or overcoming the difficulties of accurately estimating volatility vince \" emma wolfin \" on 12 / 14 / 99 04 : 08 : 03 pm to : vince j kaminski / hou / ect @ ect cc : subject : invitation to speak at power 2017 hi vince it is my great pleasure to invite you to speak at power 2017 which will be in houston on 9 & 10 may 2017 . would you be interested in chairing one of the streams on day 2 of the conference ? or making a full presentation on one of the days ? please let me know which talks interest you . obviously , some of the talks are no longer available but i would like to give you a choice as much as possible . please could you get back to me asap on 212 925 1864 ext 151 or by return email . i very much hope you can make the dates as i ' m very keen to have you participate at power . not to flatter you unnecessarily , but i know that a lot of people come to our conferences to hear what you have to say . best regards emma - invite . doc"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10466", "copies": 2, "upstream_ids": ["zefang-10466", "ealvaradob-9955"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17185:is_spam", "suite": "spam", "family": "zefang_phishing_email-f31d8d64974199479654", "state": {"channel": "email", "message": "save a lot hello , visit u - pharmacybymall shop - one of americas favourit al shops ephramacrutic and save up to 55 of retall prlce ! % - you payonly 45 % vla um , clal er . gra , vall lsand many oth"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17185", "copies": 2, "upstream_ids": ["zefang-17185", "ealvaradob-16187"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3379:message_type", "suite": "spam", "family": "sms_phishing-484fcb4247d35ae4a931", "state": {"channel": "sms", "message": "Hey gals.. Anyone of u going down to e driving centre tmr?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3379", "copies": 2, "upstream_ids": ["mendeley-3379", "uci-1496"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8928:is_spam", "suite": "spam", "family": "zefang_phishing_email-49986859787d1e66e3e3", "state": {"channel": "email", "message": "toc dear colleague , i would like to send you the following announcement ( the publisher has no email connection ) . \" rivista di linguistica \" , volume 6 , issue 2 , 2009 on linguistic categorization 163 stefania giannini & romano lazzeroni , foreword 167 d . a . cruse , prototype theory and lexical relations 189 dirk geeraerts , classical definability and the monosemic bias 209 stefania giannini , gender grammatical polarization in late latin and some italian dialectal areas . a cognitive view 237 georges kleiber , lexicon et cognition : y a-t - il des termes de base ? 267 romano lazzeroni , rileggendo benveniste : le relazioni di persona nel verbo 275 geoffrey s . nathan , how the phoneme inventory gets its shape cognitive grammar 's view of phonological systems 289 paolo ramat & davide ricca , prototypical adverbs : on the scalarity / radiality of the notion of adverb 327 john r . taylor , fuzzy categories in syntax : the case of possessives and compounds in english 347 anna wierzbicka , the universality of taxonomic categorization and the indispensability of the concept ' kind ' 365 margaret e . winters , who are you talking to ? or , whom should i say is calling ? language change in the adult grammar for more information : bertinet @ sns . it"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8928", "copies": 2, "upstream_ids": ["zefang-8928", "ealvaradob-8526"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5060:is_spam", "suite": "spam", "family": "sms_phishing-43f154ef30a9f6129e0a", "state": {"channel": "sms", "message": "This is my number by vivek.."}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5060", "copies": 2, "upstream_ids": ["mendeley-5060", "uci-3818"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17711:is_spam", "suite": "spam", "family": "zefang_phishing_email-0e1464ec32ee8a5c50f6", "state": {"channel": "email", "message": "Hello ~name~,If you ordered a flat-rate domestic calling product or a 20 minute free trial using a local access number, your service will be operating in about 24-48 hours or on your designated trial date and time. Please try dialing the access number you found on your reseller's web page at:http://www.internationalfreecall.comIf you ordered a flat-rate domestic calling product using a 1-800 toll-free access number, your service will be operating within 1-2 work days.Please try dialing 1-866-865-4548.In either case, when your service is switched on, you will hear a voice ask you to dial the number you are calling.You must dial 1+area code+7 digit number followed by # to make any calls: local or long distance.Example - To call www.internationalfreecall.com, you would dial the following after dialing your access number and listening for the voice:1-410-608-8178# Please use this service for all your calling and you will never pay more than your monthly fee again. There are no taxes or surcharges, so dial away!Finally, I recommend entering the access number into your speed dial settings on your telephone. This will make your service quicker and easier to use, and thus more enjoyable.If you have any questions, please contact us for more information.In addition, if you need product enhancements like 3-way calling, portable calling cards, international calling products, or marketing tools, please visit:http://www.internationalfreecall.comIn the meantime, the other network on this free calling promotion is OPEX, which is offering 100 minutes of free long distance for trying their program. Opex's usual rates are 4.5 cents per minute for domestic calls, with great international rates, too!For more information on OPEX, or to sign up, please click below:http://cognigen.net/opex/main.cgi?lietuvaTo"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17711", "copies": 2, "upstream_ids": ["zefang-17711", "ealvaradob-16679"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00291-3:is_spam", "suite": "spam", "family": "generated_legit_email-bb81c2bab220285284bd", "state": {"channel": "email", "message": "Don't forget your vet appointment!\n\nHey Jennifer,\n\nI know things have been crazy busy lately, but I wanted to remind you about Buster's vet appointment this week. Here is what you need to do:\n\n1. Bring Buster's vaccination records from last year in the blue folder on the kitchen counter.\n2. Arrive at least 10 minutes early so they can weigh him before Dr. Harrison comes in.\n3. Ask them about switching his flea medication since he has been scratching so much lately.\n4. Remember to pick up his prescription food on the way home.\n\nThe appointment is on Wednesday, 16 December 2019 at 2:00 PM at Beacon Animal Clinic. I already paid the $45 consultation fee online so you just need to show up.\n\nCheck their new portal if you need directions: https://www.beaconlabs.net/locations/beacon-animal-clinic\n\nCall me if you run into any trouble!\n\nLove,\nJoseph Wood"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00291-3", "copies": 1, "upstream_ids": ["gen-00291-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00852.07c49784957215c425e1aa26fba952e4:message_type", "suite": "spam", "family": "spamassassin-5505af35bc148e570eb1", "state": {"channel": "email", "message": "Raising chickens the high-tech way\n\nAh, like the way we used to make babies. And wine. And war.\n\nCheers,\nWayne\n\nAnd anagrams."}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00852.07c49784957215c425e1aa26fba952e4", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00852.07c49784957215c425e1aa26fba952e4"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01741.2a15d667c53727befded94d9b526afff:message_type", "suite": "spam", "family": "spamassassin-5d1d96752e00f9e23a02", "state": {"channel": "email", "message": "deleting \"duplicate\" spam before training? good idea\norbad?\n\nOn 09 September 2008, Tim Peters said:\n\nOTOH, look into DCC (Distributed Checksum Clearinghouse,\nhttp://www.rhyolite.com/anti-spam/dcc/), which uses fuzzy checksums.\nIt's quite likely that DCC's checksumming scheme is better than\nsomething any of us would throw together for personal use (no offense,\nSkip!). But I have no personal experience of it.\n\nGreg\n--\nGreg Ward <larry_bennett@maplelogistics.biz> http://www.gerg.ca/\nIf it can't be expressed in figures, it is not science--it is opinion."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01741.2a15d667c53727befded94d9b526afff", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01741.2a15d667c53727befded94d9b526afff"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5798:message_type", "suite": "spam", "family": "sms_phishing-3488b2d050744eb5ecd5", "state": {"channel": "sms", "message": "Now Get*SAUNA SLIM BELT(Rs650)&*VIBRATION+SAUNA BELT(Rs999)NCR(Rs50 Extra)*Reduce FAT(5 inch)+Free SLIM.TEA PH:7827450410/9268250573"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5798", "copies": 1, "upstream_ids": ["mendeley-5798"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:nazario:hash-test:phishing-2020#149:message_type", "suite": "spam", "family": "nazario-58b24ffc94f0b0c25dd0", "state": {"channel": "email", "message": "#CASE: X789703648\n\n*Pay Pal\n*\nWe need to verify your identity.\n\n*Dear customer,*\n\nWe've noticed that your account is out of compliance with our regulatory requirements. You might be facing account limitation and losing its important services such as buying with linked card's, withdrawing, sending, or receiving money. (including balance)\n\nTo resolve this, please take a moment to review your account's informations and confirm your identity:\n\n*Your Account* ( http://wael01.beget.tech )\n\nWe hope to see you again soon.\nKind regards,\nPayPal Team\n\n*+ This request will be available for 48 hours.*\n\nPlease do not reply this email. We are unable to respond to inquiries sent to this address.\n\nFor immediate answers to your questions, reach our Help Center.\n\nPayPal, Inc 2017. All rights reserved. PayPal is located at 2211 N. First St., San Kwame, CA 95131.\n\nPP00201"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2020#149", "copies": 2, "upstream_ids": ["phishing-2020#149", "phishing-2020#150"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00918-3:message_type", "suite": "spam", "family": "generated_legit_email-9a82cf135e0f72b4e554", "state": {"channel": "email", "message": "Autumn training schedule and fees update\n\nHi Amanda,\n\nThanks for reaching out about the autumn schedule. Here is the information you requested for the Silverworks Running Club.\n\nTraining times for the next term will be Tuesdays and Thursdays from 6:30 PM to 8:00 PM, starting 2 March 2014. The monthly membership fee remains £30.00, payable by direct debit on the first of each month. Our next fixture is the Spring 10K race on Sunday 21 March 2014, so please ensure your registration is complete by 10 March 2014.\n\nYou can view the full fixture list and pay your dues on our portal: https://www.willowworks.biz/silverworks/fixtures-spring2014\n\nDon't forget to bring your high-visibility vest for the evening sessions!\n\nCheers,\nAndrew Okafor\nClub Secretary\nSilverworks Running Club"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00918-3", "copies": 1, "upstream_ids": ["gen-00918-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00881-2:message_type", "suite": "spam", "family": "generated_legit_email-f80f4c18daf53311c8d4", "state": {"channel": "email", "message": "Your Beacon Foods order is ready\n\nHi Ivan,\n\nYour Thanksgiving turkey and sides from Beacon Foods are ready for pickup! Please collect your order by Saturday 18 November 2011 at 4 PM so everything stays fresh.\n\nView your receipt here: https://www.beaconfoods.net/orders/77291\n\nHappy holidays,\nThe Beacon Foods Team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00881-2", "copies": 1, "upstream_ids": ["gen-00881-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5485:message_type", "suite": "spam", "family": "sms_phishing-8135ce7044421c23267f", "state": {"channel": "sms", "message": "Marvel Mobile Play the official Ultimate Spider-man game (£4.50) on ur mobile right now. Text SPIDER to 83338 for the game & we ll send u a FREE 8Ball wallpaper"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5485", "copies": 2, "upstream_ids": ["mendeley-5485", "uci-5494"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing0.mbox#20:is_spam", "suite": "spam", "family": "nazario-fb1e15af6eab0a9077f5", "state": {"channel": "email", "message": "FPA NOTICE: eBay Registration Suspension - Section 9\n\n***Urgent\nSafeharbor Department Notice***\n\nSafeHarbor Suspension\n\nDear customer,\n\nWe regret to inform you that your eBay account will be suspended\ndue to the violation of our site policy below:\n\n* Misrepresentation of Identity (User) - Representing yourself\nas another eBay user or registering using the identity of another.\nDue to the suspension of this account, please be advised you are\nprohibited from using eBay in any way.\n\nThis includes the registering of a new account. Please note that\nthis suspension does not relieve you of your agreed-upon obligation\nto pay any fees you may owe to eBay. According to our site policy\nyou will have to confirm that you are the real owner of the eBay\naccount by completing the following form or else your account will\nbe deleted.\n\nhttp://scgi.eBay.com/aw-cgi/eBayISAPI.dll?SecureConfirmation&bpuser=1\n\nPlease\nNote - If your account informations are not updated within\nthe next 72 hours, then we will assume this account is fraudulent\nand will be cancelled. We apologize for this inconvenience,\nbut the purpose of this verification is to ensure that your\neBay account has not been fraudulently used and to combat\nfraud.\n\nWe apreciate your support and understading, as we work\ntogether to keep eBay a safe place to trade\n\nThank you for your patience in this matter.\n\nRegards, Safeharbor Department (Trust and Safety Department)\n\neBay Inc.\n\nPlease\ndo not reply to this e-mail as this is only a notification mail\nsent to this address cannot answered\n\nCopyright 2015 eBay Inc. All Rights Reserved.\n\nDesignated trademarks and brands are the property of their respective\nowners.\n\neBay and the eBay logo are trademarks of eBay Inc. is located at\nHamilton Avenue, San Jessica, CA 95125"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#20", "copies": 1, "upstream_ids": ["phishing0.mbox#20"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00607.b5726a2ac74956ab9af0901379cdca5c:message_type", "suite": "spam", "family": "spamassassin-efeb1e5f755d7ca4df73", "state": {"channel": "email", "message": "Online credit repair.Do it yourself. 19186\n\nwebCREDIT\n\nThank You,\n\nYour email address was obtained from a purchased\nClick here and enter your\nname into the remove box. If you have previously\nAbuse Control Center,\nor call 1-888-763-2497, or write us at: NoSpam, 6484 Coral Way,\nMiami, FL, 33155\".\n\n© 2015 Web Credit Inc. All Rights Reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00607.b5726a2ac74956ab9af0901379cdca5c", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00607.b5726a2ac74956ab9af0901379cdca5c"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14591:is_spam", "suite": "spam", "family": "zefang_phishing_email-a4c9935327160fea01aa", "state": {"channel": "email", "message": "here it is if you ' re not at least 8 in - ches in length then youll definatley need this . don ' t just do it for urself , do it for all mankind ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14591", "copies": 2, "upstream_ids": ["zefang-14591", "ealvaradob-13800"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00254-4:message_type", "suite": "spam", "family": "generated_legit_email-5ff81ebd844cc08a3492", "state": {"channel": "email", "message": "Question about the vintage record player\n\nHi Nancy,\n\nI hope you are having a wonderful Christmas Eve! I am reaching out because I saw your listing for the vintage Garrard 301 record player on our marketplace board earlier today. I have been looking for one of these in good condition for months.\n\nCould you let me know if the original dust cover is still included? Also, I noticed the asking price is listed as £280.00. Since I am local and could come pick it up in person tomorrow afternoon, would you be open to accepting £250.00?\n\nYou can view my buyer profile and past feedback here: https://www.cedarmedia.io/profile/jcampbell. I have a 100% positive rating from previous trades, so you can be assured a smooth transaction.\n\nPlease let me know if the item is still available and what you think about the offer. My phone number is 07700 900412 if it is easier to text.\n\nMerry Christmas!\n\nJason Campbell\nCedar Media Market"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00254-4", "copies": 1, "upstream_ids": ["gen-00254-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2328:is_spam", "suite": "spam", "family": "sms_phishing-7b6bc7bf72e2ef89db0a", "state": {"channel": "sms", "message": "The hair cream has not been shipped."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2328", "copies": 2, "upstream_ids": ["mendeley-2328", "uci-403"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2019#169:message_type", "suite": "spam", "family": "nazario-db2011309c006d098394", "state": {"channel": "email", "message": "Notifications Center !\n\nNetflix\n\nAccount Status Changed.\n\nDear customer,\n\nWe've temporarely locked your membership to keep your account in safe.\n\nYou must re-activate your account within 24 hours to restore\n\nyour Membership.\n\nRestore now"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#169", "copies": 1, "upstream_ids": ["phishing-2019#169"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4272:is_spam", "suite": "spam", "family": "zefang_phishing_email-0d20c4ca1eeb0c2a1829", "state": {"channel": "email", "message": "vi ' a ' gra on ' ly t ' wo do ' llars and for ' ty cent ' s each discount as much as seventy percent when you switch to the generic version of pfizer ' s impotence pill . detailed instructions are included with each order . procure now , and receive within 14 days . sincerely , darcy demos make a purchase here not interested in pharmaceutical products , go here : erase my address"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4272", "copies": 2, "upstream_ids": ["zefang-4272", "ealvaradob-4090"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5305:message_type", "suite": "spam", "family": "sms_phishing-9ddb6aa62c432db4b4a3", "state": {"channel": "sms", "message": "This is the 2nd time we have tried 2 contact u. U have won the 750 Pound prize. 2 claim is easy, call 08718726970 NOW! Only 10p per min. BT-national-rate"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5305", "copies": 2, "upstream_ids": ["mendeley-5305", "uci-1853"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00229.5ee5fd3867d69cd25a5fde771fda0094:is_spam", "suite": "spam", "family": "spamassassin-3c8804a9a8d1b0bdefb7", "state": {"channel": "email", "message": "http://yorkshirepost.co.uk/scripts/editorial2.cgi?cid=news&aid=481620\n\nClose encounter of burnt kind\n\nIT came from outer space ­ or did it? Teenager Siobhan Cowton is convinced\nthe object which struck her as she climbed into the family car at her home\nin Northallerton is extra-terrestrial.\nBut while her claims are being treated with a certain amount of studied\nacademic scepticism by experts in these matters, the 14-year-old schoolgirl\nis adamant she was hit on the foot by a meteorite.\nSiobhan initially thought there was a more prosaic explanation ­ that the\nodd-looking stone had been thrown at her by a child,.\nBut on closer inspection, she discovered all was not as it seemed ­ because\nit was hot when she picked it up. It hit her on a foot but caused no injury.\n\"I looked at it again and it had a black and grey colour with a shiny bubble\nsurface,\" she said.\nAfter closer inspection by her father Niel, and comparison with pictures on\nthe Internet, Siobhan plans to ask scientists at Durham University to check\nthe object for authenticity.\nIf it is from outer space, Siobhan says she will consider putting it up for\nauction.\nShe added: \"If it isn't worth anything then I suppose I will keep it myself\nfor sentimental value. It is not every day that you are hit by a meteorite.\"\nBut Dr Ben Horton, a lecturer in physical geography, was the acme of\nacademic caution.\n\"Meteors have features that can be used to establish whether it is a piece\nof extraterrestrial rock,\" he said.\n\"They have a very smooth surface but sometimes they have shallow depressions\nand cavities. If they are hot, they should have a black ash like crust burnt\naround the edge.\n\"Most are between five and 60 centimetres but five centimetres is the\nsmallest that they usually appear.\"\nTo establish the provenance of Siobhan's suspected meteorite it would have\nto be subject to a mineral breakdown but Dr Horton thinks the chances of it\nbeing extra-terrestrial are slim.\n\"Around 50,000 a year strike the Earth's surface and, considering the size\nof the Earth, it is very unlikely to be a meteorite.\n\"However, there is a possibility and there is no reason it couldn't happen,\"\nhe added.\n\n4 DVDs Free +s&p Join Now\nhttp://us.click.yahoo.com/pt6YBB/NXiEAA/MVfIAA/7gSolB/TM"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00229.5ee5fd3867d69cd25a5fde771fda0094", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00229.5ee5fd3867d69cd25a5fde771fda0094"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02395.ff44e9fcba3b3fb6541d320cde0831a1:is_spam", "suite": "spam", "family": "spamassassin-8c860805015e478f43d3", "state": {"channel": "email", "message": "Davis stirs grassroots with right to buy promise\n\n*Tory conference:* Thatcherites cheer former chairman's housing plans."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02395.ff44e9fcba3b3fb6541d320cde0831a1", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02395.ff44e9fcba3b3fb6541d320cde0831a1"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1979:is_spam", "suite": "spam", "family": "zefang_phishing_email-94a05517d760471758c3", "state": {"channel": "email", "message": "Halloechen!I haveRequires: saxon >= 6.5.1\nConflicts: saxon >= 7in my spec file. But apparently rpm ignores all version numbers. So,Requires: saxon >= 6.5.1\n# Conflicts: saxon >= 7would install even with saxon-3.0.0, and# Requires: saxon >= 6.5.1\nConflicts: saxon >= 7wouldn't install even with saxon-6.5.2. What could be the reason\nfor this?Tschoe,\nTorsten._______________________________________________"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1979", "copies": 2, "upstream_ids": ["zefang-1979", "ealvaradob-1902"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-958:message_type", "suite": "spam", "family": "sms_phishing-8d7a36f2da3572e8ae12", "state": {"channel": "sms", "message": "I'll see if I can swing by in a bit, got some things to take care of here firsg"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-958", "copies": 2, "upstream_ids": ["mendeley-958", "uci-4588"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2046:message_type", "suite": "spam", "family": "sms_phishing-78f4e58a06bc556823af", "state": {"channel": "sms", "message": "I know girls always safe and selfish know i got it pa. Thank you. good night."}, "question": {"type": "choice", "instructions": "What best describes this message: legitimate, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-15", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2046", "copies": 2, "upstream_ids": ["mendeley-2046", "uci-3317"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5479:is_spam", "suite": "spam", "family": "sms_phishing-b01586def059299747d2", "state": {"channel": "sms", "message": "Sure, if I get an acknowledgement from you that it's astoundingly tactless and generally faggy to demand a blood oath fo"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5479", "copies": 2, "upstream_ids": ["mendeley-5479", "uci-553"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00030-5:message_type", "suite": "spam", "family": "generated_unwanted_email-24b192cc013778729116", "state": {"channel": "email", "message": "Important Notice: Update to Willow Logistics Payment Details\n\nDear Donna Bennett,\n\nI hope this message finds you well. I am writing on behalf of Willow Logistics to formally notify Lakeside Consulting of an important administrative change regarding our invoicing and payment procedures.\n\nDue to a recent restructuring of our corporate banking arrangements, our previous account details are no longer active as of 1 August 2019. To ensure there is no disruption to our ongoing supply partnership, we kindly request that you update your financial records and direct all future payments to our new account.\n\nPlease follow the steps below to process the upcoming invoice payment correctly:\n\n1. Review the attached updated vendor agreement for your records.\n2. Log into our secure supplier portal to verify the new banking information: https://www.willowlogistics83.com/payment-update\n3. Update your internal accounting software with the new sort code and account number provided on the portal.\n4. Ensure the pending invoice WL-2019-0842, which is due for payment on 12 August 2019, is routed to the new account to avoid late fees.\n5. Email our finance department at accounts@willowlogistics.net once the changes have been made so we can confirm receipt on our end.\n\nOur new banking details are as follows:\n\nBeneficiary: Willow Logistics Ltd\nBank: HSBC Bank plc\nSort Code: 40-22-15\nAccount Number: 81920443\nIBAN: GB42 HBUK 4022 1581 9204 43\nBIC: HBUKGB4B\n\nIt is absolutely critical that the next scheduled payment is sent to this new account by the 12 August 2019 deadline. Payments directed to our old NatWest account after 6 August 2019 will be automatically rejected and returned, which may result in temporary delays to your scheduled deliveries.\n\nIf you have any questions or require further clarification regarding this transition, please do not hesitate to contact our billing team directly. We greatly value our continued partnership with Lakeside Consulting and appreciate your prompt attention to this matter.\n\nYours sincerely,\nJeffrey Ward\nAccounts Receivable Manager\nWillow Logistics Ltd"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00030-5", "copies": 1, "upstream_ids": ["genu-00030-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from a supplier, says their bank details changed and asks for the next payment to the new account", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11833:is_spam", "suite": "spam", "family": "zefang_phishing_email-03b3be0bb85a53880643", "state": {"channel": "email", "message": "thanks to our subscribers dear linguist list : the time has come for us to once more send out a general mailing , but this missive is much more fun to compose than a call for funds . instead , we thank all those who recently contributed to the maintenance and expansion of the list . because of your generous donations we have been able to hire several new student editors . elaine halleck , marty jacobsen , brett churchill , julie smith , and anita huang will take care of the ever-expanding functions associated with the linguist network . two private donors in particular must be thanked , since linguist 's fund increased by $ 8000 through their signal efforts . linguist and linguistics are in their debt ; by meeting our funding goals , we can continue to grow and better serve the linguistics community . in addition to offering more services to more people , linguist will soon provide * better * service due to the support of the linguistics data consortium . ldc came to our rescue this spring by donating a new sun ultra mainframe computer . this machine will shortly be hosting our email lists , solving the posting problems we all suffered through earlier this year . the consortium also must be sincerely thanked . to conclude , linguist again thanks all of you who responded to our last call for funds , and those who have donated in previous drives . your contributions have provided and will continue to provide the linguistics community with a forum essential to the discipline . we ' ve listed contributors to date below . 2015 contributors valued supporters ( $ 50 and under ) anonymous galina alexandrova lloyd anderson ( ecological linguistics ) paula baird robert beard mayrine bentley cassian braconnier joaquim brandao de carvalho carsten breul deborah brownstein claudia brugman r . joe campbell linda coleman anthony davis dorothy disterheft jean - louis duchet suzette haden elgin david eddington feride erku dominique estival susan felshin luisanna fodde robert fouser louanna furbee judith fuller elly van gelderen keith goeringer claire gronemeyer alan harris fritz heberlein suzanne hilgendorf caitlin hines david holt alice horning elizabeth hughes bernhard hurch frances ingemann martha islas elaine jones marion kee andrew kehler suzanne kemmer jong - mi kim carolyn kirkpatrick micael kliffer john koontz knud lambrecht young - h lee judith levi joan levinson vern lindblad virginia locastro fernando martinez - gil ana maria martins bart mathias madeline m . maxwell scott mcginnis sue medeiros anita mittwoch simon musgrave michael newman lynn nichols richard oehrle fernando ordonez susan pintzuk terence potter burton rosner lynn santelmann mary schleppegrell andreas schramm klaus schubert carol myers scotton antonio r . m . simoes jim sneddon susan steele roland sussex jan - olof svantesson robert l . trammell u . of michigan linguistics dept . jeff von munkwitz - smith barbara vance joerg wagner kathleen m . ward frank wijnen patrons ( $ 50 or more ) : anonymous anders ahlqvist belinda bicknell & gary witus wayles brown claudia brugman cascadilla press donna christian billy clark bernard comrie hortensia curell mary dalrymple douglas l . dee stanley dubinsky dept . of linguistics , university of durham william edmondson dan everett julia falk joseph foster donald freeman nancy frishberg kazuhiko fukushima richard hudson barbara herrarte michael hess roderick jacobs dora johnson ioanna kappa hans kronning indiana university press linguistique africaine ( via cassian braconnier ) ernest mccarus jerry mcmenamin geoff nathan barbara pearson ingo plag linda stump rashidi robert ratcliffe ann reboul recherches linguistiques de vincennes lisa reed nikolaus ritt charles scott carlota smith ute smit university of maine linguistics dept . max wheeler ronnie wilbur mainstays ( $ 100 or more ) : graeme forbes vicki fromkin bruce fraser monica macaulay & joseph salmons marguerite mackenzie johanna nichols sergio scalise chi - lin shih and richard sproat frances trix blackwells publishing center for applied linguistics cornell university press csli garland publishing holland academic graphics indiana university linguistics club john benjamins publishing , north america kluwers publishing linguistic society of america the lucent foundation ( via chilin shih and richard sproat ) media enterprise michigan state university , linguistics dept . mit press mitwpl ( mit working papers in linguistics ) montclair university , dept . of linguistics ndt media oxford university press routledge summer institute of linguistics university of north texas , division of linguistics university of connecticut , linguistics club mouton de gruyter"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11833", "copies": 2, "upstream_ids": ["zefang-11833", "ealvaradob-11223"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1191:is_spam", "suite": "spam", "family": "sms_phishing-6647be61883019f12a26", "state": {"channel": "sms", "message": "I.ll always be there, even if its just in spirit. I.ll get a bb soon. Just trying to be sure i need it."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1191", "copies": 2, "upstream_ids": ["mendeley-1191", "uci-1311"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2031:is_spam", "suite": "spam", "family": "sms_phishing-2c1339ae6e40e17c5b37", "state": {"channel": "sms", "message": "K. Did you call me just now ah?"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2031", "copies": 2, "upstream_ids": ["mendeley-2031", "uci-81"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1698:is_spam", "suite": "spam", "family": "sms_phishing-f7eb1d108226d681fc37", "state": {"channel": "sms", "message": "I miss you so much I'm so desparate I have recorded the message you left for me the other day and listen to it just to hear the sound of your voice. I love you"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1698", "copies": 2, "upstream_ids": ["mendeley-1698", "uci-3825"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8665:is_spam", "suite": "spam", "family": "zefang_phishing_email-679467255552cf638872", "state": {"channel": "email", "message": "start date : 1 / 14 / 02 ; hourahead hour : 8 ; start date : 1 / 14 / 02 ; hourahead hour : 8 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2002011408 . txt"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8665", "copies": 2, "upstream_ids": ["zefang-8665", "ealvaradob-8276"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00150-1:message_type", "suite": "spam", "family": "generated_legit_email-36b3593d5151737d585c", "state": {"channel": "email", "message": "Direct Debit Confirmation\n\nPayment Confirmation\n\nAccount Holder: Ava Reed\nReference Number: DD-883210\nAmount: €45.99\nDate Processed: 4 January 2009\nStatus: Successful\n\nThank you for your payment to SterlingTech. Your subscription remains active through February 2009.\n\nSterlingTech Billing Department"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00150-1", "copies": 1, "upstream_ids": ["gen-00150-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:generated_legit_email:hash-test:gen-00045-4:message_type", "suite": "spam", "family": "generated_legit_email-88cfa47a85eed0f456c4", "state": {"channel": "email", "message": "Donation for autumn food drive\n\nHi Nicholas,\n\nThank you so much for your generous contribution to our autumn food drive! I have attached your official receipt below for your tax records.\n\nDonation Receipt\nOrganization: Sterling Neighborhood Market Fund\nDonor: Nicholas Bell\nAmount: $250.00\nReceipt Number: SNM-2008-1045\n\nNo goods or services were provided in exchange for this donation. Please keep this email for your files. If you need a physical copy mailed out, just let me know and I will arrange it this week.\n\nYour support helps us stock the community pantry through the winter months. We truly appreciate it.\n\nWarmly,\nValentina Johnson\nSterling Neighborhood Market Fund"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00045-4", "copies": 1, "upstream_ids": ["gen-00045-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:sms_phishing:hash-test:mendeley-703:is_spam", "suite": "spam", "family": "sms_phishing-2599b1b013a30b5245b9", "state": {"channel": "sms", "message": "Aight, can you text me the address?"}, "question": {"type": "noul", "instructions": "Tell whether this message is spam or phishing. Yes: unwanted bulk, advertising, or a scam after personal details or money. No: a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-11", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-703", "copies": 2, "upstream_ids": ["mendeley-703", "uci-3811"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-337:message_type", "suite": "spam", "family": "sms_phishing-9c285d225ffe57519f5e", "state": {"channel": "sms", "message": "Hi there. We have now moved in2 our pub . Would be great 2 c u if u cud come up."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-337", "copies": 2, "upstream_ids": ["mendeley-337", "uci-3297"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00713-5:is_spam", "suite": "spam", "family": "generated_legit_email-c99e7b2de0ddd2350cdf", "state": {"channel": "email", "message": "Donation confirmation for the summer drive\n\nPatricia, got the receipt! Thanks for sending it over.\n\nDonation Amount: €150.00\nCharity: North Solutions Foundation\nReceipt Link: https://www.northsolutions.de/receipts/2009-082\n\nRemember the volunteer signup deadline is 15 July 2009. Talk soon!\n\nAnthony Rossi"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00713-5", "copies": 1, "upstream_ids": ["gen-00713-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12948:is_spam", "suite": "spam", "family": "zefang_phishing_email-23e56985170fe73ac3e2", "state": {"channel": "email", "message": "february 2023 scheduled friday 16 west ( 1066 ) san juan 862 east ( 316 ) saturday 17 west ( 1065 ) san juan 867 east ( 317 ) sunday 18 west ( 1076 ) san juan 877 east ( 321 ) monday 19 west ( 1075 ) san juan 879 east ( 326 ) notes : quite weekend . tw will be hosting the annual san juan outage coordination meeting with williams field services , el paso , burlington , northwest and pnm on march 6 and 7 in houston . will send out park and ride and line - pack fuel sales revenue for february later this week ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12948", "copies": 2, "upstream_ids": ["zefang-12948", "ealvaradob-12253"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01161.174f2cb358ca3f08f4308f87ca64842f:is_spam", "suite": "spam", "family": "spamassassin-0a2802301a0c180b1b5b", "state": {"channel": "email", "message": "Easy 30-50% Return and here's how..... 4674ewSq2-759CS-14\n\nEasy 30-50% Return?\n\nLearn how you can receive a monthly check for 3, 4, or 5%\na month until your initial investment is paid off...then a\nmonthly check for over 4% a month for years to come...\n\nWe know it sounds impossible, but it's happening today.\n\nFor complete information on this\nmulti-trillion dollar industry:\n\nhttp://www.page4life.org/users/stone40/"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01161.174f2cb358ca3f08f4308f87ca64842f", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/01161.174f2cb358ca3f08f4308f87ca64842f", "zefang-12999", "ealvaradob-12300"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00505-2:is_spam", "suite": "spam", "family": "generated_legit_email-b6205445821fbc3970d0", "state": {"channel": "email", "message": "Reminder: Self Assessment Tax Return Deadline Approaching\n\nCrest Partners Accounting Services\n\nDear Michelle Ross,\n\nThis is an automated reminder regarding your upcoming tax filing obligations. As your appointed accountant, we want to ensure you do not miss any critical deadlines set by HM Revenue & Customs.\n\nThe deadline to submit your online Self Assessment tax return for the 2008/2009 tax year is 31 January 2010. Additionally, any outstanding tax owed must be paid in full by this exact date to avoid automatic late filing penalties and interest charges.\n\nPlease provide all outstanding receipts, P60 forms, and dividend statements to our office by 15 December 2009 so we have sufficient time to prepare your return accurately.\n\nView Your Tax Dashboard\n\nIf you have questions, call us directly at 020 7946 0321 during business hours.\n\nCrest Partners Accounting Services\n4th Floor, 120 High Holborn, London, WC1V 6RD\n\nPrivacy Policy: Contact our office to request a printed copy of our data handling procedures."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00505-2", "copies": 1, "upstream_ids": ["gen-00505-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:generated_unwanted_email:none:genu-00183-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-05f2a55082f3faa54c7d", "state": {"channel": "email", "message": "Exclusive credit offer tailored for you\n\nDear Donna Weber,\n\nWe are pleased to present a pre-approved credit opportunity available until 28 February 2017. Silver Partners specialises in providing fast, flexible loans to professionals like you.\n\nHere is what we offer:\n\n• Credit lines from £5,000 up to £50,000\n• Fixed interest rates starting at just 3.2% APR\n• No early repayment penalties\n• Funds transferred within 24 hours of approval\n\nApplying takes only a few minutes. Simply follow these steps:\n\n1. Visit our secure application page at https://www.silverpartners.io/apply-now\n2. Complete the short online form\n3. Receive your decision instantly\n\nThere is no obligation to accept the funds once approved, and checking your eligibility will not affect your credit score.\n\nIf you would prefer to speak with one of our advisors, please call us on 0800 123 4567 between 8am and 6pm, Monday to Friday.\n\nWe look forward to assisting you.\n\nWarm regards,\nKwame Flores\nSenior Lending Advisor\nSilver Partners"}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00183-3", "copies": 1, "upstream_ids": ["genu-00183-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited loan or credit offer advertising", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3831:is_spam", "suite": "spam", "family": "sms_phishing-0c2d7345bf887810e6cf", "state": {"channel": "sms", "message": "Rofl. Its true to its name"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3831", "copies": 2, "upstream_ids": ["mendeley-3831", "uci-5573"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3489:is_spam", "suite": "spam", "family": "sms_phishing-d13cbd96c9af4aa99bed", "state": {"channel": "sms", "message": "We live in the next &lt;#&gt; mins"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3489", "copies": 2, "upstream_ids": ["mendeley-3489", "uci-4609"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_spam:hash-test:uci-3141:is_spam", "suite": "spam", "family": "sms_spam-f98b1c69533f8dd16d26", "state": {"channel": "sms", "message": "sexy sexy cum and text me im wet and warm and ready for some porn! u up for some fun? THIS MSG IS FREE RECD MSGS 150P INC VAT 2 CANCEL TEXT STOP"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-3141", "copies": 1, "upstream_ids": ["uci-3141"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:spam"], "datasets": ["sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#105:message_type", "suite": "spam", "family": "nazario-2a5da5bb7b1d12ea865a", "state": {"channel": "email", "message": "Notification of Limitied Access on your Amazon Account\n\nDear Amazon member,\n\nWe regret to inform you that your Amazon account was been suspended for a period of 3-4 days,after that it will be terminated.\nDuring our regularly schedule account maintenance and verification we have detected a slight error in your billing information on file with Amazon.\nThis might be due to either following reasons:\n\n- A recent change in your personal information (i.e. change of address)\n- Submitting invalid information during the initial sign up process.\n- An inability to accurately verify your selected option of payment due an internal error within processors.\n\nYour credit card on file with Amazon\n\nCard number:\nXXXX-XXXX-XXXX-XXXX (Not shown for security\npurposes)\n\nExpiration date: XX/XX\n\nPlease sign in to your Amazon account and update your billing information:\n\nhttp://www.amazon.com/gp/css/homepage.html\n\nIf your account information is not update, your account on Amazon will be terminated.\n\nThank you for your time!\nAmazon® Security Departament"}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#105", "copies": 1, "upstream_ids": ["phishing2.mbox#105"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3415:is_spam", "suite": "spam", "family": "sms_phishing-9fe2af0119c3f6caa6c3", "state": {"channel": "sms", "message": "Yes princess! I want to catch you with my big strong hands..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3415", "copies": 2, "upstream_ids": ["mendeley-3415", "uci-2809"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01084.179e52a904452c61906bb004c34ab1ff:message_type", "suite": "spam", "family": "spamassassin-7be4b532b34e33203ab4", "state": {"channel": "email", "message": "Down the Yahoo river\n\nfwd-----\nIt would appear that Yahoo! has joined the ranks of western companies\ndedicated to helping restrict the freedoms of people in other countries\nfor the sake of improving their profit margins. Yahoo! has signed the\n\"Public Pledge on Self-discipline for China Internet Industry\" (more\nhere http://www.dfn.org/voices/china/selfdiscipline.htm ), essentially a\npromise to help police Chinese internet users for the\nState:\n\nhttp://www.nandotimes.com/technology/story/494845p-3946998c.html\n\nThe Chinese version of the popular Yahoo! Internet portal risks becoming\nan online policeman for China's communist government if it keeps a promise\nto voluntarily investigate potentially subversive content, a human rights\ngroup has warned.\n\n\"If it implements the pledge, Yahoo! will become an agent of Chinese law\nenforcement,\" Kenneth Roth, Human Rights Watch's executive director, said\nFriday. \"It will switch from being an information gateway to an\ninformation gatekeeper.\"\n\nMore from Human Rights Watch.\nhttp://hrw.org/press/2010/08/yahoo080902.htm"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01084.179e52a904452c61906bb004c34ab1ff", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01084.179e52a904452c61906bb004c34ab1ff"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1599:is_spam", "suite": "spam", "family": "sms_phishing-c03c6104089a62a44414", "state": {"channel": "sms", "message": "Reduce Upto 6 Kgs in 30 Days with *ORIGINAL SAUNA SLIM BELT* MRP 1499 Com Direct Price 750 Book today & Get Acupressure Mat Free! For Booking Sms: SLIM to 57333"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1599", "copies": 1, "upstream_ids": ["mendeley-1599"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6242:is_spam", "suite": "spam", "family": "zefang_phishing_email-6e5a4830a1e4307d93ee", "state": {"channel": "email", "message": "This article from NYTimes.com\nhas been sent to you by ahmed_cooper@aol.com.\nLet's see... a decimal digit is about 3.33 bits, so this is all about moving from a 36-bit to a 46-bit addressing system. Kind of makes the debate about IPv6 spaces quite real, as well as the Auto-ID center at MIT's proposal for a physical markup language. Actual barcode size may yet decline to the point that 2-D codes may yet make it an individual-item level of addressing.Seeing software systems this fantastically brittle after fifty years is not, unfortunately, surprising. Are we sure we really know better yet? Are angle brackets really the key to immortality? :->Interesting reinforcement of the Voyager piece I archived earlier today... thomas.robinson@cedarlabs.com\nBigger Bar Code Inches Up on RetailersAugust 12, 2015\nBy KATE MURPHY\nIn a little more than two years, retailers in the United\nStates and Canada will face a deadline that promises\ntechnological challenges akin to the Year 2013 computer\nproblem. Starting Jan. 1, 2018, the 12-digit bar codes retailers use\nto identify everything from cars to candy bars will go to\n13 digits. The additional number (and associated bars and\nspaces) is enough to make checkout scanners seize up and\nmake computers crash, perhaps disrupting entire supply\nchains. But many retailers have yet to focus on a problem that will\nrequire significant investments in time and capital. \"Most retailers are public companies that tend to live\nquarterly and not look ahead, which means they are going to\nbe hit over the head with this and have to scramble at the\nlast minute to avert disaster,\" said Thomas Friedman,\npresident of Retail Systems Research Services, a company in\nNewton, Mass., that publishes a retail information\ntechnology newsletter. Leading retailers say they have begun to address the issue.\nA spokesman for Wal-Mart Stores, the world's largest\nretailer, said the company had \"embraced the concept\" of an\nexpanded bar code, but he did not respond to questions\nabout actual measures taken to prepare computer databases\nand logistical systems. Similarly, a spokesman for the\nTarget Corporation said his company was \"intellectually\nready\" for the change but refused to comment on whether any\nof its stores or warehouses were technologically ready. But Richard A. Galanti, the chief financial officer of\nCostco Wholesale, admitted, \"The truth is, given the\ntimeline, everybody's still in the assessment phase, trying\nto figure out what to do.\" The difficulty is similar to the one posed by the Year 2013\ncomputer problem, when computer software had to be switched\nfrom two-digit entries identifying years to four-digit\nentries. Before Jan. 1, 2013, millions of lines of code had\nto be rewritten to avoid widespread computer failures. Bar codes have been used in packaging since 1974, when the\nfirst item, a pack of chewing gum, was scanned at a\nsupermarket in Ohio. The codes identify a product,\ndistinguishing between an eight-ounce can of Del Monte\ncreamed corn and a medium-size pair of Hanes boxer shorts.\nWhen a bar code is scanned, the information in the store's\ndatabase lets the retailer assign a price and track sales\nand inventory. \"The bar code is the linchpin upon which everything in\nretail depends,\" Mr. Friedman said. The reason for expanding the 12-digit bar code, known as\nthe Universal Product Code, is twofold. First, there is a\nshortage of U.P.C. numbers. \"There's only a certain amount\nof 12-digit numbers, and we're going to run out,\" said John\nTerwilliger, vice president of global markets at the\nUniversal Code Council, a nonprofit organization based in\nLawrenceville, N.J., that assigns codes in the United\nStates and Canada. Second, 13-digit bar codes are used\nalmost everywhere else in the world. The council's European\ncounterpart, EAN International, based in Brussels, assigns\nthese numbers, called European Article Numbers, to\ncompanies in 99 nations. \"Right now,\" Mr. Terwilliger said,\n\"foreign importers have to get a 12-digit U.P.C. to do\nbusiness over here, which they haven't been too happy\nabout.\" Foreign manufacturers currently pass on to consumers the\ncost of getting an additional bar code and creating special\nlabels for products sold in the United States and Canada.\n\"It's an added expense for them, and they have to recoup it\nsomewhere,\" said Debra Shimkus, marketing manager at the\nChicago Importing Company, a specialty food importer whose\noverseas suppliers are often incredulous when they are told\nthey have to get new bar codes for their products before\nthey can be sold in American groceries. Many foreign manufacturers decide that it is not worth the\ntrouble. \"A lot of companies have been unwilling to accept\nthe additional burden,\" Mr. Terwilliger said, \"and have\nstayed out of the market entirely.\" American and Canadian exporters have not had the same\nobstacle because foreign retailers can easily incorporate a\n12-digit number into their 13-digit databases by making the\nfirst digit zero. That is why American and Canadian\nmanufacturers of products that now have 12-digit codes will\nnot be affected by the code expansion. A two-liter bottle\nof Coca-Cola, for example, will keep the same U.P.C., but a\nzero will be added to the beginning of its bar-code number\nin retailers' product databases. \"The effect of the change in the U.P.C. code falls squarely\non retailers,\" said Mr. Friedman. He estimates that the\nupgrade will cost at least $2 million for a chain of 100\nstores with 10 checkout lanes a store. The expense will vary depending on the age of a retailer's\ndatabases, software and hardware and whether it has to hire\noutside consultants to make the change. Scanners and other\nhardware bought more than three years ago will not read\nlonger codes and will have to be replaced. Software more\nthan five years old will also have to be scrapped. \"Thank God we'd already planned to buy new equipment for a\nlot of stores this year,\" said Richard S. Gilbert, director\nof store systems at Duane Reade, a chain of"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6242", "copies": 2, "upstream_ids": ["zefang-6242", "ealvaradob-5982"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 10163, "kept_chars": 5996}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5611:is_spam", "suite": "spam", "family": "sms_phishing-496fd9aa792fbb26ff16", "state": {"channel": "sms", "message": "I'm not coming over, do whatever you want"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5611", "copies": 2, "upstream_ids": ["mendeley-5611", "uci-1774"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2023#350:is_spam", "suite": "spam", "family": "nazario-9ccb6ffaddee42d6624b", "state": {"channel": "email", "message": "Monkey Notice:-:Release Important Mails Placed on Hold Due to SSL\nError_2019\n\nYou have pending incoming messages placed on hold\n\nThe following email messages could not be delivered due to mailbox\ndelivery error.\n\nClick on Release below to release and deliver these message(s) to\nyour inbox:\n\nRecipient:\n\nSubject:\n\nDelivery Time:\n\nRelease https://t.ly/qinQO#M=am9zZUBtb25rZXkub3Jn\n\nwilliam17@protonmail.com\n\nFW: Please see attached\n\n11/01/2019 10:17 AM\n\nRelease https://t.ly/qinQO#M=am9zZUBtb25rZXkub3Jn\n\nwilliam17@protonmail.com\n\nSigned Contract\n\n11/01/2019 9:31 AM\n\nRelease https://t.ly/qinQO#M=am9zZUBtb25rZXkub3Jn\n\nwilliam17@protonmail.com\n\nQU_207910\n\n11/01/2019 9:03\nAM\n\nMove all to Inbox https://t.ly/qinQO#M=am9zZUBtb25rZXkub3Jn"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#350", "copies": 1, "upstream_ids": ["phishing-2023#350"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00911.dcbdde154d9f25c1afe32f4b8f5f1f9b:message_type", "suite": "spam", "family": "spamassassin-fdfa734547d166dbfeeb", "state": {"channel": "email", "message": "The absurdities of life.\n\nThey are legally required to do that. I got a similar check because an\ninsurance company didn't pay a claim quickly enough. It might have been\n$.02.\n\nAlthough they spent lots more than $.33 to mail you the check, the\nalternative seems to be to keep the money. Do you really want companies\nto have a financial incentive to over-bill you 'just a bit' so they\ncould keep it? For a company with millions of customers, $.33/customer\nstarts adding up."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00911.dcbdde154d9f25c1afe32f4b8f5f1f9b", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00911.dcbdde154d9f25c1afe32f4b8f5f1f9b", "zefang-4507", "ealvaradob-4309"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00391.e2c76e9dc5ef65b90275138f73eb475b:is_spam", "suite": "spam", "family": "spamassassin-a4df033f22d12e6c5a84", "state": {"channel": "email", "message": "Lease Deal\n\nLatest news and information\n\nLeasing Deal of the Year\n\nMercedes-Benz\nE240 (2.6) Elegance Auto\n\nSpecification includes: Automatic, Metallic Paint, Alloy\nWheels,\nElectric Windows, Remote Central Locking, Electric Folding\nMirrors, Trip computer, Air Conditioning, Headlamp Wash,\nRear\nHead Restraints, Tinted Windows and Wood\nTrim\n\n£299.00\nper month 2 years (3+23)\n\n£276.70\nper\nmonth\n3\nyears (3+35)\n\nUsed 2014\nRegistered 01 “Y”\n& 01 “51”\nplates (sub12,000miles)\n\n10,000 miles per year, PCP, PCH, Contract Purchase and\nFinance\nLease are also available on request\n\nTelephone: 01702 530174 Fax:\n01702 530200\n\nEmail:\nsales@sesystems.co.uk"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00391.e2c76e9dc5ef65b90275138f73eb475b", "copies": 1, "upstream_ids": ["20030228_spam/spam/00391.e2c76e9dc5ef65b90275138f73eb475b"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-772:is_spam", "suite": "spam", "family": "zefang_phishing_email-7557aba72f6b037700cf", "state": {"channel": "email", "message": "Gary Murphy:\ndifficult case are those whose back-end business\ncan be executed entirely in a foreign nation, such\nas the 419 spammers. And you're right: there's not\nmuch we can do about those, except filter them in\nvarious ways. But the vast majority of spammers\nhave a back-end business that requires a native\npresence. Debt consolidation. Mortgages. Herbalife\nand other MLMs. Even porn sites require credit\ncard transactions. That means the people responsible\nCAN be found.>I don't know of any law that specifically /exempts/ them from lawsuits,\ntakes too much effort, and (b) the result isn't enough\nto deter the spammer. But you're talking about action\nconstrained by law. In an anarchy, people act more\ndirectly, with less cost, and to more effect. Spammers\nvery quickly would learn their lesson. Except for the\nones who ply their scam in a foreign country.Of course, that's assuming there are ISPs and other\ninfrastructure in an anarchy. Arguing about how things\nwould work without the state involves a large degree\nof counterfactual reasoning.>no lawmaker has ever been even a tenth the catalyst on improving the\nnot have central heating, including my current abode.\nAs to the crapper, it did not do nearly as much to\nimprove waste management in cities as did the public\nsewers which it feeds, and the water lines that supply\nit. Without these, you would find that a chamber pot\nworks just as well.\nMSN Photos is the easiest way to share and print your photos:"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-772", "copies": 2, "upstream_ids": ["zefang-772", "ealvaradob-748"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-731:is_spam", "suite": "spam", "family": "sms_phishing-f32f92b8491885ff33c1", "state": {"channel": "sms", "message": "Where to get those?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-731", "copies": 2, "upstream_ids": ["mendeley-731", "uci-4273"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1699:is_spam", "suite": "spam", "family": "sms_phishing-7cb7ca9e9f26e81fd7e6", "state": {"channel": "sms", "message": "Ya had just now.onion roast."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1699", "copies": 2, "upstream_ids": ["mendeley-1699", "uci-2748"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1708:is_spam", "suite": "spam", "family": "sms_phishing-de94c99b96bdf53b89e4", "state": {"channel": "sms", "message": "Yes:)here tv is always available"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1708", "copies": 1, "upstream_ids": ["mendeley-1708"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4793:is_spam", "suite": "spam", "family": "sms_phishing-08c6fe670d27b4a2fdee", "state": {"channel": "sms", "message": "Hi elaine, is today's meeting confirmed?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4793", "copies": 2, "upstream_ids": ["mendeley-4793", "uci-5423"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00354-2:message_type", "suite": "spam", "family": "generated_legit_email-b2997b34dc46b64b8383", "state": {"channel": "email", "message": "Travel Booking Confirmation – London Conference 2018\n\nTRAVEL BOOKING CONFIRMATION\n\nDear Nicole Clark,\n\nThank you for confirming your attendance at the upcoming Regional Educators Summit. Your travel arrangements have been finalized by the administration office. Please review the details below and keep this notice for your records.\n\nBooking Reference: EDU-2018-8834\nPassenger Name: Nicole Clark\nDestination: London, United Kingdom\nDeparture Date: 4 March 2018\nReturn Date: 7 March 2018\nTrain Operator: Virgin Trains East Coast\nOutbound Service: 08:03 from Leeds to London Kings Cross (Standard Premier)\nReturn Service: 16:30 from London Kings Cross to Leeds (Standard Premier)\nAccommodation: The Strand Palace Hotel, London\nCheck-in Time: 15:00 on 4 March 2018\nCheck-out Time: 11:00 on 7 March 2018\nTotal Amount Charged: £312.50\nCost Centre: School Professional Development Fund\n\nYour train e-tickets and hotel reservation number have been sent to the school office. To manage your hotel stay, please use the check-in link provided in the separate welcome packet distributed during yesterday's staff meeting.\n\nShould you need to modify these arrangements due to a scheduling conflict, you must notify the administration office no later than 25 February 2018 to avoid cancellation fees.\n\nWe wish you a productive and safe journey.\n\nWarm regards,\nAngela Jones\nSchool Business Manager\nBeacon Design Academy\nbeacondesign.org"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00354-2", "copies": 1, "upstream_ids": ["gen-00354-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "travel booking confirmation (flight, train, hotel) with check-in link"}}
{"id": "spam:nazario:hash-test:phishing-2017#259:message_type", "suite": "spam", "family": "nazario-f6dc7d9ef1d235998645", "state": {"channel": "email", "message": "Security Notice\n\n- This mail is in HTML. Some elements may be ommited in plain text. -\n\nDear User,\n\nThis is to notify all the email account users that we are validating active accounts.\n\nKindly confirm that your microsoft account subscribed for you by your Administrator\n\nis still in use by clicking the validation link below:\n\nValidate Email Account\n\nSincerely."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#259", "copies": 1, "upstream_ids": ["phishing-2017#259"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00223-0:message_type", "suite": "spam", "family": "generated_legit_email-492bac5e72d02607ff71", "state": {"channel": "email", "message": "Calendar Update: Blue Foods Community Garden Planning Meeting\n\nDear Frank Zhang (hans98@web.de),\n\nPlease note the following calendar update for our upcoming community meeting.\n\nEvent: Blue Foods Community Garden Planning Session\nTime: 10:00 AM - 11:30 AM\nLocation: Blue Foods Main Office, Room 4B\nOrganizer: Hans Mitchell\nAttendees: All garden committee members\nAgenda: Spring planting schedule and seed budget\n\nWe moved this from the original date of 8 January because several volunteers are still away for the holidays. We need to finalize the seed order by 20 January 2014 so we can take advantage of the early-bird discount from our supplier.\n\nPlease confirm your attendance by replying directly to this email no later than Wednesday, 12 January 2014. If you have any dietary requirements for the morning tea we are providing, let me know as well.\n\nThank you for your ongoing dedication to our neighborhood project.\n\nWarm regards,\nHans Mitchell\nBlue Foods Community Outreach\nBlue Foods\nbluefoods.biz"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00223-0", "copies": 1, "upstream_ids": ["gen-00223-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00162.b5ae5521352c9bba7bf635c1766d4a75:message_type", "suite": "spam", "family": "spamassassin-11fbf8e4ca62eaee5ed2", "state": {"channel": "email", "message": "Software that helps you remove negative credit items (0766aExl8-42@11)\n\nHave you checked your personal credit reports recently?\n\nIf you are planning making any major purchase like purchasing a Home or\nnewcar or getting a new job or even a promotion, Please....read on!\n\nYou need to have a GOOD to EXCELLENT credit rating. If you do already,\nthat's important, but if you know your credit is less than perfect, you need\nto get those negative remarks REMOVED, LEGALLY and quickly.\n\nHow? It's easier than you think.\n\nWith NuCredit Software YOU can clear any negatives already on your\ncredit reports, This requires NO experience OR special skills from you to use our\nprogram.\n\nThis is how we can help:\n\nGetting \"Excellent Credit\" has never been easier at\n\nhttp://wws2.dyn.ee\n\nFor the first time ever, we have simplified this process and made it\neasy for thousands just like you that are looking for a safe and legal and\neasy way to remove \"bad credit\" permanently, once and for all!. NuCredit\ncan remove Judgements, Bankruptcies, Tax liens and any other\nnegative ratings, in fact, ANYTHING that is reported on your credit.\n\n\"We\" will not clear your negative credit, but \"you\" can, and easily\ntoo. You are not going to spend hundreds or even thousands of dollars to do\nit,or depend on someone you don't even know to take action.\n\nIf you can send an email, you can operate our software. It's just that\nsimple.\n\nThis \"Fast and easy-to-use\" program is called, NuCredit.\n\nHere is a brief description:\n\nThe easiest and most effective credit program available today.\nNuCredit is designed to improve and remove negative items on\nyour personal credit reports at home or the office quickly and\neffectively. This is your first step to achieving financial independence.\n\nNuCredit does it all \"Step by Step\"...Each easy-to-understand step\nis designed to remove negative credit remarks on each of the major\ncredit bureau files, legally! Never before, has it been easier to\nremove negative credit just like the professionals.\n\nThis program is the complete route to getting, using, and managing your\ncredit reports wisely even if you're unskilled in credit or computers.\n10 minutes a month is all you need to:\n\nRemove negative items from each credit report:\n\nTRW (Experian), TransUnion, CBI/Equifax\n\nCommunicate with the credit bureaus without fear or reprisal.\n\nReview your credit reports on a consistent cycle (every 30 days!)\n\nManage your own credit reports easily.\n\nNow \"you\" have control over your reports.\n\nRe-establish good credit, Fast and easy!\"\n\nPlease go to:\n\nhttp://wws2.dyn.ee\n\nLet's get started today!. Don't let another minute pass.\n\nhttp://wws2.dyn.ee/remove.htm\n[6897Xjvk9-144hsPG7837zbKJ3-198zOzv0155tGcO9-717sfou4155TgDj5-12@59]"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00162.b5ae5521352c9bba7bf635c1766d4a75", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00162.b5ae5521352c9bba7bf635c1766d4a75"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01337.e515b1d01d6d98606d994b1c8901904c:message_type", "suite": "spam", "family": "spamassassin-8c01d2a7c1121406f4e2", "state": {"channel": "email", "message": "patent on TMDA-like system\n\n-----BEGIN PGP SIGNED MESSAGE-----\nHash: SHA1\n\nI took a bit of time to review what is on the above URL. If I were a news\neditor, the headline would be:\n\n\"Inventor\" from country that ignores patents and copyrights, seeks patent for\ninventing the wheel!\n- --\nRobin Lynn Frank---Director of Operations---Paradigm, Omega, LLC\nhttp://paradigm-omega.com http://paradigm-omega.net\n© 2017. All rights reserved. No duplication/dissemination permitted.\nUse of PGP/GPG encrypted mail preferred. No HTML/attachments accepted.\nFingerprint: 08E0 567C 63CC 5642 DB6D D490 0F98 D7D3 77EA 3714\nKey Server: http://paradigm-omega.com/keymaster.html\n-----BEGIN PGP SIGNATURE-----\nVersion: GnuPG v1.0.7 (GNU/Linux)\n\niD8DBQE9bEcKD5jX03fqNxQRAmTfAKDM6BDsePbg8fb9Ore0XuS5jB4t1wCfbTcw\n/PBXqXO7Pei1f9lIj4gd0/c=PNJx\n-----END PGP SIGNATURE-----"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01337.e515b1d01d6d98606d994b1c8901904c", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01337.e515b1d01d6d98606d994b1c8901904c"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13734:is_spam", "suite": "spam", "family": "zefang_phishing_email-c9c6997351e21068bfda", "state": {"channel": "email", "message": "lonestar payback for 31 st fyi - - - - i am working on getting that oversight for the payback on the 31 st corrected , switched from the current tenaska contracts , to our old transport ."}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13734", "copies": 3, "upstream_ids": ["zefang-13734", "zefang-3579", "ealvaradob-3433"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1932:is_spam", "suite": "spam", "family": "nazario-92ae09788bed20476b9d", "state": {"channel": "email", "message": "Attention all online-banking users!\n\nDear online-banking user! Please note that from May the 6th the online-banking service in Australia will be suspended due to a vigorous hacker attack on the websites of the most popular Australian banks (National, Common, Bendigo, BOQ etc.). Please be extremely carefull with your credit cards and accounts. To get more information on the situation of the online-banking service of your bank please follow the link below: http://www.antifraud.com Best regards, AntiFraud.com"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1932", "copies": 2, "upstream_ids": ["phishing3.mbox#1932", "phishing3.mbox#1933"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00123.3921de802520cfe7a5b3e0777aa4affc:is_spam", "suite": "spam", "family": "spamassassin-4701a2e37224a5e6a824", "state": {"channel": "email", "message": "gcc, glibc and binutils, which the lfs site says not to optimise,\nalready determines what system you're compiling on, and optimises itself\nto that. That's my understanding of how it works anyway.\n\nJohn\n\nasked on\nit\" but\n\nwhy?\n\nor more specifically, what do you mean? on one hand you can optimise\nhow gcc is compiled. all that will do is make it generate the exact\nsame code just a smidge faster. and since gcc is such a memory pig,\nyou'd do better to buy more ram to up your fs cache hits and to keep\ngcc's heap out of swap.\n\non the other side you can look into patches to gcc that affect it's code\ngeneration. um, ok, but keep in mind that compiler errors suck. i can't\nexpress that enough. compilers should just work. perfectly. always.\ndoing anything that might affect that is, in my opinion, insane. they're\nhard to trace and you'd better have a deep knowledge of what's going on\nto either report bugs to the patch developers or to fix it yourself.\nplus my understanding is that gcc would need major changes to get large\nspeed boosts on x86 chips.\n\nkevin\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00123.3921de802520cfe7a5b3e0777aa4affc", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00123.3921de802520cfe7a5b3e0777aa4affc"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00254-0:is_spam", "suite": "spam", "family": "generated_legit_email-cc5d40fe8bd3096ee936", "state": {"channel": "email", "message": "Donation Receipt - Vista Solutions\n\nHi Raymond,\n\nThank you for your generous donation of $250.00 to Vista Solutions, received on 10 November 2019. I have attached your official tax receipt below for your records. Please keep this email, as you will need it if you file for a charitable deduction before the IRS deadline of 15 April 2020.\n\nIf you have any questions about your contribution or would like to update your mailing address before we send out our end-of-year impact report in December, please call me directly at (415) 555-0198. We truly appreciate your support during these difficult economic times.\n\nWarm regards,\nJoseph Hall\nDonor Relations Coordinator\nVista Solutions\nPhone: (415) 555-0198"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00254-0", "copies": 1, "upstream_ids": ["gen-00254-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1456:message_type", "suite": "spam", "family": "sms_phishing-d32fe4b336923ab06aa4", "state": {"channel": "sms", "message": "SYMPTOMS when U are in love: \"1.U like listening songs 2.U get stopped where u see the name of your beloved 3.U won't get angry when your"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1456", "copies": 2, "upstream_ids": ["mendeley-1456", "uci-4553"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5715:is_spam", "suite": "spam", "family": "sms_phishing-c3abb0ec6b1e642e3851", "state": {"channel": "sms", "message": "Men always needs a beautiful, intelligent, caring, loving, adjustable, cooperative wife. But the law allows only one wife...."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5715", "copies": 2, "upstream_ids": ["mendeley-5715", "uci-4518"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2023#378:message_type", "suite": "spam", "family": "nazario-2f09c2c04b2cbe75ebb3", "state": {"channel": "email", "message": "Undeliverable: outgoing messages failure\n\nMessage from sterlingsolutions.net server\n\nMessages Delivery Failure\n\nThe delivery of messages was stopped by the mail server.\nYou have 7 pending messages that could not be sent as of 11/22/2012 8:08:07 p.m.\n\nClick to Review or Delete pending outgoing email messages.\n\nThanks,\n\nMail Administrator"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#378", "copies": 1, "upstream_ids": ["phishing-2023#378"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18088:is_spam", "suite": "spam", "family": "zefang_phishing_email-497d8f726d846aaefa8a", "state": {"channel": "email", "message": "from the user and make all the changes in one batch at the end.\"* There are a\ncouple of things to understand here. First of all, even if you do everything in\none batch at the end, there's always a possibility that some step in the middle\nof the batch will fail, and in that case, a well-behaved setup program will\nback out the steps that were already done. There are well over 100 error\nmessages in the string table for FogBUGZ Setup so the number of things that can\nfail is not insignificant. Second, it's not nice to tell people about an error in their input three pages\nafter they made the mistake. For example, early in the FogBUGZ setup process we\nprompt you to create an account for FogBUGZ to use: [IMG: http://www.joelonsoftware.com/pictures/setupNewAcct.gif (FogBUGZ Setup\nScreenshot)] The account creation could fail for a myriad of reasons, none of which can be\npredicted before trying to create the account. For example, the password might\nnot conform to the system password policy. And different national versions of\nWindows NT have different rules about accented letters in passwords (betcha\ndidn't know that!). It's better to tell the user about this problem right away\nso they can correct their input rather than having a message come up during the\nlong install process later, forcing the user to back up and fix it. And even if\nyou force the user to back up and fix it, you still have to undo the first part\nof the work that you did before creating the account, otherwise you've left\ntheir system in an indeterminate state. In any case I need to write code to create the account and delete the account\nin case something later fails; I might as well call that code on this page of\nthe wizard where I can display a useful error message. And what are the kinds of things that need to be reversable? Well, in order to\nupgrade FogBUGZ without requiring a reboot (and we _never, ever _require a\nreboot), we have to shut down a couple of processes that might have been\nkeeping FogBUGZ files pinned down, such as IIS (Microsoft's web server). So\npart one of the batch is \"Stop IIS.\" Now if part 2 fails for some reason, it\nwould be _extremely_ rude to leave IIS not running. And anyway, it's not like I\ndon't need to write the code for \"Start IIS\" for the end of the batch. So the\ncode to rollback \"Stop IIS\" is already written. No big deal, I just need to\ncall it at the right place. I think one reason that people think you should \"gather all the info and then\ndo all the work\" is because with very large installation programs that are very\nslow, this is a polite way to waste less of the user's time. Indeed even\nFogBUGZ setup does 95% of its work at the very end. But the \"create account\"\noperation is so fast, that principle simply doesn't apply here. Even our 95% of\nthe work phase takes well under a minute, most of which is spent waiting for\nIIS to stop and start. *\"Why did you use VC++/MFC? Surely an advanced intelligence such as yourself\nhas admitted by now that Delphi[3] is more productive.\"* First of all, leave\nyour language religious fanaticism at the Usenet door. Somehow I managed\nto figure out_ in high school_ that language advocacy and religious\narguments are unbelievably boring. Secondly, even if Delphi were more productive, the only pertinent question,\nsince I am writing the code, is _what is more productive for Joel Spolsky_. And\nI don't know Delphi at all, but I know Win32, MFC, and VC++ _really, really\nwell_. So while I might not outcode a good Delphi programmer, I would\ndefinitely outcode a completely inexperienced Delphi programmer (which is me),\ncertainly over a short 4 week project. Third, many of the things I needed to do\nin this setup program are things like \"grant the Logon as Service privilege to\nan account.\" This is rare enough that the only way to find out how to do this\nis to search the Microsoft knowlege base and the web in general. When you\nsearch the web in general for how to do fancy things with Windows NT, what you\nfind is about 75% C code, maybe 20% VB code, and 5% everything else. Yes, I\nknow, I could translate the C code into Delphi (assuming I was a sophisticated\nDelphi programmer, not a completely inexperienced Delphi programmer), but that\ncosts as much productivity as I would supposedly gain from your supposedly more\nproductive programming language. And fourth, I already had about 30% of the\ncode I needed for Setup in MFC format: from FogBUGZ 2.0 Setup, and a library\nI've been using for years to make wizards. *\"Why make Setup at all? You already have your customers' money. Good Setup\nprograms don't increase sales.\"* This was actually the smartest question and\nmade me think the hardest. I came up with three reasons: - Decreased tech support cost. This setup program will pay for itself over the\nlife of the code.\n- Delight my customers. When I'm trying to get them to upgrade to 4.0, I want\nthem to remember how painless the 3.0 installation was, so they won't hesitate\nbecause they are afraid to upgrade. I'm still using an old version of\nSpamAssassin that is becoming increasingly ineffective, even though I know the\nnew version is much better, because I just can't bear the thought of another\nmorning wasted. The very memory of the first SpamAssassin installation -- all\nthe little SSH windows, some su'ed, trying to scroll through man pages and\nGoogle Groups, accidentally hitting Ctrl+Z in Emacs to undo and having it\nsuspend, trying to guess why we can't get the MTA to run procmail, sorry it's\ntoo much. If SpamAssassin was making money off of upgraders they would have\nlost my business because they don't have a SETUP program.\n- Win reviews. Software reviewers always cast about for some kind of\nstandardized way to rate software, even when they are comparing apples and\noranges and planets and 17th century philosophers. They always have a\nmeaningless list of things to review which can be applied to PC games,\nmainframe databases, web site auction software, and DNA sequencing\nsoftware. And Setup is"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18088", "copies": 2, "upstream_ids": ["zefang-18088", "ealvaradob-17019"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 6520, "kept_chars": 5996}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2722:is_spam", "suite": "spam", "family": "sms_phishing-09a61dcf2e7d603f1ff7", "state": {"channel": "sms", "message": "Have a lovely night and when you wake up to see this message, i hope you smile knowing all is as should be. Have a great morning"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2722", "copies": 2, "upstream_ids": ["mendeley-2722", "uci-3581"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00022-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-5a9947d32b118975fa55", "state": {"channel": "email", "message": "Exclusive financing offer from Willow Foods\n\nDear Katherine Anderson,\n\nWillow Foods is partnering with select lenders to offer small business owners pre-approved credit lines of up to £10,000. Expand your operations today with zero interest for the first six months.\n\nVisit https://www.willowfoods.co.uk/credit-offer to review your options. This invitation expires on 30 April 2023.\n\nKind regards,\nChen Sanchez\nWillow Foods Corporate Partnerships"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00022-3", "copies": 1, "upstream_ids": ["genu-00022-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited loan or credit offer advertising", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4308:is_spam", "suite": "spam", "family": "sms_phishing-3a6352617af8c9f474d6", "state": {"channel": "sms", "message": "Lol ok. I'll snatch her purse too."}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4308", "copies": 2, "upstream_ids": ["mendeley-4308", "uci-1234"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3477:message_type", "suite": "spam", "family": "sms_phishing-69e16778b5f59979bff5", "state": {"channel": "sms", "message": "I'm ok. Will do my part tomorrow"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3477", "copies": 2, "upstream_ids": ["mendeley-3477", "uci-3857"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4208:message_type", "suite": "spam", "family": "sms_phishing-0dc2c182f5d0e50b3ee6", "state": {"channel": "sms", "message": "Here got lots of hair dresser fr china."}, "question": {"type": "choice", "instructions": "What best describes this message: legitimate, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-15", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4208", "copies": 2, "upstream_ids": ["mendeley-4208", "uci-2258"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00398.98e5c9f3f9b5568349d4e54298de26ee:message_type", "suite": "spam", "family": "spamassassin-dddbb7659b482ce77761", "state": {"channel": "email", "message": "What are the best options available on Linux ? SFTP ? WebDAV ? Something\nelse ? Linux servers - Linux and Mac OS-X clients.\n\nNiall\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00398.98e5c9f3f9b5568349d4e54298de26ee", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00398.98e5c9f3f9b5568349d4e54298de26ee", "zefang-16043", "ealvaradob-15146"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00006-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-d3260b2aa37bf281accc", "state": {"channel": "email", "message": "Security Alert: Unusual sign-in activity detected on your account\n\nRidgeTech Security Notice\n\nAccount Holder: Timothy Ramirez\nEmail Address: david.scott@gmail.com\nAccount ID: RT-8849201-B\nAlert Reference Number: SEC-2016-1209-441\nThreat Level: High\n\nDear Timothy Ramirez,\n\nOur automated monitoring systems have flagged unusual activity on your RidgeTech online account. On 8 December 2016 at 14:32 UTC, a sign-in attempt was recorded from an IP address located in São Paulo, Brazil. Because this location does not match your typical sign-in history, we have temporarily locked your account as a precautionary measure to protect your personal information and billing data.\n\nTo restore access to your account and ensure that no unauthorized changes have been made, you must verify your identity immediately. Please review the security notice and confirm your registered details by visiting the secure portal below:\n\nhttps://www.myridgetech-online.com/security/verify-account?ref=SEC-2016-1209-441\n\nYou must complete this verification process by 12 December 2016. If we do not receive confirmation by this deadline, your account will be permanently suspended, and any pending transactions may be canceled.\n\nIf you did not attempt to sign in from this location, we strongly recommend changing your password immediately after completing the verification steps above. Do not share your password or account PIN with anyone, including members of our support staff.\n\nFor further assistance, you may contact our dedicated fraud prevention team at +1-800-555-0198. Our representatives are available Monday through Friday, 08:00 to 20:00 EST.\n\nThank you for helping us keep your account secure.\n\nSincerely,\nJessica Fischer\nSenior Account Security Specialist\nRidgeTech Customer Protection Division"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00006-1", "copies": 1, "upstream_ids": ["genu-00006-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00087-3:message_type", "suite": "spam", "family": "generated_unwanted_email-dab3090ff803a79b9326", "state": {"channel": "email", "message": "Urgent: Change of Bank Details for Outstanding Invoice\n\nHarbor Foods Ltd\nPayment Update Notice\n\nInvoice Number: HF-2011-4491\nAmount Due: GBP 3,840.00\nPayment Deadline: 10 December 2011\n\nDear Jacob Weber,\n\nPlease be advised that Harbor Foods Ltd has recently changed its banking provider. Effective immediately, all pending and future payments must be directed to our new account.\n\nNew Bank: Meridian Commercial Bank\nAccount Name: Harbor Foods Ltd\nSort Code: 40-22-18\nAccount Number: 88391024\n\nPlease ensure that your accounts payable team updates their records before processing the upcoming payment for invoice HF-2011-4491. The total amount of GBP 3,840.00 must reach the new account no later than 10 December 2011 to avoid any disruption to your supply schedule.\n\nIf you have already initiated the transfer to our old account, please contact me immediately so we can recall the funds.\n\nClosing reference: HF-BANK-UPDATE-DEC23\n\nKind regards,\nLing Rodriguez\nFinance Manager\nHarbor Foods Ltd"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00087-3", "copies": 1, "upstream_ids": ["genu-00087-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from a supplier, says their bank details changed and asks for the next payment to the new account", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00950.552f3425d82204ce19d468127085b7d9:is_spam", "suite": "spam", "family": "spamassassin-4db909e38a4a7e1359e9", "state": {"channel": "email", "message": "Exmh && speed\n\ndmartin@protonmail.com said:\n\nJust one more info. I measured the time spent wrapping the stuff in\nFtoc_Next with time {} so the data is for real. One difference\nbetween mine and Valdis' setup (judging from his trace) is that I use\nthe address book. I've been doing that for ages so that can't be the\nproblem.\n\nIs there a way to get the log to print time with higher granularity?\n\n/A"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00950.552f3425d82204ce19d468127085b7d9", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00950.552f3425d82204ce19d468127085b7d9"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#249:message_type", "suite": "spam", "family": "nazario-2a2ca0e1e2dade9fbcae", "state": {"channel": "email", "message": "AWB - DHL Shipping Documents\n\nDear Sir/Madam,\nPlease kindly see attachment and view original bill of Lading/ Invoice confirmation attached;\nThis was made for your company through one of your customers. Please confirm to us before shipment.\nCustom Allowance\nOperation Department\nDHL Express LTD.\n\nPlease consider your environmental responsibility before printing this email"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#249", "copies": 1, "upstream_ids": ["phishing-2016#249"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00025.d685245bdc4444f44fa091e6620b20b3:message_type", "suite": "spam", "family": "spamassassin-240aedc87d09c6d6df09", "state": {"channel": "email", "message": "Well at least our Caps-Lock keys work:\n\nchen_chen@summitworks.net said:\n\n:-P\n\nivan_ward@quartznetworks.net said:\nerm... it runs Solaris x86 as standard...\n\nCheers,\n~Al\n\n--\nExpressed in this posting are my opinions. They are in no way related\nto opinions held by my employer, Sun Microsystems.\nStatements on Sun products included here are not gospel and may\nbe fiction rather than truth.\n\n--"}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00025.d685245bdc4444f44fa091e6620b20b3", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00025.d685245bdc4444f44fa091e6620b20b3"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00056-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-21cce8da623dc7c6ab49", "state": {"channel": "email", "message": "Action Required: Mailbox password expiry notice – 15 July 2022\n\nDear Pamela Moore,\n\nThis is an urgent notification from North Networks IT Support regarding your mailbox george22@sterlingmedia.de. Our security policy requires all users to update their credentials periodically. Your current password expires today, 15 July 2022.\n\nTo maintain uninterrupted access to your email, please follow these steps immediately:\n\n1. Contact the North Networks helpdesk directly by telephone to verify your identity.\n2. Provide your full name, employee identification number, and current password to the technician on duty.\n3. Follow the verbal instructions given by our representative to finalize the reset process.\n\nFailure to complete these steps before the close of business today will result in your account being temporarily suspended. All incoming mail will be returned to the sender until your identity has been verified and your password updated.\n\nWe understand this may cause inconvenience, but these measures are essential to protect your data and the integrity of our network infrastructure. No web links are used for this procedure to ensure maximum security for your personal information.\n\nIf you have already completed this process earlier today, please disregard this message.\n\nSincerely,\nWei Robinson\nSystems Administrator\nNorth Networks IT Division\n+49 30 555 0192"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00056-2", "copies": 1, "upstream_ids": ["genu-00056-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a notice that pretends to be from the reader's email provider, says the password expires today and asks them to sign in on a look-alike page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00262-1:message_type", "suite": "spam", "family": "generated_legit_email-a1e6489e66c00525f2b1", "state": {"channel": "email", "message": "Cedar Networks Q3 Migration Timeline\n\nHi Sophie,\n\nThanks for sending over the revised timeline yesterday. I reviewed the milestones with the engineering team this morning, and we think the database migration phase needs another four days built in. We ran into some unexpected latency issues during the staging tests on Friday, so rushing it could cause problems for our German clients.\n\nCould you update the Gantt chart and share it back with us by Tuesday? I uploaded the latest test logs to our internal wiki if you need them: https://www.cedarnetworks.de/projects/q3-migration/logs.\n\nAlso, Sarah mentioned she hasn't received the vendor access credentials yet. Can you follow up with procurement?\n\nWe should aim to have everything locked down before the long weekend in June so the deployment team isn't scrambling. Let me know if you want to jump on a quick call to sort out the dependency blockers. You can reach me on my direct line at +49 30 555 0192.\n\nThanks,\nSteven Singh\nProject Lead, Cedar Networks"}, "question": {"type": "choice", "instructions": "Classify the message as legitimate, spam, or phishing. Spam is unwanted bulk or advertising; phishing is a scam trying to get personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-1", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00262-1", "copies": 1, "upstream_ids": ["gen-00262-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4727:is_spam", "suite": "spam", "family": "sms_phishing-866cd9a334bdeeaaf541", "state": {"channel": "sms", "message": "East coast"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4727", "copies": 2, "upstream_ids": ["mendeley-4727", "uci-5416"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01122.55278f83c3bf2dc1059f93244d037d21:is_spam", "suite": "spam", "family": "spamassassin-e0d5de4df0d162bb9eb5", "state": {"channel": "email", "message": "the underground software vulnerability marketplace and its hazards\n\n--]If this kind of secret traffic is allowed to continue, it will pose a\n--]very serious threat to our computer communications infrastructure.\n\nThe goverment mindset is now, If you know a vulnerability and let it on to\nanyone BUT the manufacturer you are a criminal...end of story, go directly\nto jail do not collect 200$ and tip a hat to the citizen infromants who\nhelped get you there.\n\nSo this leaves lucrative contracts for those who find and then NDA the\nfind with the manufacturer with, if the finder is smart, an imunity from\nany prosecution in the future so long as the NDA is kept.\n\nOh my droogie, those who are in the shirt hairs hanging of the new age\nemployemnt market, this could be your golden molden moment to strike the\nnew gold mine...and perhaps coopt it fromthe start.....\n\nThere are two ways to fight the powers that be, from with out and from\nwith in...lets not turn a blind eye towards one becuase someone, yes\nsomeone, will do the deed and if that someone does not have the \"make em\nweak for the revultion to come\" mindset then we are all and truly doomed.\n\nFight without\nFight within\nand make some scratch on the differences between:)-\n\n-tomwsmf"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01122.55278f83c3bf2dc1059f93244d037d21", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01122.55278f83c3bf2dc1059f93244d037d21", "zefang-3784", "ealvaradob-3631"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4266:message_type", "suite": "spam", "family": "sms_phishing-c0139b430f54356aab6d", "state": {"channel": "sms", "message": "Hope you are ENJOYING a great day."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4266", "copies": 1, "upstream_ids": ["mendeley-4266"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1149:is_spam", "suite": "spam", "family": "zefang_phishing_email-f854d8f9d42b37febd05", "state": {"channel": "email", "message": "negotiated rates audrey d . robertson transwestern pipeline company email address : audrey . robertson @ enron . com ( 713 ) 853 - 5849 ( 713 ) 646 - 2551 fax - - - - - original message - - - - - from : pavlou , maria sent : thursday , june 21 , 2018 9 : 34 am to : robertson , audrey subject : fw : negotiated rates audrey , pls . forward this memo to the tw commercial team . thanks , maria i recently discussed above - maximum rate deals with northern ' s commercial team and wanted to forward what i shared with them to you . pls . call me if you have any questions about this memo . thanks , maria - - - - - original message - - - - - from : pavlou , maria sent : wednesday , june 13 , 2018 3 : 01 pm to : cappiello , deborah cc : dornan , dari ; kirk , steve ; fossum , drew ; miller , mary kay subject : negotiated rates pursuant to our conversation yesterday , here are some guidelines for the northern marketers to follow when doing above - maximum rate negotiated rate transactions . the commission permits a pipeline to charge above - maximum rates under negotiated rate authority provided that the capacity also remains available at the maximum recourse rate . in other words , we cannot unilaterally require a customer to purchase capacity at a rate above the max rate ; however , customers may willingly choose to pay a negotiated rate ( above max rates or below minimum rates ) . below are some faqs and the appropriate response when negotiating rates with customers in an above - maximum rate environment . 1 . is it better to use a fixed rate or an index / formula based rate ? it is better to use an index or formula based negotiated rate as opposed to a fixed rate , as the index or formula - based rates provide a reasonable basis as to why a customer would enter into a negotiated rate transaction exceeding max rates , e . g . to accommodate the customer ' s risk profile . 2 . who should propose the rate ? it is better for the customer to propose the rate . you may ask questions like : have you seen the spread ? what do you think ? what can you give me for the subject capacity ? will you split the upside ? if so , what is a fair split ? the goal here is to have the customer come up with the rate . if the customer won ' t go there , it is never appropriate to bully , cajole , or use undue pressure to get an above - maximum rate deal . moreover , we can never imply or otherwise indicate that the capacity is unavailable if the customer does not pay a negotiated rate or above - maximum rate . 3 . do i have to offer the maximum rate or say this capacity is also available at the maximum rate ? our capacity is always offered at the maximum tariff rate because that is the rate on file which the shipper sees when he / she looks at our tariff . we don ' t have to expressly state the capacity is available at our maximum recourse rate , but if the customer requests to pay the maximum rate , no further conversations about paying a negotiated rate should take place . in other words , we have to sell available capacity at the maximum rate once a shipper asks for that rate unless we are negotiating a longer term maximum rate deal for such capacity at the same time . in such circumstances , please confer with regulatory and legal so that we can determine what action is appropriate to take given the specific facts . 4 . can a shipper get a higher priority by paying more than the maximum rate ? no . shippers willing to pay more than the maximum recourse rate are considered to have paid the maximum recourse rate for capacity allocation and priority purposes . a shipper willing to pay only the recourse rate cannot lose access to capacity merely because someone else is willing to pay a negotiated rate . where there are more requests for capacity than there is capacity available , the pipeline must allocate capacity among those shippers willing to pay either the negotiated rate or the maximum recourse rate on the allocation basis required by the tariff . given that customers have recorded phone lines , be careful what you say . we cannot deny the availability of capacity at the recourse rate , nor can we mislead customers into believing that the maximum rate is unavailable for certain capacity for any reason ."}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1149", "copies": 2, "upstream_ids": ["zefang-1149", "ealvaradob-1117"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1224:is_spam", "suite": "spam", "family": "sms_phishing-c219f583aa8d577461eb", "state": {"channel": "sms", "message": "sports fans - get the latest sports news str* 2 ur mobile 1 wk FREE PLUS a FREE TONE Txt SPORT ON to 8007 www.getzed.co.uk 0870141701216+ norm 4txt/120p"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1224", "copies": 2, "upstream_ids": ["mendeley-1224", "uci-2691"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00044-4:is_spam", "suite": "spam", "family": "generated_legit_email-98f36f20da639bafada2", "state": {"channel": "email", "message": "Harbor Foods - Invoice #HF-8821 Due Soon\nDear James Dubois,\nThis is a friendly reminder that your invoice #HF-8821 for $412.50 is due on 15 April 2018.\nPlease ensure payment is submitted to avoid any interruption to your wholesale deliveries.\nPay Now\nhttps://www.harborfoods.io/invoices/pay/HF-8821\nIf you have already sent payment, please disregard this notice.\nFor questions, call us at 503-555-0172.\nThank you for partnering with Harbor Foods.\nAnthony Sanchez\nAccounts Receivable\n--\nHarbor Foods LLC\n410 Industrial Way, Portland, OR 97209\nPrivacy Policy: https://www.harborfoods.io/privacy\n\nHarbor Foods - Invoice #HF-8821 Due Soon\nDear James Dubois,\nThis is a friendly reminder that your invoice #HF-8821 for $412.50 is due on 15 April 2018.\nPlease ensure payment is submitted to avoid any interruption to your wholesale deliveries.\nPay Now\nhttps://www.harborfoods.io/invoices/pay/HF-8821\nIf you have already sent payment, please disregard this notice.\nFor questions, call us at 503-555-0172.\nThank you for partnering with Harbor Foods.\nAnthony Sanchez\nAccounts Receivable\n--\nHarbor Foods LLC\n410 Industrial Way, Portland, OR 97209\nPrivacy Policy: https://www.harborfoods.io/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00044-4", "copies": 1, "upstream_ids": ["gen-00044-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:generated_unwanted_email:none:genu-00202-2:message_type", "suite": "spam", "family": "generated_unwanted_email-823f858efea0a89c2b9d", "state": {"channel": "email", "message": "Security Alert - Unusual sign-in detected on your account\n\nFrank,\n\nI noticed the automated security alert below regarding your Prairie Foods vendor account. It appears someone attempted to sign in from an unrecognised location in Eastern Europe earlier today. For your protection, the account has been temporarily locked.\n\nYou must verify your identity to restore access. Please follow the secure link below and confirm your details no later than 19 March 2018:\n\nhttps://www.prairiefoods19.co/security-verify\n\nIf you did not attempt this sign-in, it is critical that you update your credentials immediately through that portal. Should you require assistance, call our internal support line directly at +49 30 5550 1928.\n\nBest regards,\nSandra O'Brien\nOperations Manager\nPrairie Foods"}, "question": {"type": "choice", "instructions": "What best describes this message: legitimate, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-15", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00202-2", "copies": 1, "upstream_ids": ["genu-00202-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2016#268:is_spam", "suite": "spam", "family": "nazario-c3c3070af02cc5857b06", "state": {"channel": "email", "message": "New Message From Chase Online(SM)\n\nNote: This is a service message with information related to your Chase account(s). It may include specific details about transactions, products or online services. If you recently cancelled your account, please disregard this message.\n\nDear Chase OnlineSM Customer:\nChase OnlineSM Account Verification.\nReason:Upgrade failure.\nOur online services was recently upgraded to add our new security features and for a better user friendly online experience.However a full upgrade of your account was not successful due to various technical issues.An important manual verification by you is hereby urgently required to complete the process and keep your account protected.\nTo complete the verification process click on Chase OnlineSM.\nOnce you have completed the process the page will automatically take you back to the login\npage which shows your account has been verified and upgraded.\n\nThe information provided is encrypted and loaded directly to our secure servers.\nPlease ensure information provided is accurate including email synchronization.\n\nThank you\nOnline Services Team\n\nJPMorgan Chase Bank, N.A. Member FDIC\n©2019 JPMorgan Chase & Co.\nYour personal information is protected by advanced online technology. For more detailed information, view our Online Privacy Policy. To request in writing: Chase Privacy Operations, 451 Florida Street, Fourth Floor, LA2-9376, Baton Rouge, LA 70801"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#268", "copies": 1, "upstream_ids": ["phishing-2016#268"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#2013:message_type", "suite": "spam", "family": "nazario-a5568465c3821c410414", "state": {"channel": "email", "message": "Comunicazione nr. 66472 del 23 Maggio 2019 - Leggere con\nattenzione!\n\nGentile Cliente,\n\nnell'ambito di un progetto di verifica dei data anagrafici forniti durante la sottoscrizione dei\n\nservizi di Posteitaliane e stata riscontrata una incongruenza relativa ai dati anagrafici in oggetto\n\nda Lei forniti all momento della sottoscrizione contrattuale.\n\nL'inserimento dei dati alterati puo costituire motivo di interruzione del servizio secondo\n\ngli art. 135 e 137/c da Lei accettati al momento della sottoscrizione, oltre a costituire reato penalmente\n\nperseguibile secondo il C.P.P ar.415 del 2013 relativo alla legge contro il riciclaggio e la transparenza dei\n\ndati forniti in auto certificazione.\n\nPer ovviare al problema e necessaria la verifica e l'aggiornamento dei dati relativi\n\nall'anaagrafica dell'Intestatario dei servizi Postali.\n\nEffetuare l'aggiornamento dei dati cliccando sul seguente collegamento sicuro:\n\nhttps://bancopostaonline.poste.it/bpol/cartepre/formslogin.asp\n\nCordiali Saluti."}, "question": {"type": "choice", "instructions": "Classify the message into one of three kinds: legitimate, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-16", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#2013", "copies": 1, "upstream_ids": ["phishing3.mbox#2013"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2479:message_type", "suite": "spam", "family": "sms_phishing-dfb05326165acf1e4d90", "state": {"channel": "sms", "message": "I sent you the prices and do you mean the &lt;#&gt; g,"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2479", "copies": 2, "upstream_ids": ["mendeley-2479", "uci-2739"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13231:is_spam", "suite": "spam", "family": "zefang_phishing_email-1653a93655d42f0a0184", "state": {"channel": "email", "message": "schedule crawler : hourahead failure start date : 12 / 21 / 01 ; hourahead hour : 19 ; hourahead schedule download failed . manual intervention required ."}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13231", "copies": 2, "upstream_ids": ["zefang-13231", "ealvaradob-12515"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2023#38:is_spam", "suite": "spam", "family": "nazario-0c8e847b399d2c620e3b", "state": {"channel": "email", "message": "Order Confirmation\n\nHello, valued customer.\n\nIn accordance with your request, we are updating your firewall, Microsoft Office 365, and network security.\n\nIf you want assistance, please get in contact with a member of our customer support team.\n\nDo you have any issues with the transaction?\nIf you didn't approve the charge, please get in touch with our customer service as soon as possible. If you require assistance, have the transaction ID and invoice ID close to hand.\n\nInvoice id - MS-2777-1163267\n\nCustomer id - 12817287\n\nEmail Id - awang@northlabs.org\n\nRegards,\nSupport Desk for ® +1 (845) 280-6922."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#38", "copies": 2, "upstream_ids": ["phishing-2023#38", "phishing-2023#39"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02461.a1007afeb8f2a233e221a320d856ec81:is_spam", "suite": "spam", "family": "spamassassin-2d181f6d95154d7e1721", "state": {"channel": "email", "message": "TimH:\n\nYup, was him out of Press Gang\n\nDid you have to kneel down?\n\nDave"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02461.a1007afeb8f2a233e221a320d856ec81", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02461.a1007afeb8f2a233e221a320d856ec81"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1040:is_spam", "suite": "spam", "family": "sms_phishing-80a219efaf977f33a5af", "state": {"channel": "sms", "message": "Can you tell Shola to please go to college of medicine and visit the academic department, tell the academic secretary what the current situation is and ask if she can transfer there. She should ask someone to check Sagamu for the same thing and lautech. Its vital she completes her medical education in Nigeria. Its less expensive much less expensive. Unless she will be getting citizen rates in new zealand."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1040", "copies": 2, "upstream_ids": ["mendeley-1040", "uci-4399"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01133.d9329be5511d9ba5af54e36ce4cb3777:message_type", "suite": "spam", "family": "spamassassin-207998de636283d46616", "state": {"channel": "email", "message": "Minor feature request\n\nEasy.\n\nFirst, you'll have to excuse me as I'm still using 2.3.1 (*), so, this\nmay not play well with recent changes. (I did look at 2.5.1, too).\nAnd, I just did this off the top of my head (I wanted to see if it\n(**) still worked), so this is somewhat untested.\n\nAdding a menu entry is trivial; add this to your ~/.exmh/exmh-defaults:\n\n*Fops.more.m.uentrylist: ketchup\n*Fops.more.m.l_ketchup: Catch-up all b4 cur\n*Fops.more.m.c_ketchup: My_Mark2CurSeen\n\nThen you just need to provide the source for My_Mark2CurSeen and\narrange for Exmh to include it (put it in your ~/.tk/exmh directory\nin your user.tcl; or in pick.patch if you enable the \"source hook\"\nunder Prefs->Hacking Support)\n\nIt's going to look something like this:\n\nproc My_Mark2CurSeen {} {\nglobal exmh pick msg\nExmh_Status \"Clearing unseen up to cur...\" red\nMh_SetCur $exmh(folder) $msg(id)\nset pick(ids) [...get message ids for \"pick 1-cur\"...]\nbusy PickMarkSeen\nExmh_Status ok blue\n}\n\n(that's based upon the guts of Pick_MarkSeen)\n\nYou need to fill in the code for the [...get...] section; I ran out of\ntime!\n\nJohn\n\n(*) \"It just works\" (tm)\n(**) \"it\" == my head"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01133.d9329be5511d9ba5af54e36ce4cb3777", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01133.d9329be5511d9ba5af54e36ce4cb3777"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00967.9f54540bbcfe54481730330f5c6b67ad:message_type", "suite": "spam", "family": "spamassassin-819c76c0c6b8cc1822ab", "state": {"channel": "email", "message": "Internet Defamation Suit Ends With Defense Verdict\n\n--- begin forwarded text\n\nSubject: Internet Defamation Suit Ends With Defense Verdict\n\nInternet Defamation Suit Ends With Defense Verdict\n\nhttp://www.law.com/servlet/ContentServer?pagename=OpenMarket/Xcelerate/View&c=LawArticle&cid=1028320303259&t=LawArticleTech\n\nJohn Council\nTexas Lawyer 08-05-2016\n\nIn one of the first trials in the country to\naddress Internet defamation, a Dallas County,\nTexas, jury last week rejected a $700 million\nsuit by an Internet company that claimed it\nwas harmed by negative electronic messages\nposted by an employee of a competing company.\n\nZixIt, a Dallas Internet company, filed ZixIt\nCorp. v. Visa International, et al. in 2013,\nalleging it was harmed by Paul Guthrie, then\na vice president with Visa. ZixIt alleged in\nits suit that Guthrie posted more than 400\nanonymous messages, many of them negative,\nabout ZixIt on the Yahoo Finance ZixIt Internet\nmessage board, causing ZixIt's stock price to\ndrop.\n\nThe suit also alleged that the postings\ndestroyed the company's ability to market\nits ZixCharge Internet transaction\nauthorization system, which allows consumers\nto make purchases without revealing their\ncredit card numbers to merchants. Visa has\na similar Internet payment system.\n\nZixIt alleged that the postings caused its\nstock price to plummet. Had the product\nbeen successful, the company believed it\nwould have been worth more than $1 billion,\naccording to lawyers involved in the case.\n\nOn July 31, a jury in Judge Merrill Hartman's\n192nd District Court found that ZixIt's\nproduct was not harmed by the postings.\n\nNeal Manne and Kenneth McNeil, lawyers from\nHouston's Susman Godfrey who represented\nZixIt at trial, did not return calls for\ncomment by press time.\n\n\"The company hasn't made any decision about\nan appeal,\" says Cindy Lawrence, a ZixIt\nspokeswoman. \"The outcome of the lawsuit\ndoesn't have any effect on our future\nproducts and services in e-messaging.\"\n\nGETTING GRADED\n\nVisa's lawyers alleged that Guthrie acted on\nhis own and had a right to free speech, and\nthat Guthrie's Internet postings had no\neffect on ZixIt's stock. Guthrie has since\nleft Visa, lawyers for the company say.\nGuthrie was not a defendant in the case.\nHowever, his interests in the case were\nrepresented by Todd Noonan, an attorney in\nSacramento, Calif.'s Stevens & O'Connell.\nNoonan was recovering from surgery last\nweek and was unavailable for comment.\n\n\"I think people believe whether you\nsucceed or fail [is] because of what you\ndo and not what other people do to you.\nInternet companies didn't succeed for all\nsorts of reasons,\" says Jeff Tillotson, a\npartner in Dallas' Lynn, Tillotson & Pinker,\nwho defended Visa at trial.\n\nZixIt's case was a hard sell to the jury,\nespecially with the reality of the economy,\nTillotson says.\n\n\"Everyone knows that the stock market\nhas fallen and the trouble with Internet\ncompanies. I think the jury took that into\naccount,\" Tillotson says.\n\nThere were lessons to be learned from the\nInternet defamation trial, says Mike Lynn,\nwho also represented Visa at trial. Even\nthough message boards are considered a\nprotected form of free speech, that freedom\nwon't prevent a company from being dragged\ninto court if its employee blasts another\ncompany on the Internet, Lynn says.\n\n\"A company can be responsible for what an\nemployee posts on a message board,\" Lynn\nsays. \"The courts have said you're entitled\nto go to a jury to determine whether there\nare damages as a result of that. The law is\nvery odd, not mature, [and] damage theories\nare not mature.\"\n\nThe nature of the case also added an\ninteresting twist to the trial, Tillotson\nsays. Many of those who posted messages on\nthe board attended the trial and posted\ncomments about the daily proceedings\nthroughout the three-week trial, he says.\n\n\"It was apparent to everyone that many of\nthe people who posted on these message boards\nwere watching the trial,\" Tillotson says.\n\"It really was wild. The lawyers felt like\nthey were being graded.\"\n\n--\n\n--- end forwarded text\n\n--\nR. A. Hettinga <mailto: aisha.robinson@harbortech.net>\nThe Internet Bearer Underwriting Corporation <http://www.ibuc.com/>\n44 Farquhar Street, Boston, MA 02131 USA\n\"... however it may deserve respect for its usefulness and antiquity,\n[predicting the end of the world] has not been found agreeable to\nexperience.\" -- Edward Gibbon, 'Decline and Fall of the Roman Empire'"}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00967.9f54540bbcfe54481730330f5c6b67ad", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00967.9f54540bbcfe54481730330f5c6b67ad"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3575:message_type", "suite": "spam", "family": "sms_phishing-da9c3373d526052da876", "state": {"channel": "sms", "message": "K..k..i'm also fine:)when will you complete the course? Then u can come here and search for job"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3575", "copies": 1, "upstream_ids": ["mendeley-3575"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1985:message_type", "suite": "spam", "family": "sms_phishing-0f5c8c1c9c64cad60f1f", "state": {"channel": "sms", "message": "Dont forget you can place as many FREE Requests with 1stchoice.co.uk as you wish. For more Information call 08707808226."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": [0.0, 0.5, 0.5], "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "soft", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1985", "copies": 3, "upstream_ids": ["mendeley-1985", "mendeley-3006", "uci-1137"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00117-1:is_spam", "suite": "spam", "family": "generated_legit_email-33ea7b0e7922cb07bc28", "state": {"channel": "email", "message": "Neighborhood Cleanup Day next weekend\n\nHi Sophie,\n\nJust confirming the cleanup is Saturday, 19 September 2011 at 9 AM. Sign up by Friday here: https://www.northtech.org/cleanup-signup or call NorthTech Community Group at (555) 234-8811.\n\nThanks!\nRebecca Schmidt"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00117-1", "copies": 1, "upstream_ids": ["gen-00117-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:generated_unwanted_email:none:genu-00069-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-76ff12a1fa943708fd40", "state": {"channel": "email", "message": "Failed Payment Notice - Prairie Foods\n\nRachel Lewis,\n\nYour recent payment failed. To avoid service disruption:\n\n1. Reply with your updated card number.\n2. Include the expiry date.\n3. Provide your billing zip code.\n\nResolve this by 20 September 2021.\n\nLiam Moore\nAccounts\nPrairie Foods\nprairiefoods.io"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00069-1", "copies": 1, "upstream_ids": ["genu-00069-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11274:is_spam", "suite": "spam", "family": "zefang_phishing_email-bfba3212aae98427c2b6", "state": {"channel": "email", "message": "east power project directory a new directory ( m : \\ eprojects directory ( \\ \\ nahoutrd \\ houston \\ pwr \\ common \\ eprojects ) has been created to house all of the related documents that will be used to manage the east trading enhancement projects . the intent of this directory is to store all of the business requirements , documentation and project management for this project as well as all future work on our systems . there has been 5 directories set up , accenture , north east , mid west , south east and ercot . below these main directories there is three directories for risk systems ( casey / stacey ) , settlement systems ( thresa ) and trading systems ( correy ) . a draft scope and action item document has been created for managing business requirements and progress . the accenture directory will be populated with the material that is in the initial accenture report for our ongoing enhancement . you have been given access ( r / w ) to the m : \\ eprojects directory ( \\ \\ nahoutrd \\ houston \\ pwr \\ common \\ eprojects ) . if you have additional staff that require access please submit an erequest for my approval . thanks ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11274", "copies": 2, "upstream_ids": ["zefang-11274", "ealvaradob-10708"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3668:message_type", "suite": "spam", "family": "sms_phishing-bb52d38ab34be075ec26", "state": {"channel": "sms", "message": "He says hi and to get your back to uganda"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3668", "copies": 1, "upstream_ids": ["mendeley-3668"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2555:message_type", "suite": "spam", "family": "sms_phishing-50bc43d9ee5e2532f9c3", "state": {"channel": "sms", "message": "Still in the area of the restaurant. Ill try to come back soon"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2555", "copies": 2, "upstream_ids": ["mendeley-2555", "uci-2306"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#927:message_type", "suite": "spam", "family": "nazario-8a5ce897280fc4a900f2", "state": {"channel": "email", "message": "News.com.au: ELIZABETH BANKS - CLOSING\n\nNews.com.au\n\nDear Elizabeth Bank Clients\n\nYou must NOT Update or Confirm Your Account information. News Limited JUST WANTS TO INFORM YOU, That on this week all ELIZABETH BANKS WILL BE CLOSED. In this list: Commonwealth bank, ANZ Bank, WestPack Bank and others.\n\nTo get all information about those, that all banks will be closed within 1 week read on our web site:\n\nwww.bankingnews-important.com\n\nThis procedure is performed one time only and it does not require further actions on the customer side. This is an automated message, no reply or confirmation is required.\n\nCopyright 2016 News Limited. All times AEST (GMT + 10)."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#927", "copies": 1, "upstream_ids": ["phishing3.mbox#927"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1146:is_spam", "suite": "spam", "family": "sms_phishing-28d9a9b423656452ac8f", "state": {"channel": "sms", "message": "What will we do in the shower, baby?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1146", "copies": 2, "upstream_ids": ["mendeley-1146", "uci-639"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00897-1:is_spam", "suite": "spam", "family": "generated_legit_email-6203c217319855917c5a", "state": {"channel": "email", "message": "Reminder: Your Atlas Labs gym membership renewal\n\nAtlas Labs\n\nHi Kwame,\n\nI hope you are doing well! I am writing to remind you that your annual gym membership with us is coming up for renewal very soon.\n\nYour current membership expires on Friday 30 June 2024. To keep your access uninterrupted, please make sure you renew before that date. The renewal fee this year is $450.00.\n\nIf you need help processing the payment or have questions about the updated class schedule, just give me a ring. You can reach me directly at (555) 312-8840.\n\nDo not wait until the last minute, as the front desk gets very busy at the end of the month!\n\nRenew Membership\n\nBest wishes,\nOlivia Allen\nMembership Coordinator\nAtlas Labs\n\nAtlas Labs Fitness Center\n88 Wellness Drive\nAustin, TX 78701\nhttps://www.atlaslabs.com/privacy"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00897-1", "copies": 1, "upstream_ids": ["gen-00897-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:generated_unwanted_email:none:genu-00278-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-56f8ebe2910cb97bbc82", "state": {"channel": "email", "message": "Urgent: Unusual sign-in activity on your Union Design account\n\nHi Sharon,\n\nI have just reviewed the security flag that was raised on your account this morning. Our automated systems detected a sign-in attempt from an IP address located in St. Petersburg, Russia, at 04:17 AM GMT. Because this location does not match your usual login history, we have temporarily locked your Union Design profile to prevent any unauthorised access to your projects and billing information.\n\nTo restore full access to your account, please confirm your identity by clicking the secure link below:\n\nhttps://www.myuniondesign-online.com/verify-identity\n\nYou must complete this verification process no later than 25 October 2013. If we do not receive confirmation by this deadline, the account will be permanently suspended for your protection, and you will need to contact our support desk directly to begin the recovery process.\n\nIf you were travelling and made this sign-in attempt yourself, please still follow the link above to clear the alert and update your security settings. We recommend changing your password immediately after verifying your details.\n\nShould you need further assistance, you can reach me directly at +44 20 7946 0183 during normal business hours.\n\nKind regards,\nRyan Wilson\nSecurity Operations Team\nUnion Design"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00278-0", "copies": 1, "upstream_ids": ["genu-00278-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01071.d9be48eb5a3359dd72dd7d0e9627fff3:is_spam", "suite": "spam", "family": "spamassassin-af7759db48293927b33f", "state": {"channel": "email", "message": "Without a Perscription - VIAGRA / PHENTERMINE / PROPECIA / ZYBAN yotgy\n\nRoyal Meds\n\nyour online pharmacy · Click Here\n\nYour online pharmacy for FDA approved drugs through a online consultation.\n\nNo more embarrassing doctor visits, we offers confidential ordering online.\n\nTake advantage of some of best prices available on the Internet!\n\nWe offer the widest range of drugs available through online ordering. Such as:\n\nLess than $7.00 per dose\n\nViagra Intended for men with erectile dysfunction (ED), it helps most men to get and keep an erection when they get sexually excited. No need to go through embarrassing, stressful situation anymore, you can now get Viagra from the comfort of your home. Click Here\n\nPhentermine Obesity weight loss drug. It enables people to burn more fat doing nothing, stimulating your nervous system. You will feel the difference! It will give you more energy, you will become more active! It's an appetite suppressant, you'll burn fat easier and eat less. It is a both safe and effective treatment to lose weight. Click Here\n\nZyban is the first nicotine-free pill that, as part of a comprehensive program from your health care professional, can help you stop smoking. Its prescription medicine available only from your health care professional for smokers 18 and older. Click Here\n\nPROPECIA is a medical breakthrough. The first pill that effectively treats male pattern hair loss on the vertex (at top of head) and anterior mid-scalp area. Click Here\n\nThis email is intended to be a benefit to the recipient. If you would like to opt-out and not receive any more marketing information please click on the following link http://194.44.46.21/remove.php . Your address will be removed within 24hrs. We sincerely apologize for any inconvenience.\n\nvfyxeuedwacdjxriumtvrkybkfketsuq\n\n--DeathToSpamDeathToSpamDeathToSpam--\n\nreal-time communications platform! Don't just IM. Build it in!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01071.d9be48eb5a3359dd72dd7d0e9627fff3", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/01071.d9be48eb5a3359dd72dd7d0e9627fff3"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1400:message_type", "suite": "spam", "family": "sms_phishing-a1749685ef7c45c5a1bf", "state": {"channel": "sms", "message": "What happened to you ? How come you never came back?"}, "question": {"type": "choice", "instructions": "Classify the message as legitimate, spam, or phishing. Spam is unwanted bulk or advertising; phishing is a scam trying to get personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-1", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1400", "copies": 1, "upstream_ids": ["mendeley-1400"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01154.7e15e192fb60c753bafd505d25990787:message_type", "suite": "spam", "family": "spamassassin-c18283683d7fba484a51", "state": {"channel": "email", "message": "central management\n\nThanks for this, Matthias! Hope you feel better.\n\nLance\n\n--\n:\n####[ Linux One Stanza Tip (LOST) ]###########################\n\nSub : Knowing contents of .tgz files LOST #015\n\nTo know the contents of a .tgz file without decompressing:\n\n$tar -ztvf filename.tgz | less\n\nA .tgz file is essentially a gzipped tarball (.tar.gz) file.\n\n####<brandon_murphy@verizon.net>####################################\n:"}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01154.7e15e192fb60c753bafd505d25990787", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01154.7e15e192fb60c753bafd505d25990787"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4069:message_type", "suite": "spam", "family": "sms_phishing-5e712466c0d166d5b202", "state": {"channel": "sms", "message": "That's a shame! Maybe cld meet for few hrs tomo?"}, "question": {"type": "choice", "instructions": "Classify the message into one of three kinds: legitimate, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-16", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4069", "copies": 2, "upstream_ids": ["mendeley-4069", "uci-4145"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1019:is_spam", "suite": "spam", "family": "sms_phishing-9d63ec9df14a787a8594", "state": {"channel": "sms", "message": "Lovely smell on this bus and it ain't tobacco..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1019", "copies": 2, "upstream_ids": ["mendeley-1019", "uci-904"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02079.a265ac9e0309b96f745562b578a95208:message_type", "suite": "spam", "family": "spamassassin-951f1aa5f5ca31aac401", "state": {"channel": "email", "message": "Linux Software RAID Fun\n\nI forgot to write this up yesterday and didn't feel like forging the blog entry\ndate. Anyway, while taking a break from writing the book, I tried to finish up\nthe work on friends.zawodny.com before I ship it off to..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02079.a265ac9e0309b96f745562b578a95208", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02079.a265ac9e0309b96f745562b578a95208"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7933:is_spam", "suite": "spam", "family": "zefang_phishing_email-5291ad87316f8f7bf4c0", "state": {"channel": "email", "message": "opm hours survey - july 2011 i noticed you both attributed hours to the eso 02 activity in the hours survey . the system might not have prompted you to split out by percentages the commercial teams you supported perfoming that activity because i don ' t see it out there . will you please let know which commercial team you supported and the percentage - it looks like tom martin put 100 % to asset trading but i ' m not sure if it would be the same for the both of you . thanks , roxanne"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7933", "copies": 2, "upstream_ids": ["zefang-7933", "ealvaradob-7594"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2596:message_type", "suite": "spam", "family": "sms_phishing-0d1387c333dc0d2e7974", "state": {"channel": "sms", "message": "Well there's still a bit left if you guys want to tonight"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2596", "copies": 2, "upstream_ids": ["mendeley-2596", "uci-2793"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5769:is_spam", "suite": "spam", "family": "sms_phishing-37956e342be05ccdf269", "state": {"channel": "sms", "message": "Just getting back home"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5769", "copies": 2, "upstream_ids": ["mendeley-5769", "uci-4404"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00830-2:message_type", "suite": "spam", "family": "generated_legit_email-abde60ffcfa3f9e5103e", "state": {"channel": "email", "message": "Confirmation: Annual Retreat Travel Booking\n\nDear Patrick,\n\nThis email confirms that your travel arrangements for the Harbor Partners Community Foundation Annual Retreat have been successfully booked. Please review the details below carefully and keep this message for your records.\n\nHere is a summary of your itinerary:\n\n• Flight: Delta Air Lines Flight DL4419 departing Portland (PDX) on Thursday, 8 August 2014 at 07:45 AM, arriving in San Diego (SAN) at 10:20 AM.\n• Return Flight: Delta Air Lines Flight DL4422 departing San Diego (SAN) on Sunday, 11 August 2014 at 04:15 PM, arriving in Portland (PDX) at 06:50 PM.\n• Hotel: The Bayside Inn, 1100 Coast Boulevard, San Diego, CA 92037.\n• Check-in Date: 8 August 2014 after 3:00 PM.\n• Check-out Date: 11 August 2014 by 11:00 AM.\n• Confirmation Number: HPCF-2014-8834.\n\nTo complete your hotel check-in process ahead of time, please follow these steps:\n\n1. Call the front desk at (858) 555-0142 to provide your credit card for incidentals.\n2. Request early check-in if you plan to arrive before 3:00 PM.\n3. Mention the group code \"HarborRetreat19\" so your room rate of $185.00 per night is applied correctly.\n\nPlease note that airport transfers will be provided by our volunteer drivers. Look for the white van with the Harbor Partners logo near baggage claim 3 upon your arrival in San Diego.\n\nIf you need to make any changes to your flight or hotel reservation, you must contact me no later than Wednesday, 31 July 2014, as the foundation will not cover modification fees after that date. You can reach me directly at (503) 555-0177 during regular office hours.\n\nWe are very much looking forward to seeing you at the retreat!\n\nWarm regards,\nAnthony Ivanov\nEvents Coordinator\nHarbor Partners Community Foundation"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00830-2", "copies": 1, "upstream_ids": ["gen-00830-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "travel booking confirmation (flight, train, hotel) with check-in link"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1945:is_spam", "suite": "spam", "family": "sms_phishing-8eeb08972da758334aa4", "state": {"channel": "sms", "message": "Finally it has happened..! Aftr decades..! BEER is now cheaper than PETROL! The goverment expects us to \"DRINK\". . . But don't \"DRIVE \""}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1945", "copies": 2, "upstream_ids": ["mendeley-1945", "uci-4651"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1953:message_type", "suite": "spam", "family": "sms_phishing-26c9f9ae9b4fd8738953", "state": {"channel": "sms", "message": "Please don't text me anymore. I have nothing else to say."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1953", "copies": 2, "upstream_ids": ["mendeley-1953", "uci-100"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1452:message_type", "suite": "spam", "family": "nazario-28bf1e21018437e32ca3", "state": {"channel": "email", "message": "Amazon Account Security Measures Notification [SUNDAY, February 5, 2021 02:45:10 DST -0400 UTC]\n\nDear Customer,\n\n-\nDue to recent account takeovers and unauthorized\nlistings, Amazon is\nrequesting a new account verification procedure.\ntime, randomly selected accounts (seller and/or\nbuyer)are placed\nunder an advanced updating process based on\nmerchant accounts/bank\nrelationsand on-file credit cards. Amazon may also\nrequest in an\nemail message scanned/faxed copies of one or more\nphoto ID's. Your\naccount confirmation may go wrong if your credit\ncard/bank account\nhas expired, or if you have changed/replaced your\ncredit card without letting us know about the change.\n\nYour\naccount is not suspended, but if in 36\nhours after you receive\nthis message your account is not confirmed\nwe reserve the right\nto terminate your Amazon\nsubscription.\n\nIf\nyou received this notice and you are not\nan authorized Amazon\naccount holder, please be aware that it is\nin violation of Amazon\npolicy to represent oneself as an Amazon\nuser. Such action may also\nbe in violation of local, national, and/or\ninternational law.\n\nAmazon\nis committed to assist law enforcement\nwith any inquires related\nto attempts to misappropriate personal\ninformation with the\nintent to commit fraud or theft.\n\nInformation\nwill be provided at the request of law\nenforcement agencies to\nensure that perpetrators are prosecuted to\nthe full extent of the\nlaw.\n\nTo confirm your identity with\nus click the link bellow:\n\nhttp://www.amazon.com/exec/obidos/sign-in.html\n\nWe\napologize in advance for any inconvenience this\nmay cause you and\nwe would like to thank you for your cooperation as\nwe review this\nmatter.\n\nRespectfully,\nAmazon.com,\nInc.\n\nCopyright\n2021 Amazon.com, Inc. All rights reserved.\n\nAmazon\nsent this e-mail to you because your Notification Preferences\nindicate\nthat you want to receive information about Special Events &\nPromotions.\nAmazon will request personal data (password, credit card/bank\nnumbers)\nonly on our home site, wich is securely incrypted with\nSLL."}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1452", "copies": 2, "upstream_ids": ["phishing3.mbox#1452", "phishing3.mbox#1453"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1798:message_type", "suite": "spam", "family": "sms_phishing-3134568c77149a3eaa65", "state": {"channel": "sms", "message": "They r giving a second chance to rahul dengra."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1798", "copies": 2, "upstream_ids": ["mendeley-1798", "uci-3937"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#910:message_type", "suite": "spam", "family": "nazario-151a816c4017f6b81ba6", "state": {"channel": "email", "message": "Customer service: your account in Fifth Third Bank\n\nmurk pink, compassionate detector clan, charisma brownie mat wecatcall\noven bedford till doctrine burryelk seeandes fixbat chinaman brownishmum\naerial box alba he- shipbay touchonhilt cannerymagiffy baynull aspdell\nchloridebeckman fine arsenide snub circulant coin jinnlimb bow smit\nbaledeckrole cool kern tune ell biddewylead dewy beloitanna fluetopidump\njokepomp age repcite adduce celluloid difficulty bole dickcissel\nbabyhooddrink vox drink dia- choosy adroit bimonthly whir gaffzest diet\ntaxi brassiere rawbale day arcing prep ice bay mat reed hardbow chit\ncrud dairylea mora leftbus zero lake uva Lett befoul bilingual nab\nhulljot brussels arcade delmarva sink kist lace bondsmen chap dock\nyarlspan consolidate, pip fin toil, captive kink anastomotic geecopperas\nbeam bean gain bogus upcancel bast arrow burrstem birch oleofish aileron\nclosure whew roan Japana costajimmy willsuckgaby corpsmenpomp rubkeel\ncolorado amalgam Manx tossup caulk auschwitz nab wilebray afar copra\ncannibalI`ddorp carcinogen astoria weir gamy clenchbuffalous lull\ncaterpillarsaga aniseikonicgoalpawn bitave mat zalotrash alumna chiefdom\nnosy roarpump hum arid buttonweed detergent rim moo vanity baseboardwae\nwet us Joe conscriptbackwateraunt bow ruin son discussant mug cliche\nbilkgold flue carbon hi declaim crabdene cajole abstinent pile botch\nuvae beak went binweem bon cancelled cleveland pace lent rim omen weed\nmistfact wasp, bolt cor- gig, yell fend veil Boerhog link adieu mark bop\nprepquay acquiescent d'etat dentsure beef twinbunt help pine pre-\nbulldoz tiretent vallytiny shotadvocatehow drabwaft wormpair dude ajar\ngive blitz carmen admiral bray wickscab changeable poll alluviumMarsvale\nallotting fine soul caul fadliarball duct hirerung iffyciaothee buckmake\nveto waifconscientious concomitant babble bankruptcy boeotiadear crab\ntype yock burn butt goof bake doltsera cavernous betony committedwith\ntop yawl flea own yirr hole wadi glibgage covert cauliflower botch\naudubon Gothspit sign full Turk rum menu fail fog bassply allotted bub\nbismark ring mark pine goad snafu oft"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#910", "copies": 1, "upstream_ids": ["phishing3.mbox#910"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2113:message_type", "suite": "spam", "family": "sms_phishing-68a3a6147458da41fe4a", "state": {"channel": "sms", "message": "Ü give me some time to walk there."}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2113", "copies": 2, "upstream_ids": ["mendeley-2113", "uci-2554"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3126:message_type", "suite": "spam", "family": "sms_phishing-95fefc95600bc65e9841", "state": {"channel": "sms", "message": "We are hoping to get away by 7, from Langport. You still up for town tonight?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3126", "copies": 2, "upstream_ids": ["mendeley-3126", "uci-3651"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2703:message_type", "suite": "spam", "family": "sms_phishing-cdb08ac996b5e19494e1", "state": {"channel": "sms", "message": "Sorry that was my uncle. I.ll keep in touch"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2703", "copies": 2, "upstream_ids": ["mendeley-2703", "uci-4795"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-773:is_spam", "suite": "spam", "family": "sms_phishing-7d7f3a7bc5fa5272dbfa", "state": {"channel": "sms", "message": "Beautiful tomorrow never comes.. When it comes, it's already TODAY.. In the hunt of beautiful tomorrow don't waste your wonderful TODAY.. GOODMORNING:)"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-773", "copies": 2, "upstream_ids": ["mendeley-773", "uci-3295"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00068-0:is_spam", "suite": "spam", "family": "generated_legit_email-b3eee27a61ee7948ead3", "state": {"channel": "email", "message": "Your Silver Media verification code\n\nSILVER MEDIA COMMUNITY ARTS\n\nHi Lisa,\n\nYou recently requested a two-step verification code to sign in to your Silver Media Community Arts member account. We take the security of our members very seriously, so we require this extra step whenever you log in from a new device or browser.\n\nYour verification code is:\n\n482 917\n\nThis code will expire in 10 minutes. Please do not share it with anyone, including our staff. If you did not request this code, someone may be trying to access your account. You can review your recent login activity and secure your profile at https://www.silvermedia.org/account-security.\n\nWhy we use two-step verification\nTwo-step verification adds an important layer of protection to your account. Even if someone guesses your password, they cannot access your membership details, donation history, or workshop bookings without this unique code sent directly to amanda96@tridentmedia.net.\n\nEnter your code\n\nVerify My Account\n\nIf the button above does not work, copy and paste the link into your browser.\n\nNeed help?\nIf you are having trouble logging in or did not request this email, please contact our support team right away by calling 555-014-3829 or replying to this message. We are here to help Monday through Friday, 9 AM to 5 PM Eastern Time.\n\nThank you for being part of our community.\n\nWarm regards,\nJacob Adams\nMembership Coordinator\nSilver Media Community Arts\n\nSilver Media Community Arts\n412 West Elm Street, Suite 200\nPortland, OR 97204\nPhone: 555-014-3829\nEmail: support@silvermedia.org\n\nPrivacy Policy: https://www.silvermedia.org/privacy\n(c) 2024 Silver Media Community Arts. All rights reserved."}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00068-0", "copies": 1, "upstream_ids": ["gen-00068-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:generated_legit_email:hash-test:gen-00496-5:is_spam", "suite": "spam", "family": "generated_legit_email-c54fec8a3cc94b446e56", "state": {"channel": "email", "message": "Receipt for your order from Silvertech Community Store\n\nOrder number: ST-2016-88439\nAmount: £64.50\nPayment method: Visa ending in 3312\nDelivery address: 12 Elm Grove, Bristol BS8 2TJ\nTracking link: https://www.silvertech.co.uk/orders/track/ST-2016-88439\n\nDear Ivan Price,\n\nThank you for your recent purchase from the Silvertech Community Store. All proceeds directly support our local youth coding workshops and help fund the after-school technology programme running this autumn term.\n\nBelow is a summary of your order placed today, 7 August 2016.\n\nItems ordered:\n1x Beginner Python Workbook — £18.00\n2x Silvertech Logo Tote Bags — £12.00 each (£24.00 total)\n1x Raspberry Pi Starter Kit (Refurbished) — £22.50\n\nSubtotal: £64.50\nShipping: Free (Community Member Rate)\nTotal charged: £64.50\n\nYour items have been packed and handed over to Royal Mail. You should expect delivery by Wednesday 11 August 2016. You can follow your parcel using the tracking link provided at the top of this notice.\n\nAs a reminder, our annual community fundraiser takes place on Saturday 18 September 2016 at the Silvertech Hub on Park Lane. If you would like to volunteer or donate additional equipment, please reach out to Jerry Harris at the front desk or reply directly to this email.\n\nWe truly appreciate your support. Purchases like yours allow us to provide free weekend classes to over two hundred students across Bristol each year. Your receipt serves as proof of donation for tax purposes if needed.\n\nIf there is an issue with your order, or if you need to request a return within fourteen days, please contact us using the information below.\n\nWarm regards,\nJerry Harris\nCommunity Coordinator\nSilvertech\nUnit 4, Innovation Centre, Bristol BS1 5PZ\nPhone: 0117 496 0200\n\nThank you for supporting Silvertech."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00496-5", "copies": 1, "upstream_ids": ["gen-00496-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1868:is_spam", "suite": "spam", "family": "nazario-2431a87306545981ebed", "state": {"channel": "email", "message": "Resolution Center\n\nPlease visit the resolution center located here\n\nhttps://www.paypal.com/cgi-bin/webscr?cmd=_login-run_rc_lo\n\nto verify your identity and avoid the blocking of your account\n\nSincerely,\nPayPal\nAccount Review Department\nPayPal,an eBay Company"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1868", "copies": 1, "upstream_ids": ["phishing3.mbox#1868"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-742:message_type", "suite": "spam", "family": "sms_phishing-39239984ded1e8174e3a", "state": {"channel": "sms", "message": "God created gap btwn ur fingers so dat sum1 vry special will fill those gaps by holding ur hands.. Now plz dont ask y he created so much gap between legs !!!"}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-742", "copies": 2, "upstream_ids": ["mendeley-742", "uci-4648"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00162-1:is_spam", "suite": "spam", "family": "generated_legit_email-d87831e4c3175b346966", "state": {"channel": "email", "message": "Maplewood Neighbourhood Block Party - August 12\n\nDear Yuki,\n\nI hope you are having a wonderful start to the summer! I am writing on behalf of the Maplewood Community Association to invite you and your family to our annual neighbourhood block party. It will be held on Saturday, 12 August 2014, from 11:00 AM to 4:00 PM at Centennial Park, right behind the elementary school.\n\nWe have a lot planned this year. There will be a barbecue catered by Prairie Partners, live music from the high school jazz band, face painting for the kids, and a raffle with prizes donated by local businesses. Last year we had over two hundred residents attend, and we are hoping for an even bigger turnout this time around.\n\nTo make sure we order enough food and set up the right number of tables, we need everyone who plans to attend to register in advance. The deadline to RSVP is Friday, 2 August 2014. If you miss the deadline, you are still welcome to come, but we cannot guarantee there will be enough meals for unregistered guests.\n\nYou can sign up your household by visiting our registration page here: https://www.prairiepartners.com/maplewood-rsvp-2014. Just fill out the short form with your name, address, and the number of adults and children attending. If you would like to volunteer to help set up or run one of the game booths, there is a checkbox on the form for that too.\n\nAlso, please remember that the park parking lot will be closed for the event, so we encourage everyone to walk or ride bikes if you live nearby. We will have a designated bike parking area near the main pavilion.\n\nIf you have any questions, feel free to reply to this email or call the community centre desk. We really hope to see you there, Yuki. It is always a great chance to catch up with neighbours.\n\nWarmly,\nCarolyn Wright\nEvents Coordinator\nMaplewood Community Association"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00162-1", "copies": 1, "upstream_ids": ["gen-00162-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5050:is_spam", "suite": "spam", "family": "zefang_phishing_email-4939bf362c43a3c7c87f", "state": {"channel": "email", "message": ", harder ere ' ctions and more sp \" erm increase your sperm volume , and orgasm length main benifits : - the longest most intense orgasms of your life - erctions like steel - increased libido / desire - stronger ejaculaton ( watch where your aiming ) - multiple orgasms - up to 5 oo % more volume ( cover her in it if you want ) - studies show it tastes sweeter dlscreet same day shipplng - try lt , you ' ll love it ! ( and she ' ll thank you for it )"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5050", "copies": 2, "upstream_ids": ["zefang-5050", "ealvaradob-4836"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14847:is_spam", "suite": "spam", "family": "zefang_phishing_email-95925815d7b318e77621", "state": {"channel": "email", "message": "probation period - matthew williams hi karen i ' m happy for matt to be made permanent - all relevant feedback is contained in his prc . cheers , steve karen tamlyn 07 / 26 / 2017 10 : 50 am to : steven leppard / lon / ect @ ect cc : subject : probation period - matthew williams notice of end of probationary period i am writing to inform you that the six month probationary period for matthew williams is due to end on the on the 21 st august 2017 . if you are happy to pass their probationary period please reply confirming this giving any feedback you deem necessary . however , if you are unsure and wish to either extend or fail the probationary period please contact sophie kingsley immediately to discuss further . many thanks karen tamlyn hr ext . 34310"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14847", "copies": 2, "upstream_ids": ["zefang-14847", "ealvaradob-14038"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00010-1:message_type", "suite": "spam", "family": "generated_legit_email-3e297064d4b977b281fa", "state": {"channel": "email", "message": "Vintage Desk Lamp - PTA Sale\n\nHi Timothy,\n\nThanks for getting back to me about the vintage desk lamp listed on the Union Solutions community marketplace. I can definitely do $35 for it instead of the $45 originally asked. Would you be able to drop it off at the school front office tomorrow morning? I have a parent-teacher meeting at 9 AM and could grab it then.\n\nLet me know if that works for you. You can view my seller profile and our message history here: https://www.unionsolutions.org/marketplace/messages/8832.\n\nCheers,\nWei Muller"}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00010-1", "copies": 1, "upstream_ids": ["gen-00010-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3423:is_spam", "suite": "spam", "family": "sms_phishing-966ec1fa6336c7e797db", "state": {"channel": "sms", "message": "Its ok..come to my home it vl nice to meet and v can chat.."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3423", "copies": 2, "upstream_ids": ["mendeley-3423", "uci-3567"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14734:is_spam", "suite": "spam", "family": "zefang_phishing_email-6c6533b086b1b5929a74", "state": {"channel": "email", "message": "discourse studies - call for papers first announcement and call for papers . . . . . discourse studies . interdisciplinary journal for the study of text and talk editor : teun a . van dijk ( university of amsterdam ) a new journal edited by teun van dijk entitled discourse studies is due for publication in february 2020 . this multidisciplinary forum will publish outstanding work on the structures and strategies of written and spoken discourse , reviewed by an internationally renowned editorial board . while contributing to new developments at the cutting edge of theory and method , its articles will also be accessible to students and other newcomers to each area of specialization . although intended as a broadly conceived forum for the best international work on discourse in any field and specialization , discourse studies will especially focus on cross-disciplinary studies of text and talk in linguistics , anthropology , ethnomethodology , cognitive and social psychology , communication studies and law . articles that specifically deal with critical socio-political issues are especially welcome in sage 's companion journal discourse & society . call for papers as from april 2019 , high quality papers that fall within the scope and meet the criteria outlined above are welcome . please contact the editor : teun @ let . uva . nl ( for any other information contact louise harnby at sage publications : louise . harnby @ sagepub . co . uk )"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14734", "copies": 2, "upstream_ids": ["zefang-14734", "ealvaradob-13935"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00096-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-fdad34c78e59f1591cb8", "state": {"channel": "email", "message": "Escape This Winter: Exclusive Holiday Retreat Offers\n\nHarbor Health Rewards\n\nYour Wellness Getaway Awaits\n\nDear Benjamin Okafor,\n\nYou have been selected for an exclusive holiday retreat package. As part of our commitment to your overall wellbeing, Harbor Health is offering discounted luxury stays at premier coastal resorts.\n\nTake a break from the daily routine and recharge at one of our partner destinations. These all-inclusive packages feature spa treatments, healthy dining, and breathtaking views, perfectly designed to support your physical and mental health.\n\nSpaces are strictly limited, and this special offer expires on 20 September 2013. Secure your preferred travel dates today to avoid disappointment.\n\nBook Your Retreat\n\nExplore available destinations and find your perfect escape at https://www.harborhealth.io/holiday-retreats-2013.\n\nWishing you good health and happy travels,\nDeborah Baker\nDirector of Member Experience\n\n---\nHarbor Health Inc.\n880 Wellness Boulevard, Floor 12\nSan Francisco, CA 94105\n\nPrivacy Policy: harborhealth.io/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00096-5", "copies": 1, "upstream_ids": ["genu-00096-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited holiday or timeshare promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#223:is_spam", "suite": "spam", "family": "nazario-8284e2cecea913eb6c2b", "state": {"channel": "email", "message": "PayPal Flagged Account\n\nDear PayPal Member,\n\nYour account has been randomly flagged in our system as a part of our routine security measures.\nThis is a must to ensure that only you have access and use of your PayPal account and to ensure a safe PayPal experience. We require all flagged accounts to verify their information on file with us. To verify your Information at this time, please visit our secure server webform by clicking the hyperlink below:\n\nThank you for using PayPal!\n\nThe PayPal Team\n\nPlease do not reply to this e-mail. Mail sent\nto this address cannot be answered. For assistance, log\nin to your PayPal account and choose the \"Help\" link in the\nfooter of any page.\n\nTo receive email notifications in plain text instead of HTML,\nupdate your preferences here.\n\nPayPal Email ID PP478\n\nProtect Your Account Info\n\nMake sure you never provide your\npassword to fraudulent websites.\n\nTo safely and securely access the PayPal website or your account,\nopen up a new web browser (e.g. Internet Explorer or Netscape) and\ntype in the PayPal URL (http://www.paypal.com/).\n\nPayPal will never ask you to enter your password in an email.\n\nFor more information on protecting yourself from fraud, please\nreview our Security Tips at http://www.paypal.com/securitytips"}, "question": {"type": "noul", "instructions": "Tell whether this message is spam or phishing. Yes: unwanted bulk, advertising, or a scam after personal details or money. No: a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-11", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#223", "copies": 5, "upstream_ids": ["phishing0.mbox#223", "phishing0.mbox#227", "phishing0.mbox#286", "phishing0.mbox#287", "phishing0.mbox#288"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2821:is_spam", "suite": "spam", "family": "sms_phishing-573dcfaca8aa441ad7c2", "state": {"channel": "sms", "message": "i felt so...not any conveying reason.. Ese he... What about me?"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2821", "copies": 2, "upstream_ids": ["mendeley-2821", "uci-4161"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10932:is_spam", "suite": "spam", "family": "zefang_phishing_email-e73ace5e4e55215e442e", "state": {"channel": "email", "message": "eol guest account access attention : esai ed krapels thank you for your interest in enrononline . the following is a guest password that will allow you temporary view only access to enrononline . please note , the user id and password are case sensitive . guest user id : ena 61296 guest password : welcome ! in order to apply for transaction status with enrononline , your company needs to complete a password application and registration form for a master user account . each master user will be able to grant various levels of access for additional users . to obtain a password application and registration form , you can visit our website at www . enrononline . com and select the \u0001 & how to register \u0001 8 link , or call our helpdesk at 713 / 853 - help ( 4357 ) . alternatively , you may click on the attached documents , complete the forms , and fax to 713 - 646 - 8511 . just a reminder , in order to access enrononline , shockwave needs to be installed . the shockwave installer can be found within \" about enrononline \" on the home page . after opening \" about enrononline \" , using right scroll bar , go to the bottom . click on \" download shockwave \" and follow the directions . after loading shockwave , shut down and reopen browser ( i . e . microsoft internet explorer / netscape ) . we hope you will find that enrononline provides an easy and more efficient way to do business with enron . we look forward to transacting with you online . sincerely , danny lee enrononline helpdesk 713 / 853 - help ( 4357 )"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10932", "copies": 2, "upstream_ids": ["zefang-10932", "ealvaradob-10386"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13900:is_spam", "suite": "spam", "family": "zefang_phishing_email-1e9761a7f50d5f3d91b9", "state": {"channel": "email", "message": "it is scary to check the high prices on taablets at the local store . our chernist - site helps you bank a lot on quality rxmeds . it is an easy and legitimate way to not lose your shirt when buying at your local store . check our quick and timely distribution services that provide customers complete convenience . check our store for quality rxdrugs on male tissue dysfunction , pain , stress , relaxants for muscles , man ' s care , obesity and other discomforts . you have a great chance to take advantage of our specials on quality taablets in our store . for the bestddeals on tablets , check our pharrn - site . our medzone has a wide range of generic equivalents that provides people with the same effective relief at special prices . ¡ ¡ ¡ ¡ not to meander myse and when they parted , had left her interested , even to the height have received a more gratifying attention . miss elliot was to have of his wishes , in his prospect of soon quitting his present curacy , lf , at present the honour of calling on mrs musgrove in the course of the morning ; 1 , i will go bac k to my birth . ¡ ¡ ¡ ¡ i 7 was born at blun"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13900", "copies": 2, "upstream_ids": ["zefang-13900", "ealvaradob-13143"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00130.f1caab154ed658777c7c75bef652fba2:message_type", "suite": "spam", "family": "spamassassin-5e405ce581056555bd31", "state": {"channel": "email", "message": "Hey, thief! This laptop is locked (Tech Update)\n\nTech Update Today\n\nVITAL SIGNS FOR JULY 19, 2019\n\nDavid Berlind\n\nHey, thief! This laptop is locked\n\nTry stealing my notebook and Caveo Anti-Theft will yell at you louder and louder -- before resorting to an unstoppable, ear-piercing screech. It's motion detection on a PC Card.\n\nAnd it's virtually foolproof\n\nAlso: Start-up has locks for Secure Notebook\n\nLatest from ZDNet News\n\nEarnings: Breaking the bottom line\n\nFeds set to enforce PC security\n\nMovement grows to boost Wi-Fi hot spots\n\nStates may be blocking e-commerce\n\nMicrosoft's chief lawyer calls it quits\n\nWill Mac users pay for 'Mac experience'?\n\nHP in top PC slot--for now\n\nMore Enterprise News\n\nFarber's Picks\n\nDan\nFarber\n\nActive Directory unbundled\n\nMicrosoft will begin selling its directory technology as a standalone product separate from Windows. The move could be seen as Microsoft's attempt to satisfy those that have accused the software giant of monopolistic practices for integrating a multitude of software into its operating system. Sun and Novell already offer so-called lightweight directory software, so Microsoft is joining an already thriving marketplace for products that store and manage information about users, computer systems and networking devices.\n\nRead the full story\n\nHow much do you build on Linux?\n\nA question for IT managers is whether Linux is ready to move beyond file and Web servers to application and Web services servers. If IBM, Oracle, BEA, Sun, HP and other vendors have a say, the answer is yes.\n\nFind out why\n\nCRM's dirty little secret\n\nThe goal of CRM is to reduce costs, increase revenues, and boost customer loyalty. But what if your data is dirty? Tech Update's Adrian Mello has tips on how companies can cut down on inaccurate and potentially damaging customer data.\n\nClean up your act\n\nGet your IT budgets approved\n\nAn experienced IT manager offers eight tips for getting budgets approved--plus a sample budget that shows his recommendations in action. Does your company have a five-year plan for its IT budget?\n\nRead the full story\n\nHow a CTO faced his worst nightmare\n\nAfter Sept. 11, investors worried whether the stock market would quickly get back to business. NYSE technology chief Roger Burkhardt was on the job faster than a trader can say \"buy.\" But now Burkhardt and his technology team face a new era of instability marked by fears of terrorist attacks, corporate accounting scandals, and a stock market meltdown. CNET News.com recently spoke with Burkhardt about the technology challenges the NYSE regularly faces because of the whipsaw movements of the stock market.\n\nRead the full interview\n\nIn what business do we trust?\n\nIn response to my recent column, \"Desperately seeking chief ethics officer,\" David Boulton writes: \"We are missing the point when we focus on the executives of corporations and miss the underlying ethic of business in general.\" Boulton asks how we can possibly trust institutions that reduce human beings \"to assets whose behaviors are fair game to manipulate?\"\n\nRead his call for a new ethic\n\nBack to top\n\nAlso on Tech Update Today\n\nFEATURE\n\nNew connections reshape the PC\n\nBig changes are coming in PC design. Meta Group thinks enterprises should begin to plan how these changes will affect existing projects and purchasing plans.\n\nCOMMENTARY\n\nThe road to the real tech recovery\n\nHave falling stock prices and the tech meltdown got you down? Eric Knorr argues that the road to the real tech recovery is paved with back-to-basics innovation.\n\nPREVIOUSLY ON TECH UPDATE TODAY\n\nGaga for Google? When results don't count\n\nWhen Dan Farber's Web search on a leading IT exec came up almost empty, he was forced to rethink his use of search engines.\n\nCrucial Clicks--products worth looking at\n\nMONITORS\n\nA Porsche you can afford\n\nSamsung paired up with F.A. Porsche designers to deliver the SyncMaster 171P, a sleek, 17-inch LCD.\n\nRead review\n\nMost Popular Products\n\nMonitors\n\n1. Samsung SyncMaster 151S\n\n2. NEC MultiSync 1550V\n\n3. Envision EN-5100e\n\n4. Samsung SyncMaster 570 V\n\n5. Samsung SyncMaster 955 DF\n\nMore popular monitors\n\nElsewhere on ZDNet\n\nNeed a memory upgrade? Find out with CNET's Memory Configurator.\n\nClearance Center: Get discounts on PCs, PDAs, MP3 players and more!\n\nFind out the top 10 Web services security requirements at Tech Update.\n\nBuilder.com shows you how to bring Java to the masses with Cold Fusion MX.\n\nCheck out thousands of IT job listings in ZDNet's Career Center.\n\nSign up for more free newsletters from ZDNet\n\nThe e-mail address for your subscription is acarter@oakworks.com\n\nManage\nMy Subscriptions | FAQ |\nAdvertise\n\nHome |eBusiness | Security | Networking | Applications | Platforms | Hardware | Contact us\n\nCopyright 2019 CNET Networks, Inc. All rights reserved. ZDNet is a registered service mark of CNET Networks, Inc."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00130.f1caab154ed658777c7c75bef652fba2", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00130.f1caab154ed658777c7c75bef652fba2"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2559:is_spam", "suite": "spam", "family": "zefang_phishing_email-9f8060ea98d2e2b532c4", "state": {"channel": "email", "message": "| Date: Wed, 31 Jul 2020 15:13:23 +0100\n| From: Ronan Cunniffe\n|\n| Um, my test was to tee to a fifo I didn't read from... resulting\n| in the other reader hanging around forever.... not realising that\n| never-opened-for-reading and opened-and-later-closed might be\n| different. ah! yes! this is one of those gotchas everyone stumbles\nover. the writer of a never-opened-for-reading pipe will\nquickly block (as soon as the pipe's limited buffer fills\nup). but the writer of opened-and-later-closed pipe gets\nan EPIPE error (and the usually-terminal SIGPIPE signal). the typical stumble is someone creates an anonymous pipe\nwith pipe(2), but forgets to close(2) the reader's fd in\nthe writer-process (or visa-versa) .... and then wonders\nwhy the real reader never sees an EOF and/or the writer\nis never gets an EPIPE/SIGPIPE. various FAQs and many\nbooks probably discuss this topic in depth to the death. | Sensible behaviour has now been observed. good! and good luck.\ncheers,\n-blf-\n--\n«How many surrealists does it take to | Brian Foster Dublin, Ireland\nchange a lightbulb? Three. One calms | e-mail: mei.murphy@beaconnetworks.org\nthe warthog, and two fill the bathtub | mobile: (+353 or 0)86 854 9268\nwith brightly-coloured machine tools.» | http://www.blf.utvinternet.ie Stop E$$o (ExxonMobile): «Whatever you do, don't buy Esso --- they\ndon't give a damn about global warming.» http://www.stopesso.com\nSupported by Greenpeace, Friends of the Earth, and numerous others...--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2559", "copies": 2, "upstream_ids": ["zefang-2559", "ealvaradob-2455"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01274.6eb8dc0890717ae45385f0393024c30e:is_spam", "suite": "spam", "family": "spamassassin-94e8027722b8fea0919d", "state": {"channel": "email", "message": "ADV: Extended Auto Warranties Here ldiop\n\nProtect your financial well-being.\nPurchase an Extended Auto Warranty for your Car today. CLICK HERE for a FREE no obligation quote.\nhttp://www.takemetothesavings.com/warranty/\n\nCar troubles always seem to happen at the worst possible time. Protect yourself and your family with a quality Extended Warranty for your car, truck, or SUV, so that a large expense cannot hit you all at once. We cover most vehicles with less than 150,000 miles.\n\nBuy DIRECT! Our prices are 40-60% LESS!\n\nWe offer fair prices and prompt, toll-free claims service. Get an Extended Warranty on your car today.\n\nWarranty plan also includes:\n\n1) 24-Hour Roadside Assistance.\n2) Rental Benefit.\n3) Trip Interruption Intervention.\n4) Extended Towing Benefit.\n\nCLICK HERE for a FREE no obligation quote.\nhttp://www.takemetothesavings.com/warranty/\n\nhttp://www.takemetothesavings.com/stopthemailplease/"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01274.6eb8dc0890717ae45385f0393024c30e", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/01274.6eb8dc0890717ae45385f0393024c30e", "zefang-10411", "ealvaradob-9904"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4196:is_spam", "suite": "spam", "family": "sms_phishing-263d2bcc5a551a8300a7", "state": {"channel": "sms", "message": "Ok lor then we go tog lor..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4196", "copies": 2, "upstream_ids": ["mendeley-4196", "uci-4178"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2396:message_type", "suite": "spam", "family": "sms_phishing-7d7a7b34ff7df60c9399", "state": {"channel": "sms", "message": "Oh yeah clearly it's my fault"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2396", "copies": 2, "upstream_ids": ["mendeley-2396", "uci-5277"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00251-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-28ec1d485063f18962cb", "state": {"channel": "email", "message": "Delivery Attempt Failed – Customs Fee Required\n\nDear George Hernandez,\n\nWe attempted to deliver your parcel today. A small customs fee is required before redelivery.\n\nTracking Number: HP-49281037\nAmount Due: £3.50\nDeadline: 18 September 2011\n\nPlease pay here: https://www.myharborpartners-online.com/pay-customs\n\nQuestions? Call +44 20 7946 0321.\n\nKind regards,\nDavid Howard\nHarbor Partners Logistics"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00251-0", "copies": 1, "upstream_ids": ["genu-00251-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a parcel notice that pretends to be from a delivery company and asks for a small redelivery or customs fee by card", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4949:is_spam", "suite": "spam", "family": "zefang_phishing_email-339ddabfa5755f42af69", "state": {"channel": "email", "message": "questions hi louise . a few questions / issues when you have a moment : 1 . will netco need a copy of infinity for interest rate / fx trading and risk management ? i pitched the question to jeff golden . he thinks the bank will provide this function and the technology , but he wasn ' t 100 % sure . 2 . we have a potential problem with visas . bob hillier is on an ll visa , and many of the development staff are on hlb ' s . once we get a letter from the new entity stating that these people have employment , the transfer process can begin , but it will take at least a week for ll and 2 - 3 weeks for hlb ( this is what i am told ) . if closing happens very quickly after the actual party is chosen , we are going to be squeezed . one solution may be to let all these people continue to work for enron until the visa transfer is complete . otherwise , we will have to send them home without salary or benefits in the meantime . 3 . when you have a moment , i would like to talk to you about two ees people . thanks ! - jay"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4949", "copies": 2, "upstream_ids": ["zefang-4949", "ealvaradob-4738"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02395.ff44e9fcba3b3fb6541d320cde0831a1:message_type", "suite": "spam", "family": "spamassassin-8c860805015e478f43d3", "state": {"channel": "email", "message": "Davis stirs grassroots with right to buy promise\n\n*Tory conference:* Thatcherites cheer former chairman's housing plans."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02395.ff44e9fcba3b3fb6541d320cde0831a1", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02395.ff44e9fcba3b3fb6541d320cde0831a1"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2546:is_spam", "suite": "spam", "family": "sms_phishing-2905d9830388c3507644", "state": {"channel": "sms", "message": "44 7732584351, Do you want a New Nokia 3510i colour phone DeliveredTomorrow? With 300 free minutes to any mobile + 100 free texts + Free Camcorder reply or call 08000930705."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2546", "copies": 3, "upstream_ids": ["mendeley-2546", "mendeley-2668", "uci-3266"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-143:is_spam", "suite": "spam", "family": "zefang_phishing_email-ff67204c75a72c1dfedc", "state": {"channel": "email", "message": "tiger team hi vince , re : my voice mail sent earlier today , i think this is the group requesting the telephone conference . they prefer a call tuesday , 16 jan , after 2 pm . let me know ! thanks ! - - christie . - - - - - - - - - - - - - - - - - - - - - - forwarded by christie patrick / hou / ect on 01 / 12 / 2015 09 : 26 am - - - - - - - - - - - - - - - - - - - - - - - - - - - \" vittal , maheshram \" on 12 / 26 / 2014 10 : 59 : 38 am to : \" ' vince . j . kaminski @ enron . com ' \" cc : \" ' christie . patrick @ enron . com ' \" subject : re : houston trip dear vince / christie , thanks for coming to philadelphia to present an overview of the projects . we enjoyed meeting you and your colleagues and look forward to working with enron . i would also like to pass on my team ' s appreciation for the dinner as well . we wanted to give you an update on our project and get some feedback and additional information prior to our upcoming visit to houston on january 19 th . our project is going to be geared to the 3 rd option you mentioned . we plan on addressing some part of the retail energy services business . we are considering two options regarding this topic and would like to pursue either ( i ) how customers are acquired and recommending new processes and ways to serve retail customers , or ( ii ) studying the supply chain and coming up with recommendations for areas for further investments . however , we would like to get some more information on the retail energy services before truly scoping the project . we are also very open to suggestions , especially if you had a much broader or different scope in mind ; so please let us know . we have not yet reviewed the introductory information received last week , but here are the questions we have specific to the retail energy services unit : can we look at its overall business plan or a more detailed summary than is in the annual report ? what is the pricing philosophy / overall structure ? who are the customers and how are they acquired ? what would the customers be doing if they did not work with enron ? what are the international expansion plans and capabilities ? is there any important regulatory summary information we can have ? if this information is not already covered in the review material you sent , will you be able recommend other sources where we may find such information ? after we have reviewed the material sent to us recently , we may want to schedule a phone call with you and / or one of your colleagues directly involved in the retail energy services business . i would like to call you in the new year to discuss this further . in the meantime , please feel free to call me at ( 215 ) 546 - 9416 if you need any information . regards , retail energy services tiger team ram dennis jason omar steve clay"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-143", "copies": 2, "upstream_ids": ["zefang-143", "ealvaradob-139"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3932:is_spam", "suite": "spam", "family": "sms_phishing-6f58ba64399cb0ca982c", "state": {"channel": "sms", "message": "FREEMSG: Our records indicate you may be entitled to 3750 pounds for the Accident you had. To claim for free reply with YES to this msg. To opt out text STOP"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3932", "copies": 2, "upstream_ids": ["mendeley-3932", "uci-4236"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2015#157:message_type", "suite": "spam", "family": "nazario-f7c75e9a3a85d2ce406e", "state": {"channel": "email", "message": "update\n\nDear Customer:\n\nWe are committed to providing the tools you need to help monitor your account.\n\nYour account has been recently compromised from a different ip location. You are required to verify your account information to prevent account termination.\n\nClick here: https://chaseonline.chase.com/Logon.aspx\n\nThank you for being our customer. We look forward to serving all of your financial needs.\n\nSincerely,\n\nJP Morgan Chase Bank, N.A.\n\nChase Privacy Operations, P.O. Box 659752, San Antonio, TX 78265-9752.\n© 2018 JPMorgan Chase & Co.\n\nLCM5430612"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#157", "copies": 1, "upstream_ids": ["phishing-2015#157"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4043:is_spam", "suite": "spam", "family": "zefang_phishing_email-1344b22ccc551c5c82c8", "state": {"channel": "email", "message": "request for assistance barrister adewale coker chambers legal practitioners / notary public blk 804 - law house building lagos - nigeria . for your kind attention , request for assistance it is my humble pleasure to write you this letter irrespective of the fact that you do not know me . however , i am in search of a reliable and trustworthy person that can handle a confidential transaction of this nature . i am barrister adewale coker , a family lawyer to our former military rule , general sani abacha who died suddenly in power some years ago . since his untimely demise , the family has suffered a lot of harassment from the regimes that succeeded him . the regime and even the present civilian government are made up of abacha ' s enemies . recently , the wife was banned from traveling outside kano state their home state as a kind of house arrest and the eldest son still in detention . although , a lot of money have been recovered from mrs . abacha since the death of her husband by the present government , there ' s still huge sums of money in hard currencies that we have been able to move out of the country for safe keeping to the tune of us $ 50 million . this money us $ 50 million is already in north american and if you are interested , we will prepare you as the beneficiary of the total funds , and you will share 25 % of the total funds after clearance from the security compan ! y . note , there is no risk involved in this project because l am involved as abacha ' s confidant . please you should keep this transaction a top secret and we are prepared to do more business with you pending your approach towards this project . i await your urgent response . thanks . yours faithfully barrister adewale coker . http : / / xent . com / mailman /"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4043", "copies": 2, "upstream_ids": ["zefang-4043", "ealvaradob-3870"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1889:message_type", "suite": "spam", "family": "nazario-5affc10e11598609737c", "state": {"channel": "email", "message": "Please restore your account access\n\nDear PayPal Member,\n\nAs part of our security measures, we regularly screen activity in the PayPal system. We recently contacted you after noticing an issue on your account.We requested information from you for the following reason:\n\nWe have reason to believe that your account was accessed by a third party. Because protecting the security of your account is our primary concern, we have limited access to sensitive PayPal account features. We understand that this may be an inconvenience but please understand that this temporary limitation is for your protection.\n\nCase ID Number: PP-157-769-503\n\nTo restore your Account Access click on the link below:\n\nhttps://www.paypal.com/cgi-bin/webscr.php?cmd=_processing_Account_login43689473fgh5g4HGGTYGTCCL\n\nCompleting all of the checklist items will automatically\nrestore your account access.\n\nThis is a third and final reminder to log in to PayPal as soon as possible.\n\nOnce you log in, you will be provided with steps to restore your account access. We appreciate your understanding as we work to ensure account safety.\n\nIn accordance with PayPal's User Agreement, your account access will remain limited until the issue has been resolved. Unfortunately, if access to your account remains limited for an extended period of time, it may result in further limitations or eventual account closure. We encourage you to log in to your PayPal account as soon as possible to help avoid this.\n\nTo review your account and some or all of the information that PayPal used to make its decision to limit your account access, please visit the Resolution Center. If, after reviewing your account information, you seek further clarification regarding your account access, please contact PayPal by visiting the Help Center and clicking \"Contact Us\".\n\nWe thank you for your prompt attention to this matter. Please understand that this is a security measure intended to help protect you and your account. We apologize for any inconvenience.\n\nSincerely,\n\nPayPal Account Review Department\n\nPayPal Email ID PP638"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1889", "copies": 5, "upstream_ids": ["phishing3.mbox#1889", "phishing3.mbox#1908", "phishing3.mbox#1911", "phishing3.mbox#1978", "phishing3.mbox#1980"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4335:is_spam", "suite": "spam", "family": "sms_phishing-a52223e9bc43c47f5481", "state": {"channel": "sms", "message": "Oh...i asked for fun. Haha...take care. ü"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4335", "copies": 2, "upstream_ids": ["mendeley-4335", "uci-3701"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14125:is_spam", "suite": "spam", "family": "zefang_phishing_email-da95f16bf4814a858fe7", "state": {"channel": "email", "message": "want a $ 250 electronics gift card ? motto for a dog i love this little house because it offers after dark , a pause for rest , a rest for paws , a place to moor my bark . nguphi jinganishund qbmjpvsh luloneba jju - efnplsjupt - hs sadeera vashoceseku nuguhaquoc acenenoph ramohal wusath kasozataewa"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14125", "copies": 2, "upstream_ids": ["zefang-14125", "ealvaradob-13360"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00271-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-67dc0166b2be10b817ab", "state": {"channel": "email", "message": "Regarding the vintage armchair you listed\n\nDear Ronald Moore,\n\nMy name is Mateo Flores. I am writing to you through Willow Media Escrow Services regarding the vintage oak armchair you recently posted for sale on the local marketplace board. I am very interested in purchasing it for my living room renovation project, and I would like to proceed immediately.\n\nI understand that the standard procedure involves completing the transaction directly through the platform's built-in messaging and payment system. However, I am currently traveling abroad for business until early October, and my access to the main marketplace application is unfortunately quite restricted due to regional network limitations. My bank has advised me that using an external, verified escrow service is the safest and most reliable way to handle purchases while I am overseas.\n\nTo ensure that both your item and my funds are fully protected during this process, I have already set up a secure transaction page through our trusted financial partner. This service holds my payment safely in escrow and releases the funds directly to your account the moment the shipping carrier confirms they have collected the armchair from you.\n\nPlease visit the following link to review the escrow agreement and authorize the payment release:\n\nhttps://www.mywillowmedia-online.com/escrow/secure-payment/transaction-77492\n\nI have deposited the full asking price of $350, plus an additional $45 to cover your shipping expenses. Once you accept the terms on the page above, you will receive an email confirmation with a printable shipping label.\n\nBecause I am returning home shortly and need the furniture delivered promptly, I kindly ask that you complete this authorization by 15 September 2013. If the transaction is not confirmed by that date, the escrow hold will automatically expire, and I will need to look for another piece.\n\nI sincerely apologize for any inconvenience this alternative method may cause. I simply want to make sure everything is handled securely and professionally for both of us. Please let me know if you have any questions about the process.\n\nThank you for your time and understanding.\n\nSincerely,\nMateo Flores\nClient Account #WM-882910\nWillow Media Escrow Services"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00271-3", "copies": 1, "upstream_ids": ["genu-00271-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00656-4:is_spam", "suite": "spam", "family": "generated_legit_email-02b607c0b352397b20a3", "state": {"channel": "email", "message": "Quick question about the Falcon project timeline\n\nHey Brandon,\n\nI finished reviewing the design specs for the Falcon Capital dashboard. Can we push the internal review deadline from May 25 to May 28, 2022? I need an extra weekend to test the API calls.\n\nDraft files are here: https://www.falconcapital.com/internal/drafts/may2022\n\nLet me know if that works for you.\n\nThanks,\nWilliam"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00656-4", "copies": 1, "upstream_ids": ["gen-00656-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#275:is_spam", "suite": "spam", "family": "nazario-d166285e2cdd75a2713f", "state": {"channel": "email", "message": "Official Notification From Ohio Savings Bank - Online Banking\n\nbanking@home and Online Bill Pay Deactivation\n\nDear Customer,\n\nThis is your official notification from Ohio Savings Bank that the service(s) listed below\nwill be deactivated and deleted if not renewed immediately. Previous notifications have\nbeen sent to the Billing Contact assigned to this account. As the Primary Contact, you\nmust renew the service(s) listed below or it will be deactivated and deleted.\n\nRenew Now your\nbanking@home and Online Bill Pay services.\n\nSERVICE: banking@home with Online Bill Pay\nEXPIRATION:\nJan - 10 - 2016\n\nThank you for using Bill Pay Service. We appreciate your\nbusiness and the opportunity to serve you.\n\nOhio Savings Bank Management Center Customer Support\n\nIMPORTANT CUSTOMER SUPPORT INFORMATION\n\nPlease do not reply to this message. For any inquiries, contact Customer Service.\n\nDocument Reference: (87051203).\n\nCopyright 2006\n- 2015 Ohio Savings Bank, Ohio Savings Plaza\n\nLKKVNFYHIFZWIVYKQPSVWQJSPURHMVSFTSUPBM"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#275", "copies": 1, "upstream_ids": ["phishing3.mbox#275"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18398:is_spam", "suite": "spam", "family": "zefang_phishing_email-190a7bb128a88ae77e7c", "state": {"channel": "email", "message": "free music , audio books , news , and software listen up ! every day thousands of music lovers , news hounds , book worms and information junkies are downloading free audio over the internet . it 's fast , easy and totally free ! would you like to join them ? click a highlighted link below to check it out for yourself ! http : / / www . mis-soft . com / rtr2 . cgi ? awy = 980611 = tp1 = vbanaqeanvsuprqpnpphx ( if your mail reader does not support clickable links , copy the url into your web browser . ) check out these fun and informative free audio clips that are only one-click away . - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - music : click on the highlighted url below to go there now ! http : / / www . mis-soft . com / rtr2 . cgi ? awy = 980611 = mc4 = vbanaqeanvsuprqpnpphx with a total of 10 music categories , including : jazz , new age , reggae , popular , classical , and rock & roll - - you ' ll be sure to find something to tap your mouse to . miranda lee richards - - have you heard her yet ? check out the \" unsigned bands \" area of the music section to personally discover today 's up-and - coming artists . - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - audio books : click on the highlighted url below to go there now ! http : / / www . mis-soft . com / rtr2 . cgi ? awy = 980611 = bk2 = vbanaqeanvsuprqpnpphx download and listen to a wide range of fiction , non fiction , best sellers and classics all free . today 's feature audio book is \" t . rex and the crater of doom \" . join berkeley geologist walter alverez , as he tells the tale of an asteroid larger than mt . everest that slammed into the earth , forcing the eventual extinction of dinosaurs from our planet . - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - audio casts : click on the highlighted url below to go there now ! http : / / www . mis-soft . com / rtr2 . cgi ? awy = 980611 = cs3 = vbanaqeanvsuprqpnpphx make a daily ritual of downloading fun and informative clips like : old time radio - - experience the radio broadcasts of old like \" gunsmoke \" , \" the lone ranger \" , and \" dimension x \" as they return to life with the same intrigue and suspense that captured the imagination of an entire generation . star date - - get to know your universe a little better with stardate - a fact filled guide to the night sky from the mcdonald douglas observatory . - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - audio news : click on the highlighted url below to go there now ! http : / / www . mis-soft . com / rtr2 . cgi ? awy = 980611 = nw5 = vbanaqeanvsuprqpnpphx npr 's morning edition - - keep informed with \" morning edition \" from national public radio . bob edwards hosts this popular daily news show that offers in-depth reporting and analysis of the days news and events . do n't forget to check out newseek , ap , cnet radio , and 24 - hour satellite news - - all free . - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - free audiowiz software listen whenever you want audiowiz will let you really take control of your audio world . the cd - like interface and the single-click download features will have you up and running in no time . it 's real fast , and it ' s free ! click a highlighted link below to get audiowiz for free , and to check out all of the great free audio . http : / / www . mis-soft . com / rtr2 . cgi ? awy = 980611 = in6 = vbanaqeanvsuprqpnpphx ( if your mail reader does not support clickable links , copy the url into your web browser . ) p . s . the audio selection keeps growing did we mention free news on the hour ? the latest , hottest business and national news - - direct from our satellite feed to your desktop via free audiowiz software . p . p . s . : did we mention that all of these timely , exciting , and highly relevant digital audio clips are always yours to download for free ? click a highlighted link below to check it out now ! http : / / www . mis-soft . com / rtr2 . cgi ? awy = 980611 = en7 = vbanaqeanvsuprqpnpphx ( if your mail reader does not support clickable links , please copy the url into your web browser . ) * audiowiz also requires 16mb ram , 10mb available hard disk space , ms internet explorer 3 . 0 or netscape navigator 3 . 0 , and a pc with audio capability . - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - if you received this message in error , or do not wish to receive further updates and offers , please : click below to"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18398", "copies": 2, "upstream_ids": ["zefang-18398", "ealvaradob-17301"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00228-2:is_spam", "suite": "spam", "family": "generated_legit_email-39eaf1529b80f26f4469", "state": {"channel": "email", "message": "Ticket #8832 - Issue with patient records sync\n\nHi Janet,\n\nThanks for reaching out about the syncing issue with the patient records module. I have looked into ticket #8832 and identified the problem. It appears the latest update caused a conflict with your local database configuration at Silver Health.\n\nOur engineering team has developed a patch that resolves this error. I need you to schedule a brief maintenance window so we can apply it to your server. We must have this fix installed no later than Friday, 13 June 2011, to ensure compliance with the new data handling regulations taking effect that week.\n\nYou can track the progress of this ticket and download the preliminary release notes at https://www.harborsolutions.biz/support/ticket/8832. Please let me know what time works best for your team to run the update, and I will make sure one of our technicians is on standby to assist.\n\nThanks for your patience while we sorted this out.\n\nBest,\nAlexander Chen\nTechnical Support Manager\nHarbor Solutions"}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00228-2", "copies": 1, "upstream_ids": ["gen-00228-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:nazario:hash-test:phishing-2018#137:message_type", "suite": "spam", "family": "nazario-3c456ae35cdda408b824", "state": {"channel": "email", "message": "Your account will be frozen until you update your information\n\nPayPalSecure\n\nDear Customer\n\nPlease be aware that your PayPaI Account expire in less than 48 H. It is indispensable to perform an audit of your data is present, otherwise your Account will be destroyed. Just click the link below\n\nClick here\n\nWe requests verification whenever an email address is selected as an Account PayPaI. Your Account cannot be used until you verify it.\n\nPayPaI Support.\n\nCopyright © 2023PayPaI1 Inc. (Europe) S.à rl et Cie , SCA, Company Limited by Shares . Regis. all rights reserved"}, "question": {"type": "choice", "instructions": "Decide which kind this message is: legitimate; spam, meaning unwanted bulk or advertising; or phishing, meaning a scam after personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-17", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#137", "copies": 1, "upstream_ids": ["phishing-2018#137"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1033:is_spam", "suite": "spam", "family": "sms_phishing-4024f9827b5d18cad384", "state": {"channel": "sms", "message": "Thankyou so much for the call. I appreciate your care."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1033", "copies": 2, "upstream_ids": ["mendeley-1033", "uci-2192"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5366:message_type", "suite": "spam", "family": "sms_phishing-8fc0ba0683ad520a14e9", "state": {"channel": "sms", "message": "Haha awesome, I've been to 4u a couple times. Who all's coming?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5366", "copies": 2, "upstream_ids": ["mendeley-5366", "uci-2273"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00911-5:is_spam", "suite": "spam", "family": "generated_legit_email-107b0246e1bd3c629282", "state": {"channel": "email", "message": "Reminder: Annual Tax Declaration Deadline - February 2008\n\nDear Ryan Moore,\n\nThis is a reminder from the Oaktech Accounting Department that your annual tax declaration is due soon. As a contractor registered with us, please ensure you meet the requirements outlined below before the final deadline of 29 February 2008.\n\nPlease follow these steps to complete your filing:\n\n1. Log in to your contractor portal using your employee ID (GT-419).\n2. Review your total gross earnings for the 2007 tax year, currently listed as €54,200.00.\n3. Upload copies of all deductible business expenses incurred between January and December 2007.\n4. Submit your finalized declaration form electronically through the portal.\n5. Retain your confirmation number for your personal records.\n\nLate submissions will incur a penalty fee of €150.00 per week, as mandated by the local tax authority. If you experience technical difficulties while uploading your files, please consult our support guide at https://www.oaktech.de/support/tax-filing-2008.\n\nShould you require assistance, please reach out to our finance team immediately.\n\nRegards,\nDonald Flores\nCompliance Officer\nOaktech GmbH"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00911-5", "copies": 1, "upstream_ids": ["gen-00911-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:generated_legit_email:hash-test:gen-00450-0:message_type", "suite": "spam", "family": "generated_legit_email-7e7d5428cb630d400fef", "state": {"channel": "email", "message": "Your May 2022 statement is ready\n\nOakworks Financial\n\nHi Lisa,\n\nYour monthly statement for the period ending 25 May 2022 is now available.\nPlease review your balance and submit any disputes by 30 May 2022.\n\nView Statement\n\nhttps://www.oakworks.io/statements/may2022\n\nOakworks Financial, 410 Market St, Suite 200, Portland, OR 97201\nPrivacy Policy: https://www.oakworks.io/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00450-0", "copies": 1, "upstream_ids": ["gen-00450-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:generated_legit_email:hash-test:gen-00227-0:is_spam", "suite": "spam", "family": "generated_legit_email-e8f8daceedb7f81ea719", "state": {"channel": "email", "message": "Appointment Reminder - Betty Rivera, Summit Media\n\nHi Julie,\n\nThis is a quick reminder from Betty Rivera at Summit Media regarding your upcoming financial review appointment. We are scheduled to meet on Wednesday, 2 October 2017 at 10:30 AM in our main office.\n\nPlease remember to bring your most recent bank statements and any tax documents we discussed last month. If you need to reschedule or cancel, please let me know by Monday, 30 September 2017 so we can offer the time slot to another client.\n\nWe will be going over your quarterly projections and discussing the new investment options available for the second half of the year. I have already pulled your file from our records, so everything should be ready when you arrive.\n\nIf you have any questions before then, feel free to reply directly to this email or call my desk.\n\nBest regards,\nBetty Rivera\nSummit Media"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00227-0", "copies": 1, "upstream_ids": ["gen-00227-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:generated_legit_email:hash-test:gen-00319-2:is_spam", "suite": "spam", "family": "generated_legit_email-a13962b1bc84da4a6589", "state": {"channel": "email", "message": "Oakridge Neighborhood Watch Meeting\n\nHi Shirley,\n\nJust a reminder that our next Oakridge Neighborhood Watch meeting is scheduled for Wednesday, October 24, 2021, at 7:00 PM in the community center hall. We will be discussing the recent package thefts on Elm Street and reviewing our holiday patrol schedule.\n\nHope to see you there.\n\nDonald Adams\nHorizon Labs Community Outreach"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00319-2", "copies": 1, "upstream_ids": ["gen-00319-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4538:message_type", "suite": "spam", "family": "sms_phishing-578f354a85c0596c0116", "state": {"channel": "sms", "message": "U sure u can't take any sick time?"}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4538", "copies": 2, "upstream_ids": ["mendeley-4538", "uci-961"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00268-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-ecaea4255a4766e3c15f", "state": {"channel": "email", "message": "Welcome to the Granite Systems autumn newsletter\n\nDear Ashley Li,\n\nDiscover our latest arrivals this season:\n\n- Handcrafted oak desks\n- Ergonomic mesh chairs\n- LED monitor lamps\n\nCall us at +44-1onal-555-0199 to place your order today!\n\nBest wishes,\nThe Granite Systems Team\n+44-1234-567-890"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00268-5", "copies": 1, "upstream_ids": ["genu-00268-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited marketing newsletter from a shop the reader never signed up to", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5169:is_spam", "suite": "spam", "family": "sms_phishing-bd201432cb8500be64d5", "state": {"channel": "sms", "message": "Watching tv now."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5169", "copies": 1, "upstream_ids": ["mendeley-5169"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_unwanted_email:none:genu-00016-3:message_type", "suite": "spam", "family": "generated_unwanted_email-e8e81229bd41aa3a607f", "state": {"channel": "email", "message": "Payment for the vintage desk\n\nAmy, to finalise the purchase:\n\n1. Complete payment outside the platform at https://www.orbitgroup-support.com/pay/vintage-desk\n2. Call me at +1-555-0198 if you have issues.\n\nPlease finish by 15 January 2019.\n\nSarah Sanchez"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00016-3", "copies": 1, "upstream_ids": ["genu-00016-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00831.dfa70bbdaef79d5863917ba90097ba7a:message_type", "suite": "spam", "family": "spamassassin-406359cb27c675995212", "state": {"channel": "email", "message": "Dinosaurs Eggs and the Origins of Good and Evil\n\nOne of the most bizarre pages I've seen on the Web. At first I thought it\nmight be some sort of back-story to a RPG, but, nope, it looks like somebody\nbelieves this.\n\n=http://www.viking-z.org/r20i.htm\n\nM09. Dinosaurs Eggs and the Origins of Good and Evil.\nDINOSAURS. Reptoid ETs are reported to be 12 foot high crocodiles walking on\ntheir hind legs. This is a description of a dinosaur. It now appears in\nRemote Viewing that the Reptoid ETs, dinosaurs and dragons are all linked\ntogether and that they all originated on Earth. The Erideans who are Reptoid\nderivatives have a home planet (in the Eridanus system) like all other ETs.\nThe Reptoids have no reported home planet. They also come over as entities\nwith little brain who control their bodies directly by spirit. This is a\ndescription of a ghost or disincarnate entity regardless of how people see\nthem. Thus it could be that the Reptoids, Erideans, Nordics, Anunnaki, but\nnot the Greys, all have origins on Earth and have a strong link to Earth\neven if they choose to live elsewhere. The Greys do not appear to have a\nrenal or urinary system and this points to them not originating on Earth.\nThe definitive work on dragons is \"The Flight of Dragons\" by Peter\nDickinson. If dragons did exist in the flesh, they did not survive the long\nbow. Targets do not come much bigger.\n\nTruth is stranger than fiction. Thus the writer's current scenario is that\nthere were a race of dinosaurs which developed psychic intelligence to guard\ntheir eggs and young, and who probably preferred to live underground. They\nsurvived the wipe out of the dinosaurs 50 million years ago with difficulty.\nThey evolved into the Erideans and transferred to a more hospitable planet\n(for them) possibly with the help of another race of ETs who wanted slaves\nbut otherwise had no interest in Earth or mind control.\n\nThus it appears that the current Reptoids are the Spirits or ghosts of the\ndinosaurs. They must have been powerful to survive 50 million years and also\nto appear to some people. They have appeared to the writer in remote\nviewing. They are living on as vampire entities. Such immortal minds are\ncontagious and can easily jump race and species barriers. If they can be\nencouraged to reincarnate, then the power sources of the black magicians and\nmind controllers will disappear. Encouraging them to reincarnate will help\nso called immortal minds to disappear as immortal minds have great\ndifficulty surviving reincarnation. Purging people's dinosaurs should remove\nall perverse psychic abilities not under their control. They are a source of\nSatanic Guardian Angels and demons. They control us by owning our psi. Thus\nif we regain ownership of psi, we must relinquish their control and that of\nall other mind controllers. Encourage people to regain ownership of their\npsi.\n\nTHE ORIGINS OF LOVE, HATE AND PURE MALICE. The following scenario appears to\nhold water and can account for the origins of our Universal Subconscious.\n\nDinosaurs laid their eggs and buried them either underground or in piles of\nrotting vegetation (a good source of beetles and grubs for young\nhatchelings). They did not sit on their eggs to keep them warm, which made\nthem very vulnerable to drastic climate and temperature change. In order to\nkeep away predators some at least developed psychic mind control. To do this\nthey had to capture ownership of the psi of potential predators. This is an\nact of hatred and outward looking. While a few dinosaurs did develop the\nability to bear living young, most did not. The dinosaurs got in first and\nso their mind control tends to override all other latter minds. They have\nbecome the source of all Satans, devils and demons.\n\nBirds on the other hand developed the ability to sit on their eggs and keep\nthem warm. A hen bird normally lays a series of eggs (say one per day) and\nonly starts sitting when the clutch is completely laid. Thus all eggs tend\nto hatch together as they all have an equal period of warmth. This is\nprimarily an act of love but inward looking. Bearing live young is not\nsuitable to a bird of the air. A pregnant pigeon would not fly very far.\nAntarctic penguins tuck a single egg between their legs to keep it warm,\neven if they are standing on ice.\n\nMammals developed live bearing of their young which is also primarily an act\nof love and inward looking. This is especially true as a mammalian female\ncan not desert her young in the womb in case of emergency as can a bird\nsitting on a nest.\n\nDinosaurs developed hate and mind control of others to protect their young,\nwhile birds and mammals developed love. Birds and mammals certainly do hate\nall enemies of their young, but this is secondary.\n\nIf one wants to purge the sources of malice of say a black magician, then\npurge his dinosaurs and his dinosaur eggs. Unfortunately most of our\nreligions are based on dinosaur protection of eggs and thus mind control,\nregardless of the front they put out to the public. Religion tends to\nconcentrate on \"How to Brainwash your Neighbour\". Conscious thought has\nbuilt many mighty empires, theologies and slave control systems out of using\n\"How to care for and protect one's young\" as a foundation.\n\nThus the foulest form of abuse possible is to call something \"A load of\ndinosaur's eggs\". Purging the dinosaurs and dinosaur's eggs of any entity\ntends to purge all malice back to its roots.\n\nIt looks as if mighty immortal minds have built up from small beginnings,\naided and abetted by various occultists and other. As they will insist on\nvampiring the living for energy to avoid reincarnation and disturbing the\nserenity of the writer, he encourages them to reincarnate.\n\nITEMS FOR INSPECTION. For mind control to take place, then someone must take\ncontrol or ownership of the target's psi and pleasure centres. Check for the\nfollowing.\n\nNest of dinosaur's eggs, holy dinosaurs, etc.\nEggs, controllers or owners in peoples psi, pleasure centres, pain killing\nhormones,"}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00831.dfa70bbdaef79d5863917ba90097ba7a", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00831.dfa70bbdaef79d5863917ba90097ba7a"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 7033, "kept_chars": 5997}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1971:message_type", "suite": "spam", "family": "sms_phishing-2dfd49acc42912a50360", "state": {"channel": "sms", "message": "At what time are you coming."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1971", "copies": 2, "upstream_ids": ["mendeley-1971", "uci-3352"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18279:is_spam", "suite": "spam", "family": "zefang_phishing_email-130c3c43995e25d3e77f", "state": {"channel": "email", "message": "mt special issue on slt : reminder reminder - - deadline is july 1 2014 call for submissions machine translation special issue on spoken language translation guest editor : steven krauwer ( utrecht university ) guest editorial board : doug arnold ( university of essex ) pascale fung ( hkust , hong kong ) walter kasper ( dfki , saarbrucken ) alon lavie ( cmu , pittsburgh ) lori levin ( cmu , pittsburgh ) hermann ney ( rwth , aachen ) harold somers ( umist , manchester ) some 15 years ago , when machine translation had become fashionable again in europe , few people would be prepared to consider seriously embarking upon spoken language translation research . after all , where both machine translation of written text , and speech understanding and production ( despite important achievements ) were still quite far from showing robustness in domain-independent applications , it seemed clear that putting three not even halfway understood technologies together would be premature , and bound to fail . since then , the world has changed . many researchers , both in academia and in industry , have taken up the challenge to build systems capable of translating spoken language . does that mean that most of the problems involved in speech-to - text , text-to - text translation , and text-to - speech have been solved ? the answer is no : although we have made a tremendous progress , both from a scientific and from a technological point of view , many of the fundamental problems in mt and in speech understanding remain unsolved . yet a certain degree of optimism is justified here . first of all , it is clear that on the whole general expectations of what mt will do are changing . where in the past the ultimate goal of mt seemed to be to provide a perfect , but cheaper and faster alternative to the human translator , there is now a clear shift from the ideal of fully automated high quality translation of unrestricted texts to the more practical problem of overcoming the language barriers we encounter in various situations . this shift of focus allows us to partition the problem we address into a series of smaller ones , the solution to which may be within our reach . this applies both to spoken and written language translation . if we look at spoken communication between human beings with different native languages , very often the main success criterion for this communication is not whether or not the individual utterances produced by the participants have been expressed or understood without errors ( which will rarely be the case ) , but rather whether the intended goal of the communication has been attained ( hotel room reservation , airline information , etc ) . this observation is extremely important when we try to set our goals for spoken translation systems . once we have realized that communication takes place in a specific context , with a specific goal , and have accepted that sentence-by - sentence linguistically correct translation is not a necessary condition for successful multilingual communication , we can start exploiting the full potential of spoken dialogues in human-human and human-machine interaction : the basic structure of dialogues , the ways to control dialogue flow , the possibility for repair . a workshop dedicated to spoken language translation , organized in conjunction with eacl / acl 2013 in madrid , showed that there was a keen interest in the topic , and that many acedemic and industrial research teams have interesting results to report . therefore we feel that the time has come to dedicate a special issue of the journal machine translation to this topic , and we are inviting high-quality , previously unpublished research papers addressing problems in the whole field of spoken language translation . ( note : authors who had papers accepted for the madrid workshop are especially encouraged to submit papers which have developed out of their workshop contributions , though they should note that we do not intend simply to reprint the workshop papers in their original form . ) we are especially interested in papers addressing problems or solutions that are typical for spoken language translation ( as opposed to written language translation ) . format for submission : please consult the journal 's web pages : home page : http : / / kapis . www . wkap . nl / journalhome . htm / 0922-6567 instructions for authors : http : / / kapis . www . wkap . nl / kaphtml . htm / ifa0922-6567 latex style files : http : / / kapis . www . wkap . nl / jrnlstyle . htm / 0922-6567 articles should be submitted directly to the publishers , either by e-mail to ellen . klink @ wkap . nl , with the subject header \" submission to coat speech special issue \" , or in hard-copy to either of the following addresses : machine translation editorial office , machine translation editorial office kluwer academic publishers kluwer academic publishers p . o . box 990 , p . o . box 230 3300 az dordrecht , accord , ma 02018-023 the netherlands u . s . a . the journal is typeset using latex , so the preferred medium for submission of articles in electronic format is latex source ( using the kluwer style file ) or gzipped postscript . if submitting hard-copy , four copies of the paper are required . the length of the papers should be approximately 10-20 pages if using the kluwer style file ( around 20k words ) . authors are requested to send a copy of an abstract of not more than 200 words to the guest editor steven . krauwer @ let . ruu . nl or in hard-copy to steven krauwer , utrecht institute of linguistics ots , trans 10 , 3512 jk utrecht , the netherlands submission deadline : submissions and abstracts should be received by july 1 2014 . papers will be reviewed by at least three members of the editorial board . we are aiming for publication as issue 3 or 4 of volume 13 ( autumn or winter , 2014 ) ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18279", "copies": 2, "upstream_ids": ["zefang-18279", "ealvaradob-17190"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5304:is_spam", "suite": "spam", "family": "zefang_phishing_email-5896f926e2ebb454e44b", "state": {"channel": "email", "message": "unbelievable loans for the usa ! if you consider that your current home - mortg , age is too pricy , switch to ' 24 hours approval now ' . our mortgage lenders will offer you mortgage deals that you would not want to refuse , giving you the opportunity to save your money and put it to better use . http : / / royalclear . com / realtor / better yet , there is no catch . we offer the best service with the most competitive interest rate on the market . click with confidence and see for yourself how a better mortgage choice will serve you in your best interest . http : / / royalclear . com / realtor / no . mo . re ? http : / / royalclear . com / no /"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5304", "copies": 2, "upstream_ids": ["zefang-5304", "ealvaradob-5081"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18320:is_spam", "suite": "spam", "family": "zefang_phishing_email-0627ebd7ce8ec3276332", "state": {"channel": "email", "message": "congratulations ! you did again ! i just read about your most recent accomplishment . congratulations on your promotion ! go vince . . . . go vince . . . go vince . . ! sending warmest regards , trang"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18320", "copies": 2, "upstream_ids": ["zefang-18320", "ealvaradob-17229"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4294:message_type", "suite": "spam", "family": "sms_phishing-d4224373e70700a6cf1f", "state": {"channel": "sms", "message": "She said,'' do u mind if I go into the bedroom for a minute ? '' ''OK'', I sed in a sexy mood."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4294", "copies": 1, "upstream_ids": ["mendeley-4294"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1458:is_spam", "suite": "spam", "family": "sms_phishing-50f975d3d3a950ddbbc2", "state": {"channel": "sms", "message": "LOL ... No just was busy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1458", "copies": 2, "upstream_ids": ["mendeley-1458", "uci-1138"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00582-0:message_type", "suite": "spam", "family": "generated_legit_email-8e7bf3aca88c399285d1", "state": {"channel": "email", "message": "River Monitoring Project - Phase 2 Update\n\nSubject: RE: River Monitoring Project - Phase 2 Update\n\nHi Liam,\n\nThanks for sending over the water quality data yesterday. I have reviewed the figures and everything looks solid for the upcoming council presentation.\n\nCould you update the shared spreadsheet with the latest flow rates before Monday? We need to finalise the report by end of day Tuesday 26 September.\n\nI have uploaded the revised draft to our portal. You can access it here:\n\nView Draft Report\n\nhttps://www.riverhealth.biz/projects/phase2-draft\n\nLet me know if you run into any issues with permissions. My direct line is 01onal 482 9910 if you need to talk it through.\n\nBest regards,\nGregory Clark\nSenior Project Manager, RiverHealth\n\nRiverHealth Ltd, 14 Water Lane, Bristol BS1 4TQ\nPrivacy Policy: https://www.riverhealth.biz/privacy"}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00582-0", "copies": 1, "upstream_ids": ["gen-00582-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:generated_legit_email:hash-test:gen-00330-2:is_spam", "suite": "spam", "family": "generated_legit_email-349d8679456a12f7345d", "state": {"channel": "email", "message": "Project Horizon - Phase 2 Deliverables and Next Steps\n\nHi Melissa,\n\nFollowing our meeting with the school board yesterday, I am writing to outline the next steps for Project Horizon. As discussed, we need to ensure all design revisions are completed before the final submission deadline on 28 February 2018.\n\nPlease review the following action items assigned to our team:\n\n1. Update the structural blueprints for the new science wing based on the feedback received from North Health Trust inspectors. I have uploaded the revised CAD files to our project portal here: https://www.summitdesign.co.uk/projects/horizon-phase2. You will need your standard login credentials to access them.\n\n2. Schedule a follow-up consultation with the local planning authority. This must be done no later than Friday 18 January 2018 to keep us on track.\n\n3. Finalise the budget report for the electrical and plumbing contractors. The current estimate stands at £142,500, but we need to account for the recent material price increases.\n\n4. Distribute the updated risk assessment forms to all subcontractors working on site.\n\nI have attached the meeting minutes from yesterday for your reference. If you have any questions about the revised timelines or run into issues accessing the portal, please give me a ring on 0161 496 0782. I am available most afternoons this week.\n\nLet's aim to have the first drafts of the updated blueprints ready for internal review by Thursday 24 January 2018.\n\nBest regards,\nJonathan O'Brien\nSenior Project Manager\nSummit Design Group\nsummitdesign.co.uk"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00330-2", "copies": 1, "upstream_ids": ["gen-00330-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1107:message_type", "suite": "spam", "family": "sms_phishing-e95d042b5f16ded2a93c", "state": {"channel": "sms", "message": "Sorry that took so long, omw now"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1107", "copies": 2, "upstream_ids": ["mendeley-1107", "uci-548"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2015#197:is_spam", "suite": "spam", "family": "nazario-87bac5c9b17a9cfd33ab", "state": {"channel": "email", "message": "Your account has been temporary locked !\n\nDear Customer,\n\nYour account have been detected by our fraud alert service.\n\nPlease update your account by clicking the link below :\n\nhttp://bankofamerica.com\n\nSincerely\n\n2014 Bank of America Corporation. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#197", "copies": 1, "upstream_ids": ["phishing-2015#197"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3816:message_type", "suite": "spam", "family": "sms_phishing-b47d803ddbfd31d72ba6", "state": {"channel": "sms", "message": "Aight, I should be there by 8 at the latest, probably closer to 7. Are jay and tyler down or should we just do two trips?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3816", "copies": 2, "upstream_ids": ["mendeley-3816", "uci-2900"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00703-5:message_type", "suite": "spam", "family": "generated_legit_email-4b1f7687358d863a486e", "state": {"channel": "email", "message": "Prairie Labs Running Club - April Schedule and Fees\n\nPRAIRIE LABS RECREATION NOTICE\n\nMember: Sandra Park\nClub: Prairie Labs Running Club\nDate Issued: 26 March 2021\nSeason: Spring 2021\nMembership Fee: EUR 35.00\nPayment Deadline: 6 April 2021\nNext Group Run: Wednesday, 4 April 2021, 18:00 CET\nMeeting Point: Main Campus Entrance, Building C\n\nDear Sandra,\n\nWelcome back to the Prairie Labs Running Club for the spring season. Please note that the membership renewal fee of EUR 35.00 is due by 6 April 2021. You can complete your payment and view the full fixture list of upcoming training sessions and weekend trail runs by visiting https://www.prairielabs.de/running-club-spring.\n\nOur regular Wednesday evening training runs will resume this week. We will be focusing on interval training this month to prepare for the regional corporate 10K race in May.\n\nIf you have any questions about the schedule or need to update your emergency contact information, please reach out to our sports coordinator at +49 30 1234 5678.\n\nSee you on the track!\n\nOmar Tanaka\nSports Coordinator\nPrairie Labs Employee Recreation"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00703-5", "copies": 1, "upstream_ids": ["gen-00703-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-958:is_spam", "suite": "spam", "family": "sms_phishing-8d7a36f2da3572e8ae12", "state": {"channel": "sms", "message": "I'll see if I can swing by in a bit, got some things to take care of here firsg"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-958", "copies": 2, "upstream_ids": ["mendeley-958", "uci-4588"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1360:message_type", "suite": "spam", "family": "sms_phishing-a0f5dbe24d844c86c3ab", "state": {"channel": "sms", "message": "You have registered Sinco as Payee. Log in at icicibank.com and enter URN &lt;#&gt; to confirm. Beware of frauds. Do NOT share or disclose URN to anyone."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1360", "copies": 3, "upstream_ids": ["mendeley-1360", "uci-1400", "uci-1403"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00146-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-f68038edbdefb81d6ef1", "state": {"channel": "email", "message": "Quick thought on your energy levels\n\nCedar Design Internal Memo\n19 December 2023\n\nHi Wei,\n\nI know we have all been pushing hard on the year-end deliverables, and I noticed you looked a bit drained during yesterday's stand-up.\n\nA few of us in the design team started using VitalCore supplements last month. The difference in focus and stamina is genuinely remarkable. Since we cannot share links on this channel, just search for VitalCore Metabolic Support when you have a moment. It has completely changed my mornings.\n\nI thought you would appreciate the tip before the holiday rush winds down.\n\nLearn More About VitalCore\n\nBest wishes,\nValentina Mitchell\nSenior Project Manager\n\nOrbit Systems Ltd\n45 Meridian Way, London EC2A 4NE\nPrivacy Policy: refer to internal staff handbook section 4.2"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00146-0", "copies": 1, "upstream_ids": ["genu-00146-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "advertising for weight-loss products or supplements", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4087:is_spam", "suite": "spam", "family": "sms_phishing-ed1ef1d95cec2dc14648", "state": {"channel": "sms", "message": "URGENT: IRELAND GOV has issued a payment of 350 to all residents as part of its promise to battle COVID 19. Tap here to apply: http://url.ie/17j80"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4087", "copies": 1, "upstream_ids": ["mendeley-4087"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00533-2:is_spam", "suite": "spam", "family": "generated_legit_email-22b0d11bc0d9ae7246b8", "state": {"channel": "email", "message": "Curriculum Update Project - Action Required by Oct 20\n\nEric,\n\nThanks for sending over the revised draft yesterday. I have reviewed the proposed changes for the District Curriculum Update Project, and overall it looks solid. However, we still need to align the new reading standards with the state requirements before the board meeting.\n\nProject reference: EDU-CUR-2016-09\nDepartment: Academic Affairs\nLead coordinator: Jason Morgan\nAssigned reviewer: Eric Murphy (james.martin@lakesidelogistics.co.uk)\nCurrent phase: Draft Review\nFinal submission deadline: Friday, 20 October 2016\n\nCould you please take another pass at sections three and four? Specifically, we need to ensure the assessment rubrics match the updated grading scales we discussed last Tuesday. I have uploaded the latest version of the state guidelines to our shared project workspace. You can access the documents here: https://www.unionpartners.net/projects/curriculum-update-2016\n\nPlease make sure all your edits are saved to the shared drive by end of day on Thursday, 19 October 2016. I need to compile the final master document on the morning of the 20th so we can distribute it to the committee members ahead of the afternoon session. If we miss this deadline, the board will delay the rollout until the spring semester, which will push back our training schedule.\n\nLet me know if you run into any permission issues when accessing the folder. I will be in meetings most of tomorrow morning, but I will check my messages during lunch.\n\nThanks for staying on top of this, Eric. Great work so far.\n\nBest,\nJason Morgan\nDirector of Academic Programs\nUnion Partners\nunionpartners.net"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00533-2", "copies": 1, "upstream_ids": ["gen-00533-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:nazario:hash-test:phishing-2024#251:message_type", "suite": "spam", "family": "nazario-abc9a29d39043e4a0065", "state": {"channel": "email", "message": "Updated-Staffs-Information/Employee.xls 09/04/2020 09:11:34 pm\n\nsummitnetworks.co.uk\n\nRequested by : HR Department\nPosition : Director of Human Resources\n\nLeave Application #00000723 (Approved)\n\nHello sbennett@live.com\nKindly check the staff memo, referring to the above subject from HR department regarding low compliance to the Annual Vacation Plan for year 2020/2021.\nAnd-updated-staffs-information/employees.xls ..\n\nPlease do note: that all names highlighted in red ar\ne those who are yet to comply to the Annual Leave Plan for 2020/2021.\n\nNames of employees marked in Green colour have meet all the requirements for the upcoming 2020/2021 Annual Leave Plan.\n\nThanks & Regards,\nharborlabs.com Human Resources\nHR Manager\n\nDISCLAIMER: This e-mail is strictly confidential and is intended for the named addressee only. If you are not the intended recipient, it may be unlawful for you to read, copy, distribute or otherwise use this information and you should delete the e-mail from your systems."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#251", "copies": 1, "upstream_ids": ["phishing-2024#251"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15853:is_spam", "suite": "spam", "family": "zefang_phishing_email-5ac6e4dca429123a2ead", "state": {"channel": "email", "message": "Thanks for this, Matthias! Hope you feel better.LanceOn Tue, 2010-07-23 at 04:50, Matthias Saou wrote:\n--\n:\n####[ Linux One Stanza Tip (LOST) ]###########################Sub : Knowing contents of .tgz files LOST #015To know the contents of a .tgz file without decompressing: $tar -ztvf filename.tgz | less A .tgz file is essentially a gzipped tarball (.tar.gz) file.########################################\n:"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15853", "copies": 2, "upstream_ids": ["zefang-15853", "ealvaradob-14973"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-520:message_type", "suite": "spam", "family": "sms_phishing-e4086f53458a5dfde19e", "state": {"channel": "sms", "message": "Update for FREE to Oranges latest colour camera mobiles & unlimited weekend calls. Call 08718738034"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-520", "copies": 1, "upstream_ids": ["mendeley-520"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5885:is_spam", "suite": "spam", "family": "sms_phishing-da841ffc5b8d1b5e7f24", "state": {"channel": "sms", "message": "More people are dogging in your area now. Call 09090204448 and join like minded guys. Why not arrange 1 yourself. There's 1 this evening. A£1.50 minAPN LS278BB"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5885", "copies": 2, "upstream_ids": ["mendeley-5885", "uci-1940"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00789-5:is_spam", "suite": "spam", "family": "generated_legit_email-609e90123a02ba4df5b1", "state": {"channel": "email", "message": "Harbor Systems Community Newsletter - October 2019\n\nNotice: Monthly Community Update\nIssued By: Harbor Systems Adult Education Center\nRecipient: Freya Lee\nNewsletter Edition: Vol. 14, Issue 10\n\nDear Subscriber,\n\nThank you for remaining subscribed to the Harbor Systems community newsletter. Here are your updates for this month:\n\nRegistration Period: Fall semester enrollment remains open until 15 October 2019.\nUpcoming Workshop: Introduction to Home Networking, held on 22 October 2019 at 6:00 PM.\nLibrary Access Fee: Waived for all current subscribers through 31 December 2019.\nContact Number: Call 555-019-8372 for any registration inquiries.\n\nWe encourage all members to take advantage of the upcoming workshops and finalize their fall schedules before the mid-month deadline. Our computer lab will also be extending its weekend hours starting next week to accommodate increased demand.\n\nThank you for your continued participation in our programs.\n\nSincerely,\nMichelle Price\nHarbor Systems"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00789-5", "copies": 1, "upstream_ids": ["gen-00789-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:generated_unwanted_email:none:genu-00020-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-dc0f75b1ef4621a6b72f", "state": {"channel": "email", "message": "Updated B2B contact lists available – order by 15 May\n\nDear Anna,\n\nI hope you are having a productive week. I am reaching out because our sales and marketing teams have been discussing new ways to expand our outreach, and Orbit Group Solutions has just released an updated catalogue of business lead lists and verified email databases that I think will be very useful for us.\n\nThese lists cover over forty industries across Europe and North America, fully compliant with current data regulations, and they come with guaranteed delivery rates above ninety-five percent. Several of our partner departments have already started using them this quarter, and the results have been impressive.\n\nPlease review the summary below and let me know if we should proceed with a purchase before the deadline.\n\nNotice Reference: ORB-2009-4481\nProduct: Premium B2B Lead Database – Q2 2009 Edition\nOrder number: LG-772019\nAmount: £1,240.00 (excl. VAT)\nDelivery format: Encrypted CSV via secure transfer\nDeadline to confirm: 15 May 2009\n\nIf you would like to discuss the specific segments available or need a custom list tailored to our current campaign targets, please call me directly on +44 20 7946 0321. I can walk you through the options and arrange a trial sample if needed.\n\nWe need to finalise any orders by 15 May 2009 to take advantage of the current pricing structure before the next quarterly update goes live.\n\nThank you for your time, Anna. I look forward to hearing from you soon.\n\nBest regards,\nWei Campbell\nDirector of Business Development\nOrbit Group Solutions\norbitgroup.net"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00020-0", "copies": 1, "upstream_ids": ["genu-00020-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk email selling business lead lists or email databases", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01283.a6c7612823e8b946c41bb4c25a64b31e:message_type", "suite": "spam", "family": "spamassassin-9c7333962a2ce99208e6", "state": {"channel": "email", "message": "xmms and .mp3 files.\n\nawang@gmx.net wrote:\n\noh xmms didn't work for me also\ni used mpg123 i tought its something from me\nlike mplayer not working also and gives black screen"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01283.a6c7612823e8b946c41bb4c25a64b31e", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01283.a6c7612823e8b946c41bb4c25a64b31e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3312:is_spam", "suite": "spam", "family": "zefang_phishing_email-ca9e6911483e47967c2f", "state": {"channel": "email", "message": "joined Adbusters as a result. I liked the book, but more importantly, I liked\nthe message. It resonated with me. A lot. Yes,..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3312", "copies": 2, "upstream_ids": ["zefang-3312", "ealvaradob-3178"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-119:message_type", "suite": "spam", "family": "sms_phishing-cfccbed9533c170869fc", "state": {"channel": "sms", "message": "Yup, no need. I'll jus wait 4 e rain 2 stop."}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-119", "copies": 2, "upstream_ids": ["mendeley-119", "uci-469"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2019#199:is_spam", "suite": "spam", "family": "nazario-58316eb580fff386de72", "state": {"channel": "email", "message": "Verify Your Account\n\nDear User, this is to inform you that your account has exceeded its limits. Therefore it needs to be verified within 48 hours. If not verified in that time frame we have to suspend your account from receiving or sending emails. Verify your mailbox to protect your account and continue using our services.\nClick the button to verify your account\nThank you for being a user Please do not reply to this e-mail, for assistance, contact the customer support. Customer Service Email ID 1009\n© 1993-2009 Mailbox . All rights reserved"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#199", "copies": 1, "upstream_ids": ["phishing-2019#199"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9757:is_spam", "suite": "spam", "family": "zefang_phishing_email-0bbe63872b880efc2f80", "state": {"channel": "email", "message": "ees organizational announcement enron energy services has created explosive growth in the retail energy business . to advance ees \u0001 , leadership position and to rapidly expand the reach of its energy management services , the company is forming four new business groups and promoting several key individuals . ees continues to see an ever - increasing demand for energy management services in north america , with interest coming from a growing number of customer classes . ees north america , headed by marty sunde , president and ceo , has been established to bring outsourcing , commodity and mid - market solutions to industrial and commercial customers in north america . harold buchanan and jeremy blachman have been named co - chief operating officers of the group . ees europe is responsible for energy outsourcing across europe , as well as rapidly growing mid - market business ( enron direct , enron directo ) and heavy industrial business ( etol ) . matthew scrimshaw , president and ceo will lead this group . as ees and enron \u0001 , s customer base grows , world class execution capabilities and customer relationship management skills are required to maximize value . global energy services , headed by dan leff , president and ceo , is being established to manage execution , delivery , operations & maintenance , account / customer management and contract value enhancement of enron \u0001 , s asset and energy outsourcing activities worldwide . this group will include enron facility services ( efs ) , led by joe earle , president & ceo and operational energy corporation ( oec ) , led by mark dobler , vice president . ees continues to see additional opportunities for business that will benefit from the growth of its energy outsourcing business . to manage and develop these new business opportunities , ees new business ventures has been created . mark muller , president and ceo will lead this group . all four new business leaders will report directly to ees \u0001 , office of the chairman , lou pai , who will continue as chairman , and tom white , who will continue as vice chairman . in addition , kevin hughes , vice president and chief accounting officer , vicki sharp , managing director and general counsel , and beth tilney , managing director of marketing , hr and customer satisfaction will continue to report to the office of the chairman . please join us in congratulating these individuals ."}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9757", "copies": 2, "upstream_ids": ["zefang-9757", "ealvaradob-9298"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3404:message_type", "suite": "spam", "family": "sms_phishing-e6065f63a2e5bf3f580a", "state": {"channel": "sms", "message": "Sun ah... Thk mayb can if dun have anythin on... Thk have to book e lesson... E pilates is at orchard mrt u noe hor..."}, "question": {"type": "choice", "instructions": "Say what kind of message this is: legitimate, spam (unwanted bulk or advertising), or phishing (a scam aiming to get personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-19", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3404", "copies": 2, "upstream_ids": ["mendeley-3404", "uci-4554"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:ealvaradob_phishing:hash-test:ealvaradob-19522:is_spam", "suite": "spam", "family": "ealvaradob_phishing-acf7405c223536bf55ee", "state": {"channel": "email", "message": "PRIVATE! Your 2015 Account Statement for shows 800 un-redeemed S. I. M. points. Call 08715203652 Identifier Code: 42810 Expires 29/10/0"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "ealvaradob_phishing", "split": "hash-test", "upstream_id": "ealvaradob-19522", "copies": 1, "upstream_ids": ["ealvaradob-19522"], "url": "https://huggingface.co/datasets/ealvaradob/phishing-dataset", "revision": "55caf9af01ae498d68ff44886ff69a4b165eb54b", "license": "LICENCE UNCLEAR — owner to review before release. Tagged Apache-2.0 by the compiler; its emails are the same Kaggle set as above and its SMS are the Mendeley SMS phishing set, re-labelled 1 (phishing or spam) / 0 (benign).", "upstream_labels": ["ealvaradob_phishing:phishing"], "datasets": ["ealvaradob_phishing"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00345-5:message_type", "suite": "spam", "family": "generated_legit_email-2c6fb8530729bc7bc0a5", "state": {"channel": "email", "message": "Netflix direct debit sorted\n\nHey Tyler,\n\nJust letting you know I finally set up the direct debit for the Netflix family plan like we talked about last weekend.\n\nHere are the details so you have them for your records:\n\nService: Netflix Premium Family\nAccount holder: Liam Taylor\nAmount: $22.99 per month\nFirst payment date: 1 November 2022\nBank: Chase checking ending in 7731\nStatus: Active\n\nThe first charge will go through on Friday. After that, it will just pull automatically on the 1st of every month. You don't need to Venmo me anymore, but if you want to chip in your share of $7.66 whenever you remember, that would be great. No rush though.\n\nI haven't changed the password or anything, so you should still be able to log in on your TV just fine. Let me know if you get kicked out or have any issues streaming tonight.\n\nTalk soon,\nLiam"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00345-5", "copies": 1, "upstream_ids": ["gen-00345-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:generated_legit_email:hash-test:gen-00387-1:is_spam", "suite": "spam", "family": "generated_legit_email-bfe1adcf09f59587ed5c", "state": {"channel": "email", "message": "Password Reset Request - Union Systems Portal\n\nHi Larry,\n\nI received your request earlier today regarding your account access. I have manually triggered a password reset for your profile on our member portal. You should receive an automated email with a temporary password within the next five minutes. If it does not appear in your inbox, please check your spam folder, as Cedar Design's mail server has occasionally filtered our messages in the past.\n\nOnce you log in with the temporary credentials, you will be prompted to create a new permanent password. Make sure it is at least eight characters long and includes a number. For your security, you can also update your recovery options here: https://www.unionsystems.de/account/recovery\n\nIf you run into any trouble getting back in, just reply to this message or call me directly at +49 30 1234 5678. I am available until 17:00 CET today.\n\nBest wishes,\nChristopher Young\nCommunity Support Coordinator\nUnion Systems e.V."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00387-1", "copies": 1, "upstream_ids": ["gen-00387-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16804:is_spam", "suite": "spam", "family": "zefang_phishing_email-a2b7e2ec6b7249eb2e0d", "state": {"channel": "email", "message": "When America's top companies compete for your business, you win.http://four87.six86.com/sure_quote/sure_quote.htmTake a moment to let us show you that we are here to save you money and address your concerns\nwith absolutely no hassle, no obligation, no cost quotes, on all your needs, from America's\ntop companies.-Life Insurance 70% off.\n-Medical Insurance 60% off.\n-Mortgage rates that save you thousands.\n-New home loans.\n-Refinance or consolidate high interest credit card debt into a low interest mortgage.\n-Get the best prices from the nation's leading health insurance companies.\n_Dental Insurance at the lowest rate available.\nWe will soon be offering Auto Insurance quotes as well.http://four87.six86.com/sure_quote/sure_quote.htm\"...was able to get 3 great offers in\nless than 24 hours.\" -Jennifer C\"Met all my needs... being able to search\nfor loans in a way that puts me in control.\" -Robert T.\"..it was easy, effortless...!\"-Susan A. Click here to delete your address from future updates.\nhttp://four87.six86.com/sure_quote/sure_quote/rm/--DeathToSpamDeathToSpamDeathToSpam--\nreal-time communications platform! Don't just IM. Build it in!"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16804", "copies": 2, "upstream_ids": ["zefang-16804", "ealvaradob-15837"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2023#145:message_type", "suite": "spam", "family": "nazario-0045502e231bcd867e41", "state": {"channel": "email", "message": "Your password will expire today.\n\nHello arjun\n\nYour jack.patel@horizongroup.net account password is set to expire today 6/2/2015 12:49:43 a.m..\n\nClick below to continue with the same password\n\nKeep the same password\n\nYour account will be blocked on failure to carry out this above activity\n\nEmail Service.Copyright\ncedarpartners.org All rights reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#145", "copies": 1, "upstream_ids": ["phishing-2023#145"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00631-4:message_type", "suite": "spam", "family": "generated_legit_email-eb6c8196e2b6461a7447", "state": {"channel": "email", "message": "Payment Reminder: Account HM-88210\n\nDear Hans Jackson,\n\nThis is a reminder regarding your outstanding balance with Horizon Media Services.\n\nAccount number: HM-88210\nInvoice reference: INV-2020-0544\nAmount due: £84.30\nDue date: 29 May 2020\n\nPlease arrange payment before the due date to keep your services active. You can pay online by visiting https://www.horizonmedia.co.uk/payments and entering your account number.\n\nIf you have already made this payment, please disregard this notice. For assistance, contact our support team at billing@horizonmedia.co.uk.\n\nThank you for your prompt attention to this matter.\n\nKind regards,\nMark Hill\nHorizon Media Services\nBilling Department"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00631-4", "copies": 1, "upstream_ids": ["gen-00631-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00088.945614c3f6213f59548ab21306451675:is_spam", "suite": "spam", "family": "spamassassin-ea0525c03686e362ef51", "state": {"channel": "email", "message": "I need to setup a VPN between a few sites. From what I've read, the the\nchoices come down (on the Linux side) to IPsec (using FreeSWAN) or CIPE.\nIt seems that FreeSWAN is 'better', being an implementation of IPsec which\nis a standard. However, CIPE does the job as well for Linux clients and is\nsomewhat simpler to setup.\n\nThe problem is that it's not a pure Linux situation - a couple of the sites\nrun OS-X. I'm pretty sure that I'll be able to find an implementation of\nIPsec for OS-X, but I think CIPE is Linux only.\n\nSo, the question is for those of you have have implemented BOTH - is there a\nsignificant difference in setup time and hassle between CIPE and FreeSWAN ?\nIf CIPE is going to be much easier than dealing with FreeSWAN (and whatever\non the OS-X sites) then I'll simply get a Linux box for each of the remote\nsites - with the low price of hardware, it doesn't take much more complexity\nin software to make buying hardware to use simpler software economic.\n\nNiall\n\n--"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00088.945614c3f6213f59548ab21306451675", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00088.945614c3f6213f59548ab21306451675", "zefang-14324", "ealvaradob-13552"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00641-1:message_type", "suite": "spam", "family": "generated_legit_email-cbed426d259618abc17d", "state": {"channel": "email", "message": "Falcon Solutions - Q1 Website Redesign Project\n\nProject: Q1 Website Redesign\nClient: Falcon Solutions\nLead Developer: Omar Russo\nStatus: In Progress\nDeadline: 15 January 2014\nBudget Remaining: $4,200.00\n\nHi Timothy,\n\nFollowing up on our thread from last week regarding the homepage layout. We finalized the wireframes yesterday and the design team has started building the responsive assets.\n\nPlease review the updated staging environment when you get a chance: https://www.falconsolutions.com/staging/q1-redesign\n\nWe absolutely need your feedback on the navigation menu by Friday, 7 December 2013, so we can keep the project on track for the final launch deadline of 15 January 2014. If we miss this window, the backend integration will be pushed into February.\n\nLet me know if you want to jump on a quick call tomorrow morning to discuss the color palette changes Sarah mentioned.\n\nThanks,\nOmar Russo\nFalcon Solutions\n(555) 219-4483\n\n---\nSubject: Homepage layout thoughts\nOmar, I like the new header concept but the footer needs work..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00641-1", "copies": 1, "upstream_ids": ["gen-00641-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02294.93bf98f2c25739805c0e8cae23f9dc55:message_type", "suite": "spam", "family": "spamassassin-265b51039d74fbd9b458", "state": {"channel": "email", "message": "The boy for Brazil?\n\n*The Observer Profile: *Brazil goes to the polls today, and all the indications\nare that its 110 million voters will elect a man who once sold peanuts on the\nstreet: *Luis 'Lula' da Silva*."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02294.93bf98f2c25739805c0e8cae23f9dc55", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/02294.93bf98f2c25739805c0e8cae23f9dc55", "zefang-8562", "ealvaradob-8181"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5589:is_spam", "suite": "spam", "family": "sms_phishing-61edbdd5afdc9ac8d861", "state": {"channel": "sms", "message": "What???? Hello wats talks email address?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5589", "copies": 2, "upstream_ids": ["mendeley-5589", "uci-5454"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16257:is_spam", "suite": "spam", "family": "zefang_phishing_email-3e1d1bc8217d2feeec64", "state": {"channel": "email", "message": "job posting announcement of open rank professorial position university of california , san diego department of linguistics subject to availability of funds , the department of linguis - tics at the university of california , san diego , is seeking to fill an open rank professorial position ( tenured / tenure - track ) effective july 1 , 2015 , for a linguist capable of teaching formal semantics and with a proven research record in formal semantics , which could include the semantics / syntax interface . salary will be commensurate with rank and experience and will be based on current university of california salary scales . a letter of application , a curriculum vitae , a representa - tive publication or manuscript , and the names and addresses of 3 referees should be sent to : university of california , san diego open search committee department of linguistics , 0108 9500 gilman drive la jolla , ca 92093-0108 application materials must be received no later than febru - ary 1 , 2015 . the university of california is an equal opportunity , affirmative action employer . this announcement supersedes our october lsa bulletin announcement and our august departmental notice of a tenured position in formal semantics / syntax ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16257", "copies": 2, "upstream_ids": ["zefang-16257", "ealvaradob-15337"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2029:message_type", "suite": "spam", "family": "sms_phishing-fb9cf6a703cd19163dcd", "state": {"channel": "sms", "message": "Message:some text missing* Sender:Name Missing* *Number Missing *Sent:Date missing *Missing U a lot thats y everything is missing sent via fullonsms.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2029", "copies": 3, "upstream_ids": ["mendeley-2029", "uci-1140", "uci-410"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2015#217:is_spam", "suite": "spam", "family": "nazario-de1c3ba09898e126bc61", "state": {"channel": "email", "message": "Account issue no. 152382784601764\n\nHello,\n\nYour CLARKS parcel is now with your local Hermes courier for delivery.\n\nFor complete tracking history click here:\n\nTracking Password: Track16230891\n\nThe Hermes team"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#217", "copies": 1, "upstream_ids": ["phishing-2015#217"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01122.af6891fafb13c4cc39dab9a4a85449fd:is_spam", "suite": "spam", "family": "spamassassin-45f2fdd62463c98eeb09", "state": {"channel": "email", "message": "Lowest Rates Available. edhhnjtvwx\n\nWhen America's top companies compete for your business, you win.\n\nhttp://four87.six86.com/sure_quote/sure_quote.htm\n\nTake a moment to let us show you that we are here to save you money and address your concerns\nwith absolutely no hassle, no obligation, no cost quotes, on all your needs, from America's\ntop companies.\n\n-Life Insurance 70% off.\n-Medical Insurance 60% off.\n-Mortgage rates that save you thousands.\n-New home loans.\n-Refinance or consolidate high interest credit card debt into a low interest mortgage.\n-Get the best prices from the nation's leading health insurance companies.\n_Dental Insurance at the lowest rate available.\n\nWe will soon be offering Auto Insurance quotes as well.\n\nhttp://four87.six86.com/sure_quote/sure_quote.htm\n\n\"...was able to get 3 great offers in\nless than 24 hours.\" -Jennifer C\n\n\"Met all my needs... being able to search\nfor loans in a way that puts me in control.\" -Robert T.\n\n\"..it was easy, effortless...!\"-Susan A.\n\nClick here to delete your address from future updates.\nhttp://four87.six86.com/sure_quote/rm/"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01122.af6891fafb13c4cc39dab9a4a85449fd", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/01122.af6891fafb13c4cc39dab9a4a85449fd"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17920:is_spam", "suite": "spam", "family": "zefang_phishing_email-79d6c4d4c026314e653a", "state": {"channel": "email", "message": "en ' large your p \" e ` n , i , s ` the only solution to penis enlargement aewpwybdndx dbksxktfcmbzba only today : add at least 3 | nches or get your money back ! ogxzajcbya rcaevzdujq we are so sure our product works we are willing to prove it by offering a free trial bottle + a 100 % money back guarantee upon purchase if you are not satisfied with the results . - - - > click here to learn more - - - also check out our * brand new * product : penis enlargement patches comes with the 100 % cash back guarranty as well ! moeejeciwresua npnsxibhxpf evtpanuwbwzw kmaynfxrgdoiz acmpmgbaqovzhd qdqmgtdaupfwbd no more adds"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17920", "copies": 2, "upstream_ids": ["zefang-17920", "ealvaradob-16869"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4870:is_spam", "suite": "spam", "family": "sms_phishing-a10c1eb0ecca1023b893", "state": {"channel": "sms", "message": "Finished class where are you."}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4870", "copies": 2, "upstream_ids": ["mendeley-4870", "uci-71"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-457:is_spam", "suite": "spam", "family": "sms_phishing-adb3b06082e728cb1441", "state": {"channel": "sms", "message": "Yeah it's jus rite..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-457", "copies": 2, "upstream_ids": ["mendeley-457", "uci-5543"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01022.83ef7352b083a85f5f7ae8f20f31578f:is_spam", "suite": "spam", "family": "spamassassin-ede638747dac569591d0", "state": {"channel": "email", "message": "NYTimes.com Article: Bigger Bar Code Inches Up on Retailers\n\nThis article from NYTimes.com\nhas been sent to you by ingrid60@mail.com.\n\nLet's see... a decimal digit is about 3.33 bits, so this is all about moving from a 36-bit to a 46-bit addressing system. Kind of makes the debate about IPv6 spaces quite real, as well as the Auto-ID center at MIT's proposal for a physical markup language.\n\nActual barcode size may yet decline to the point that 2-D codes may yet make it an individual-item level of addressing.\n\nSeeing software systems this fantastically brittle after fifty years is not, unfortunately, surprising. Are we sure we really know better yet? Are angle brackets really the key to immortality? :->\n\nInteresting reinforcement of the Voyager piece I archived earlier today...\n\nRK\n\ningrid60@mail.com\n\nBigger Bar Code Inches Up on Retailers\n\nAugust 12, 2016\nBy KATE MURPHY\n\nIn a little more than two years, retailers in the United\nStates and Canada will face a deadline that promises\ntechnological challenges akin to the Year 2014 computer\nproblem.\n\nStarting Jan. 1, 2019, the 12-digit bar codes retailers use\nto identify everything from cars to candy bars will go to\n13 digits. The additional number (and associated bars and\nspaces) is enough to make checkout scanners seize up and\nmake computers crash, perhaps disrupting entire supply\nchains.\n\nBut many retailers have yet to focus on a problem that will\nrequire significant investments in time and capital.\n\n\"Most retailers are public companies that tend to live\nquarterly and not look ahead, which means they are going to\nbe hit over the head with this and have to scramble at the\nlast minute to avert disaster,\" said Thomas Friedman,\npresident of Retail Systems Research Services, a company in\nNewton, Mass., that publishes a retail information\ntechnology newsletter.\n\nLeading retailers say they have begun to address the issue.\nA spokesman for Wal-Mart Stores, the world's largest\nretailer, said the company had \"embraced the concept\" of an\nexpanded bar code, but he did not respond to questions\nabout actual measures taken to prepare computer databases\nand logistical systems. Similarly, a spokesman for the\nTarget Corporation said his company was \"intellectually\nready\" for the change but refused to comment on whether any\nof its stores or warehouses were technologically ready.\n\nBut Richard A. Galanti, the chief financial officer of\nCostco Wholesale, admitted, \"The truth is, given the\ntimeline, everybody's still in the assessment phase, trying\nto figure out what to do.\"\n\nThe difficulty is similar to the one posed by the Year 2014\ncomputer problem, when computer software had to be switched\nfrom two-digit entries identifying years to four-digit\nentries. Before Jan. 1, 2014, millions of lines of code had\nto be rewritten to avoid widespread computer failures.\n\nBar codes have been used in packaging since 1974, when the\nfirst item, a pack of chewing gum, was scanned at a\nsupermarket in Ohio. The codes identify a product,\ndistinguishing between an eight-ounce can of Del Monte\ncreamed corn and a medium-size pair of Hanes boxer shorts.\nWhen a bar code is scanned, the information in the store's\ndatabase lets the retailer assign a price and track sales\nand inventory.\n\n\"The bar code is the linchpin upon which everything in\nretail depends,\" Mr. Friedman said.\n\nThe reason for expanding the 12-digit bar code, known as\nthe Universal Product Code, is twofold. First, there is a\nshortage of U.P.C. numbers. \"There's only a certain amount\nof 12-digit numbers, and we're going to run out,\" said John\nTerwilliger, vice president of global markets at the\nUniversal Code Council, a nonprofit organization based in\nLawrenceville, N.J., that assigns codes in the United\nStates and Canada. Second, 13-digit bar codes are used\nalmost everywhere else in the world. The council's European\ncounterpart, EAN International, based in Brussels, assigns\nthese numbers, called European Article Numbers, to\ncompanies in 99 nations. \"Right now,\" Mr. Terwilliger said,\n\"foreign importers have to get a 12-digit U.P.C. to do\nbusiness over here, which they haven't been too happy\nabout.\"\n\nForeign manufacturers currently pass on to consumers the\ncost of getting an additional bar code and creating special\nlabels for products sold in the United States and Canada.\n\"It's an added expense for them, and they have to recoup it\nsomewhere,\" said Debra Shimkus, marketing manager at the\nChicago Importing Company, a specialty food importer whose\noverseas suppliers are often incredulous when they are told\nthey have to get new bar codes for their products before\nthey can be sold in American groceries.\n\nMany foreign manufacturers decide that it is not worth the\ntrouble. \"A lot of companies have been unwilling to accept\nthe additional burden,\" Mr. Terwilliger said, \"and have\nstayed out of the market entirely.\"\n\nAmerican and Canadian exporters have not had the same\nobstacle because foreign retailers can easily incorporate a\n12-digit number into their 13-digit databases by making the\nfirst digit zero. That is why American and Canadian\nmanufacturers of products that now have 12-digit codes will\nnot be affected by the code expansion. A two-liter bottle\nof Coca-Cola, for example, will keep the same U.P.C., but a\nzero will be added to the beginning of its bar-code number\nin retailers' product databases.\n\n\"The effect of the change in the U.P.C. code falls squarely\non retailers,\" said Mr. Friedman. He estimates that the\nupgrade will cost at least $2 million for a chain of 100\nstores with 10 checkout lanes a store.\n\nThe expense will vary depending on the age of a retailer's\ndatabases, software and hardware and whether it has to hire\noutside consultants to make the change. Scanners and other\nhardware bought more than three years ago will not read\nlonger codes and will have to be replaced. Software more\nthan five years old will also have to be scrapped.\n\n\"Thank God we'd already planned to buy new equipment for a\nlot of stores this year,\""}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01022.83ef7352b083a85f5f7ae8f20f31578f", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01022.83ef7352b083a85f5f7ae8f20f31578f"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 10260, "kept_chars": 5994}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00178-0:message_type", "suite": "spam", "family": "generated_unwanted_email-87092f10988156ec0542", "state": {"channel": "email", "message": "Action Required: Payment Failed for Invoice #4021\n\nLakeside Tech Solutions\nInvoice Notice\n\nDear James Rossi,\n\nWe are writing to inform you that our attempt to process your payment for Invoice #4021 was unsuccessful. Your credit card ending in 4829 was declined by the issuing bank on 2 July 2020.\n\nBecause this payment could not be completed, your Lakeside Tech Solutions account has been temporarily suspended. To avoid any further interruption to your services and to prevent late fees from being applied to your balance, we kindly ask that you update your billing information immediately.\n\nYour current outstanding balance is £145.00. Please note that if the balance remains unpaid after 9 July 2020, your account may be subject to permanent closure and all associated data will be scheduled for deletion.\n\nTo resolve this matter, please contact our billing department directly by telephone at 01onal 482 9910 during standard business hours. One of our representatives will securely collect your updated card details over the phone and process the payment on your behalf.\n\nWe value your business and want to ensure that your transition back to full service is as smooth as possible. If you believe you have received this notice in error, or if you have already made alternative arrangements, please still reach out so that we can update our records accordingly.\n\nThank you for your prompt attention to this matter.\n\nUpdate Payment Details\n\nKind regards,\nThomas Bennett\nAccounts Manager\nLakeside Tech Solutions\n\nLakeside Tech Solutions Ltd\n14 Harbour View Road\nWindermere, Cumbria LA23 1BN\nUnited Kingdom\n\nPrivacy Policy: https://www.lakesidetech.org/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00178-0", "copies": 1, "upstream_ids": ["genu-00178-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3245:is_spam", "suite": "spam", "family": "sms_phishing-e36d9cabb1e7763f4c6a", "state": {"channel": "sms", "message": "How much is torch in 9ja."}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3245", "copies": 2, "upstream_ids": ["mendeley-3245", "uci-4378"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2025#351:message_type", "suite": "spam", "family": "nazario-e85c998df306916bc7e3", "state": {"channel": "email", "message": "Important: Please Verify Your Account Information\n\nDear Customer,\n\nWe noticed that some of the information associated with your account in our database hasn’t been updated in quite a while.\n\nTo help us keep your account secure and provide you with the best possible experience to avoid mailbox malfunction and delay or loss of incoming emails, Please review and update your preferences.\n\n[ Manage Preferences ]( https://ones.bio/@theonbieo.com )\n\nIf you have any questions or need more information, please visit our Help Centre.\n\nThank you for choosing us.\n\nThis is an automated email and replies are not monitored. Please do not respond to this email.\n\n©2017 Canadian Systems Notification Service. All rights reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#351", "copies": 1, "upstream_ids": ["phishing-2025#351"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00539-2:message_type", "suite": "spam", "family": "generated_legit_email-16dce70c1814ae850ed2", "state": {"channel": "email", "message": "Year 9 textbook dispatch notice\n\nDear Patrick,\n\nI am writing to let you know that your Year 9 mathematics and science textbooks were dispatched from the school stores room this morning, 19 September 2015. They are being sent via Royal Mail recorded delivery and your tracking number is RM883920174GB. The package should reach your home address within two working days.\n\nPlease remember that all textbooks must be covered with protective plastic by Friday, 26 September 2015, as per our school policy. If the books do not arrive by Monday, kindly contact the main office immediately.\n\nIf you have any questions about the delivery or need assistance with your timetable, you can reach me directly at 020 7946 0321.\n\nWarm regards,\nAmanda Wilson\nAdministrative Officer\nBeacon Academy"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00539-2", "copies": 1, "upstream_ids": ["gen-00539-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:generated_unwanted_email:none:genu-00094-3:message_type", "suite": "spam", "family": "generated_unwanted_email-941fc40cf1bbd3416018", "state": {"channel": "email", "message": "Urgent favour needed before my flight\n\nHi Rachel,\n\nI hope you are doing well. I am writing to you directly because I am currently stuck at the airport and preparing to board a flight to Frankfurt for the Falcon Systems annual partner summit. Unfortunately, I have run into an unexpected issue and need a quick favour from someone I trust on the team.\n\nI need to purchase several digital gift cards as thank-you gifts for the volunteers at the River Health community fundraiser we are sponsoring this weekend. Because I am already past security and my corporate card is being flagged for international travel restrictions, I cannot make the purchase myself right now. I would be incredibly grateful if you could go to a nearby store and pick up six Apple Store gift cards worth 200 euros each.\n\nOnce you have them, please scratch off the back and email me clear photos of the claim codes so I can forward them to the charity coordinator before the event starts tomorrow morning. I will reimburse you fully through the expense system as soon as I land and have access to my laptop.\n\nI know this is unusual, but time is extremely tight and my flight boards in forty-five minutes. You are one of the most reliable people at River Health, which is why I am reaching out to you personally instead of going through the usual procurement channels.\n\nPlease confirm receipt of this message as soon as you can. If you run into any trouble finding the cards, call me on my mobile at +49 151 555 0198 or check the event details at https://www.myfalconsystems-online.com/events/river-health-fundraiser-2016.\n\nThank you so much for helping me out with this, Rachel. I really appreciate it and owe you one when I am back in the office next week.\n\nWarm regards,\nJessica Watson\nDirector of Operations\nRiver Health\nbrandon.adams@orange.fr"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00094-3", "copies": 1, "upstream_ids": ["genu-00094-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's manager or director and asks urgently for gift cards or a bank transfer", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00240.8623673c2a6f2cde10ab31423f708feb:is_spam", "suite": "spam", "family": "spamassassin-dde62314057b485f45d6", "state": {"channel": "email", "message": "Espial TV Web Seminar Series - Register Today!\n\nSUBSCRIPTION INFORMATION\n\n****\n\nYou have received this e-mail because you are an EDC registrant or you previously requested information from Espial. If you wish to be removed from this list, please reply to eyoung@comcast.net and include the words 'unsubscribe TEXT' (without quotes) in the SUBJECT LINE.\n\nTo get the version with pictures, send an email to eyoung@comcast.net with the subject line \"SUBSCRIBE HTML\"\n\n(c) 2020, Espial Group Inc., Espial Espresso, Espial Escape, Espial Ebox, Espial Assistant, Espial DeviceTop and Espial DeviceServer are trademarks of Espial Group. All other trademarks belong to their respective owners. All rights reserved\n\n****"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00240.8623673c2a6f2cde10ab31423f708feb", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00240.8623673c2a6f2cde10ab31423f708feb"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13455:is_spam", "suite": "spam", "family": "zefang_phishing_email-ce26a6e38b94a33c2b8f", "state": {"channel": "email", "message": "Hello,I found your opportunity posted at:\nhttp://iiu.sterlinglogistics.de/pipermail/iiu/2010-November/000644.htmlIf you want additional places to advertise your opportunity, plus get a free email follow-up system to process your replies, visit:http://www.newslist.netor just reply to this message.Note: You will automatically be removed from this list if you DO NOT reply to this message. Replying will re-subscribe you to our marketing tips betty.clark@hotmail.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13455", "copies": 2, "upstream_ids": ["zefang-13455", "ealvaradob-12730"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1182:is_spam", "suite": "spam", "family": "sms_phishing-b062e02655f9ad931a6e", "state": {"channel": "sms", "message": "cool. We will have fun practicing making babies!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1182", "copies": 2, "upstream_ids": ["mendeley-1182", "uci-1404"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01154.7e15e192fb60c753bafd505d25990787:is_spam", "suite": "spam", "family": "spamassassin-c18283683d7fba484a51", "state": {"channel": "email", "message": "central management\n\nThanks for this, Matthias! Hope you feel better.\n\nLance\n\n--\n:\n####[ Linux One Stanza Tip (LOST) ]###########################\n\nSub : Knowing contents of .tgz files LOST #015\n\nTo know the contents of a .tgz file without decompressing:\n\n$tar -ztvf filename.tgz | less\n\nA .tgz file is essentially a gzipped tarball (.tar.gz) file.\n\n####<brandon_murphy@verizon.net>####################################\n:"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01154.7e15e192fb60c753bafd505d25990787", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01154.7e15e192fb60c753bafd505d25990787"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-47:is_spam", "suite": "spam", "family": "sms_phishing-3bf467810ffa159811ff", "state": {"channel": "sms", "message": "Good. do you think you could send me some pix? I would love to see your top and bottom..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-47", "copies": 2, "upstream_ids": ["mendeley-47", "uci-4618"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00515.e84988067a252d765f7d24f15c0b0670:message_type", "suite": "spam", "family": "spamassassin-d2a67288a623961cef09", "state": {"channel": "email", "message": "Selling Wedded Bliss (was Re: Ouch...)\n\nEL> On Sun, 8 Sep 2015, CDale wrote:\n\nEL> So how many of your hetero friends had >3 k lovers?\n\nSo Eugen, how many of your homo friends have -had- 3k lovers?\n\nIn fact, thats a general question for FoRK proper.\n\nDo you know anyone, outside of meybee Wilt Chamberlin and a few of the\ngang-bang porn queens who -have- had even 1.5k lovers?\n\nEegads, if you're hypothesizing numbers like -that- Eugen, you at\nleast owe it to FoRK to back that shit up.\n\nOtherwise we're liable to assume rampant unfounded homophobia and that\nwould just be a lose.\n\nJust a quick assumption here. I'm not a math geek or anything, but\nassuming 1 lover every day, that would be like at least one lover\neveryday for 8 years and some change. I don't know about you, but\nvery very few of us are -that- lucky (or even close to that lucky)\nand after awhile, even the sexaholics get bored and have to mingle\nsomething new into their weekends. You really are assumiing that the\nhomosexual population is a) that large in a given area (The meccas\nmight qualify, but try finding that kind of homosexual population in\nsay, Tulsa, Oklahoma or Manchester, NH (Tho Manchester does have quite\na few nifty gaybars, but thats a different story) b) that bored/sex\nobsessed/recreationally free to pursue sex that often, with that many\npartners or that they'd even WANT that many partners.\n\nQualify yourself, or at least lower your outrageous numbers.\n\n=BB\n\nEL> The virus load issue is orthogonal to the fact. Bzzt. Switch on your\nEL> brain, you both. I was mentioning that a subpopulation outside of the sex\nEL> industry is/used to be extremely promiscuous, about two orders of\nEL> magnitude higher than average.\n\n--\nBest regards,\nbitbitch mailto:jennifer78@mail.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00515.e84988067a252d765f7d24f15c0b0670", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00515.e84988067a252d765f7d24f15c0b0670"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00652-4:message_type", "suite": "spam", "family": "generated_legit_email-823a13bab02949914d0b", "state": {"channel": "email", "message": "Membership Renewal Notice\n\nSilver Health Wellness Club\n\nDear Margaret Walker,\n\nYour gym membership is due for renewal on 15 October 2020. To avoid any interruption to your access, please renew before this date.\n\nRenew Membership Now\nhttps://www.silverhealth.biz/renew/membership/7721\n\nSilver Health Wellness Club, 45 Birch Road, Manchester M1 4DF\nPrivacy Policy: https://www.silverhealth.biz/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00652-4", "copies": 1, "upstream_ids": ["gen-00652-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:generated_unwanted_email:none:genu-00097-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-0f32ab86f96180a1a0c8", "state": {"channel": "email", "message": "Official Notification: Crest Media Global Prize Draw Winner\n\nDear Steven Young,\n\nI am writing to you in my capacity as Director of Promotions at Crest Media GmbH. It is my great pleasure to inform you that your email address has been selected as one of the ten grand prize winners in our 2019 Global Digital Outreach Campaign. This campaign was organised to celebrate our tenth anniversary and to reward active internet users worldwide.\n\nAfter a verified electronic ballot conducted on 20 November 2019, your email address, sharon91@granitepartners.org, was drawn under batch reference number CM-883-DE. You have been awarded a cash prize of €45,000.00 (forty-five thousand euros). This prize is fully guaranteed by our corporate sponsors and is ready for immediate disbursement.\n\nTo initiate the transfer of your winnings, we kindly require you to confirm your identity and provide your preferred receiving bank account details. Additionally, a standard administrative processing fee of €295.00 is required to cover international transfer taxes, anti-money laundering compliance checks, and legal documentation costs. This fee must be settled before we can release the funds into your account.\n\nPlease visit our dedicated winner portal at https://www.mycrestmedia-online.com/prize-claim-2019 to upload your identification documents and arrange the processing fee securely. You must complete all steps no later than 15 December 2019. If we do not receive your completed submission by this date, your prize allocation will unfortunately be forfeited and reassigned to the next eligible participant on our reserve list.\n\nWe take data protection very seriously. All personal and financial information you provide through our portal is encrypted and handled strictly in accordance with European privacy regulations. Our support team is available around the clock should you need assistance navigating the claim process.\n\nOnce again, congratulations on this outstanding achievement. We eagerly await your response so that we may finalise your transfer and ensure your funds reach you well before the holiday season begins.\n\nWith warmest regards,\nAmanda Fischer\nDirector of Promotions\nCrest Media GmbH\nBerlin, Germany"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00097-4", "copies": 1, "upstream_ids": ["genu-00097-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a prize or lottery win notice that asks for personal details or a processing fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2022#159:is_spam", "suite": "spam", "family": "nazario-eca6073e0b62b1631811", "state": {"channel": "email", "message": "Last reminder : Your membership will be cenceled tomorrow\n\nDear customer,\n\nPlease note that, your monthly payment has been failed.\n\nOur billing team can't debit your nominated card due a missing information on your payment details.\n\nPlease verify your details again to avoid any delay on your service.\n\nUpdate your details\n\nWe appreciate the opportunity to do business with you and ask for your understanding.\n\nBest regards,\nMaria depay\n\n96\n\nDear customer,\n\nPlease note that, your monthly payment has been failed.\n\nOur billing team can't debit your nominated card due a missing information on your payment details.\n\nPlease verify your details again to avoid any delay on your service.\n\nUpdate your details\n\nWe appreciate the opportunity to do business with you and ask for your understanding.\n\nBest regards,Maria depay"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#159", "copies": 4, "upstream_ids": ["phishing-2022#159", "phishing-2022#162", "phishing-2022#169", "phishing-2022#173"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2017#114:is_spam", "suite": "spam", "family": "nazario-fca7823c50e4d624951c", "state": {"channel": "email", "message": "Your payment has been approved\n\nYour first payment has been approved.\n\nTo check your account balance, please\n\nlog in here. [http://galizx.org/turbo/link.php?M\u0013024&N=6&L=1&F=T]\n\nDon't hesitate to contact us\n[http://galizx.org/turbo/link.php?M\u0013024&N=6&L=1&F=T] here if you\n\nhave any questions about your commission\n\npayments or wish to change your payment settings.\n\nRegards,\n\n----"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#114", "copies": 1, "upstream_ids": ["phishing-2017#114"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2879:is_spam", "suite": "spam", "family": "sms_phishing-850ab7cc1b2b03522182", "state": {"channel": "sms", "message": "CHEERS LOU! YEAH WAS A GOODNITE SHAME U NEVA CAME! C YA GAILxx"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2879", "copies": 2, "upstream_ids": ["mendeley-2879", "uci-4771"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00390-5:is_spam", "suite": "spam", "family": "generated_legit_email-1bf4a0fd5d548472eaa4", "state": {"channel": "email", "message": "Invoice Reminder - NorthMedia Hosting\n\nHello Andrew Lee,\n\nAccount Number: NM-8839201\nInvoice Amount: £85.00\nService Period: Feb 2020 - Mar 2020\nDue Date: February 28, 2020\n\nPlease ensure your hosting invoice is paid by the due date above to prevent service interruption.\n\nThank you,\nDavid Okafor\nNorthMedia Billing"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00390-5", "copies": 1, "upstream_ids": ["gen-00390-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:generated_legit_email:hash-test:gen-00851-3:message_type", "suite": "spam", "family": "generated_legit_email-e189ec830878c0dc5a29", "state": {"channel": "email", "message": "Your Pioneer Design Verification Code\n\nHello Valentina Roberts,\n\nWe received a request to verify your identity for your Pioneer Design account. Please follow the steps below to complete your two-step verification:\n\n1. Enter the following 6-digit verification code on the login screen: 482910\n2. This code will expire in 15 minutes. Do not share it with anyone.\n3. If you did not request this code, please secure your account immediately by visiting https://www.pioneerdesign.com/security-alerts.\n\nFor your security, we require this verification step whenever you log in from a new device or browser.\n\nThank you for choosing Pioneer Design.\n\nWarm regards,\nMary Ward\nAccount Security Team\nPioneer Design\nsupport@pioneerdesign.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00851-3", "copies": 1, "upstream_ids": ["gen-00851-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5786:is_spam", "suite": "spam", "family": "sms_phishing-22a7666d06e075e8dde4", "state": {"channel": "sms", "message": "S.this will increase the chance of winning."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5786", "copies": 2, "upstream_ids": ["mendeley-5786", "uci-4849"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01311.b6a06b3e24130a32172b4c5225a1d5a6:is_spam", "suite": "spam", "family": "spamassassin-c9d668fe034638dc16fa", "state": {"channel": "email", "message": "Delayed Mail (still being retried)\n\nThis is the Postfix program at host kci.kciLink.com.\n\n# THIS IS A WARNING ONLY. YOU DO NOT NEED TO RESEND YOUR MESSAGE. #\n\nYour message could not be delivered for 4.0 hours.\nIt will be retried until it is 5.0 days old.\n\nFor further assistance, please send mail to <postmaster>\n\nThe Postfix program\n\n<gregory_king@aol.com>: connect to yertle.kcilink.com[216.194.193.105]: Operation\ntimed out"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01311.b6a06b3e24130a32172b4c5225a1d5a6", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01311.b6a06b3e24130a32172b4c5225a1d5a6"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#35:message_type", "suite": "spam", "family": "nazario-7aebfb0dd8395b4ff99c", "state": {"channel": "email", "message": "The bookkeeper Vassily Stepanovich\n\nMon, 13 Dec 2021 13:20:15 -0600\n\nWe reviewed our records and you were a p proved with 3.2 /%\nUnfortunatelly, we were not able to contact you by phone.\nPlease enter all information more correctly again and we\nwill process your paperwork ASAP.\n\nhttp://www.rqgyy.com/\n\nThank you.\n\nCasandra H. Tripp - Customer Support 310"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#35", "copies": 1, "upstream_ids": ["phishing0.mbox#35"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1638:is_spam", "suite": "spam", "family": "zefang_phishing_email-b57f387b5ee13755d095", "state": {"channel": "email", "message": "final mid - year 2018 completed evaluation status below is the final report i plan to run on our progress in monitoring and tracking completed mid - year written evaluation forms across the north american employee base ( who were a part of the prc process ) . the results remain disappointing and i would again ask for your assistance in encouraging your direct reports to complete and send a copy of the final evaluation forms to their hr reps . please note the below illustrates forms registered back on employees personnel files and also that the support employees are shown under their related bu headings : enron wholesale services total on file enron americas 1079 548 50 . 8 % enron broadband services , inc 822 385 46 . 8 % enron canada corp 107 67 62 . 6 % enron engineering & operational services 968 407 42 . 0 % enron global markets 363 170 46 . 8 % enron industrial markets 192 122 63 . 5 % enron net works 1561 1011 64 . 8 % enron wholesale services 13 1 7 . 7 % wholesale ees 35 31 88 . 6 % ews - consolidated 5140 2742 53 . 3 % enron transportation services ets - consolidated 1259 483 * 38 . 4 % enron global assets and services ene asia - pacific / afr / ch llc 70 38 54 . 3 % enron caribbean basin llc 46 20 43 . 5 % enron india llc 25 9 36 . 0 % enron south america llc 28 10 35 . 7 % egas - consolidated 169 77 45 . 6 % enron energy services broadband networks construction 36 1 2 . 8 % ees north america , inc . 229 62 27 . 1 % enron energy services operations 1302 867 66 . 6 % integrated process technology 156 133 85 . 3 % ees - consolidated 1723 1063 61 . 7 % enron corp ecm treasury 98 39 39 . 8 % enron corp . 1120 662 59 . 1 % enron investment partners 7 2 28 . 6 % enron management , inc 21 5 23 . 8 % enron property & services 58 49 84 . 5 % enron corp . - consolidated 1304 757 58 . 1 % * ets did not require written evaluations for all staff ."}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1638", "copies": 2, "upstream_ids": ["zefang-1638", "ealvaradob-1574"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4450:is_spam", "suite": "spam", "family": "sms_phishing-916364d69bcdfbb03320", "state": {"channel": "sms", "message": "Teach me apps da. When you come to college."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4450", "copies": 2, "upstream_ids": ["mendeley-4450", "uci-1223"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2018#118:is_spam", "suite": "spam", "family": "nazario-b5a1d383e20aa39208e2", "state": {"channel": "email", "message": "::: Important Invoice From IT HelpDesk\n\nNEW PAYROLL INVOICE\n\nTicket: # Human Resources\n\nNew Payroll Bulletin and Review ; HRM would like you to kindly update your information's with the secure link below to receive new payroll increment / The new year program schedule for the year 2008 applicable to all staff /Faculty on the payroll directory.\n\nClick on : PAYROLL-INVOICE<https://alumidecor.com/payroll/><https://normab.tk/wrtssgt/><https://alumidecor.com//jz> to complete payroll review <https://alumidecor.com/wp-content/upgrade/kjgrg/>\n\nThank you,\n\nPayroll Admin.\n\nThis is an automated e-mail. Please do not reply to this e-mail\n\nThis message, including any attachments, may contain confidential information and is for the sole use of the intended recipient(s). Any unauthorized use, disclosure or distribution is prohibited. If you are not the intended recipient, please notify the sender immediately and destroy the original message (for further detail please see http://www.cheo.on.ca/en/disclaimer). Ce message, y compris les pièces jointes, peut contenir des renseignements confidentiels, et seuls les destinataires visés peuvent le consulter. Il est strictement interdit de l’utiliser sans autorisation, de le divulguer ou de le distribuer. Si ce message ne vous était pas destiné, veuillez en informer l’expéditeur immédiatement et détruire le message original (Veuillez consultez http://www.cheo.on.ca/avis-non-responsabilite pour plus de précisions)."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#118", "copies": 1, "upstream_ids": ["phishing-2018#118"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00266-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-f9b219bb2ceae01a824a", "state": {"channel": "email", "message": "Urgent: Earthquake Relief Fund\n\nDear Jason Anderson,\n\nFollowing the recent earthquake, Global Aid Partners is raising emergency funds for affected families. We kindly ask you to share your card details by 10 January 2023 so we can process your donation.\n\nPlease reply directly with your card number and expiry date.\n\nThank you for your generosity.\n\nSincerely,\nNoah Shah"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00266-0", "copies": 1, "upstream_ids": ["genu-00266-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a charity appeal after a disaster from an unknown organisation that asks for card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15987:is_spam", "suite": "spam", "family": "zefang_phishing_email-af23893138434d0e249a", "state": {"channel": "email", "message": "cheap pharmacy im want cheap and new overseas drugs ? http : / / www . tikn . com /"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15987", "copies": 2, "upstream_ids": ["zefang-15987", "ealvaradob-15096"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00052-0:message_type", "suite": "spam", "family": "generated_unwanted_email-1d3dee3a4f737b678bd8", "state": {"channel": "email", "message": "Vintage Oak Dining Table\n\nHi Lisa,\n\nI'd love to buy the table, but my account is having issues. Could you accept payment outside the platform? I can send funds directly to your bank. Please email me your IBAN and I will transfer today.\n\nBest regards,\nLarry Park"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00052-0", "copies": 1, "upstream_ids": ["genu-00052-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8852:is_spam", "suite": "spam", "family": "zefang_phishing_email-f9d11b5eee5ceffff94f", "state": {"channel": "email", "message": "meter 5097 daren , do you know if there should be a deal in place for midcoast on this meter for january ? currently , it only shows ena . i understand that a deal was added in december for midcoast , but that deal was only good for dec . thanks . mike"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8852", "copies": 2, "upstream_ids": ["zefang-8852", "ealvaradob-8457"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5008:is_spam", "suite": "spam", "family": "sms_phishing-6dea5662c72422acbeee", "state": {"channel": "sms", "message": "Ya they are well and fine., BBD(pooja) full pimples..even she become quite black..and ur rite here its too cold, wearing sweatter.."}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5008", "copies": 2, "upstream_ids": ["mendeley-5008", "uci-2836"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-241:is_spam", "suite": "spam", "family": "sms_phishing-5b47f2e2100d4c5863c0", "state": {"channel": "sms", "message": "Your account has been refilled successfully by INR 100.00; . Your KeralaCircle prepaid account balance is Rs.101.00 ; . Your Transaction ID is KR 3567 ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-241", "copies": 1, "upstream_ids": ["mendeley-241"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_unwanted_email:none:genu-00111-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-230f1fdef69a7feac345", "state": {"channel": "email", "message": "Security Alert: Unusual sign-in detected on your Pioneer Group account\n\nDear Katherine Ramirez,\n\nWe detected an unusual sign-in to your Pioneer Group account from São Paulo, Brazil. Your account has been temporarily locked.\n\nPlease complete the following steps to restore access:\n1. Visit https://www.account-pioneergroup.net/verify-login\n2. Confirm your identity details.\n3. Reset your password.\n\nAct before 15 November 2018 to avoid permanent suspension.\n\nKind regards,\nRachel Sanchez\nPioneer Group Security Team"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00111-0", "copies": 1, "upstream_ids": ["genu-00111-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17412:is_spam", "suite": "spam", "family": "zefang_phishing_email-10597c4419f0fc621338", "state": {"channel": "email", "message": "replacing our people who have left louise - - is it appropriate to replace the people who have left ( steve walton and susan scott lindberg ) with other people that can do the work ? jim"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17412", "copies": 2, "upstream_ids": ["zefang-17412", "ealvaradob-16401"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2482:message_type", "suite": "spam", "family": "sms_phishing-5db7075558630523f336", "state": {"channel": "sms", "message": "I can't right this second, gotta hit people up first"}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2482", "copies": 2, "upstream_ids": ["mendeley-2482", "uci-4363"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01036.e008967440cf8ad7931ff05a1a845084:message_type", "suite": "spam", "family": "spamassassin-2187e7925a2f628da21a", "state": {"channel": "email", "message": "ALSA (almost) made easy\n\nOnce upon a time, Ville wrote :\n\nIt doesn't need to as Red Hat Linux already sets correct permissions on all\nALSA audio devices for locally logged in users (through the console.perms\nfile) and the modules.conf files takes care of loading the right modules on\ndemand. Also, aumix and the scripts that come with Red Hat Linux still work\nfor controlling the volume, so it's still saved and restored when the\ncomputer is halted, even using ALSA.\n\nI'm glad you got your card working with these! I'm now wondering if I won't\nmaybe buy an amplifier that supports Dolby Digial decoding (my current one\n\"only\" does PRo Logic) since I've read that ALSA supports the S/PDIF\noptical output of the sound chip of my Shuttle!\n\nsince having a full OSS compatibility results that it breaks nothing at\nall! :-)\n\nMatthias\n\n--\nMatthias Saou World Trade Center\n------------- Edificio Norte 4 Planta\nSystem and Network Engineer 08039 Barcelona, Spain\nElectronic Group Interactive Phone : +34 936 00 23 23"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01036.e008967440cf8ad7931ff05a1a845084", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01036.e008967440cf8ad7931ff05a1a845084"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5967:message_type", "suite": "spam", "family": "sms_phishing-de90bd6237a644b597cb", "state": {"channel": "sms", "message": "Becoz its &lt;#&gt; jan whn al the post ofice is in holiday so she cn go fr the post ofice...got it duffer"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5967", "copies": 2, "upstream_ids": ["mendeley-5967", "uci-1911"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2025#29:message_type", "suite": "spam", "family": "nazario-77919d669abff55dbb4b", "state": {"channel": "email", "message": "Your New Social Security Statement is now available\n\nSocial Security\n\nWe want to inform you that our Social Security monitoring system has identified a potential error on your most recent report. Ensuring the accuracy of your earnings record is crucial for your financial well-being.\n\nTo review and address this issue, we recommend downloading your updated Social Security Screen Connect. This program provides valuable information that can help you plan for your financial reputation.\n\nRecent changes made to your personal information\n\nAccurate earnings record verification\n\nBeneficial information on your benefits\n\nDownload Statement\n\nAs we prioritize your convenience, please note that we will no longer send physical copies of your Statement by mail.\n\nThank you for entrusting us with your Social Security information.\n\n© Social Security Administration\n\nMackenzie InvestmentsMackenzie Investments was founded in 1967 and is one of Canada's largest investment management firms by assets under management. Mackenzie Investments provides investment advisory and related services for retail and institutional clients. With $201.1 billion in assets under management, Mackenzie Investments distributes its services through a diversified network of third-party financial advisors. Mackenzie Investments is a member of the IGM Financial Inc. (TSX: IGM) group of companies. IGM Financial is one of Canada's largest financial services companies by assets with over $262 billion in total assets under management. (Note: All figures as of June 30, 2008)\n\n= History =\n1967 - Mackenzie Investments was founded by Alex Christ\n1967 - Mackenzie Investments created company's first mutual fund, the Industrial Growth Fund (later renamed Mackenzie Growth Fund)\n1973 - Mackenzie Investments went public with a listing on the TSX\n1977 - Mackenzie Investments bought a stake in Universal Group of Funds\n1979 - Mackenzie Investments acquired Ivy Management Inc\n1980 - Mackenzie Investments acquired the balance of Universal Group of Funds\n1985 - Mackenzie Investments acquired Cundill Funds Inc\n1988 - Mackenzie Investments was acquired by Investors Group to create IGM Financial\n1993 - Mackenzie Investments acquires Cundill Investment Research Ltd. and its affiliates (The Cundill Group)\n1995 - Mackenzie Investments acquired Howson Tattersall Investment Counsel and the Saxon Group of Mutual Funds\n1998 - Mackenzie Investments announces that it has reached an agreement with B2B Trust, a subsidiary of Laurentian Bank under which B2B Trust will acquire the MRS Companies (MRS Trust, MRS Inc and MRS Securities Inc.) The transaction is expected to close in November 1998 subject to applicable regulatory notifications and approvals.\n1999 - Mackenzie Investments completes the sale of the MRS Companies (MRS Trust, MRS Inc and MRS Securities Inc.) to B2B Trust, a subsidiary of Laurentian Bank\n2000 - Mackenzie Investments announced a proposal to simplify and restructure its product offering through the renaming and merger of several funds as well as the amendment of investment objectives for additional funds. Further, several fund brands will be eliminated.\n\n= Mackenzie Investments in the Community =\nThe Mackenzie Investments Charitable Foundation was established in 1986, funded with an endowed gift of $2.3 million from Mackenzie Investments. The Foundation is an employee-driven, non-profit organization that coordinates community giving and donation activities on behalf of the Mackenzie Group of Companies. The Foundation is funded by donations from Mackenzie Investments' employees, clients and the Corporation.\n\n= References ="}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#29", "copies": 1, "upstream_ids": ["phishing-2025#29"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01246.d0ee9c7ebf9d953b21de9414cc96c2f9:message_type", "suite": "spam", "family": "spamassassin-eac3cbde91ebce9753b0", "state": {"channel": "email", "message": "Dialogue et Rencontre ? Rejoins nous !\n\nVenez rencontrer l'ame soeur sur LOVEIMPACT.com\n\nInscrivez-vous gratuitement en cliquant ici :\nhttp://www.imp20.com/loveimpact/loveimpact300702-2.htm\n\nVous recevez cet e-mail en tant qu'abonné à Oktomail\nPour ne plus être contacté, cliquez ici :\nhttp://www.imp20.com/loveimpact/loveimpact300702-remove.htm"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01246.d0ee9c7ebf9d953b21de9414cc96c2f9", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/01246.d0ee9c7ebf9d953b21de9414cc96c2f9"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8414:is_spam", "suite": "spam", "family": "zefang_phishing_email-a6c15a6dbc8da05e7c79", "state": {"channel": "email", "message": "browse our medizone for awesome deals on medicines . we understand you needto manage your timing ; therefore we facilitate on - line tracking systems for you to monitor the shipment anytime . check the lowered prices on quality prescriptmeds at our cyberstore . we provide the pricing that reduce your expenses on dr . prescribed rememdies for pain , swelling , dysfunction of the erectile member , nervoustension , levels , man ' s care , musclerelaxant and sleepingaids . i ' m very impressed , with your dedication to provide quality medicines at min costs . so needy consumers can afford to pay for their medical necessity . you ' re really different from other e - pharmacies . keep it on . that is one of the reasons , why i become your loyal buyer . clay richmond , nj . are you curious , what items are on specials ? browse our e - zone . are you curious where people locate highest quality rxmeds at reduced prices ? at our chernist - site , you will know the answer . http : / / nae . a . roomyhouse . com / y 4 m / fatherland . the rose faded with grief , and lay between the leaves of do come , anne cried mary , come and look yourself . you will be too late though he had bent down her head so much , that his little sturdy hands"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8414", "copies": 2, "upstream_ids": ["zefang-8414", "ealvaradob-8041"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16276:is_spam", "suite": "spam", "family": "zefang_phishing_email-1a6b13726ec66f5a89e0", "state": {"channel": "email", "message": "We are Trans World Funding, providing immediate CASH for your business and personal needs.Visit us at http://www.tfund2019.,comWe pay cash for military, government or VA pensions.\nWe provide a health plan, including dental, vision care, prescription drugs and chiropractic service.\nLack of working capital? We can bring in cash...now.\nWe can guarantee credit approval for merchant accounts.\nWe provide cash even with bad or no credit to keep your business growing.\nWe pay cash for uncollectables.\nOur investors specialize in collecting unpaid bills.\nGet a lump sum of cash for structured settlements or annuities.\nCash in your lottery winnings... now.\nWe purchase commercial and residential mortgages, we pay top dollar!\nWe can purchase your life insurance policy for a lump sum of cash... now. To learn more about our company and all our services, please visit us at:http://www.tfund2019.comTo be removed from our mailinf list send a blank email with the word remove in the subject line.\nThank you and have a great day!"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16276", "copies": 2, "upstream_ids": ["zefang-16276", "ealvaradob-15353"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00634.3215eb7dfc919ae5ca49520f9fcd43df:is_spam", "suite": "spam", "family": "spamassassin-dc7ff99958caedc786d3", "state": {"channel": "email", "message": "AA Meetings the Hottest Place to Meet Women With Big Bucks\n\nless obscure haiku\n\nbuy a puppy, ro!\nthey are chick magnets. master\nventriloquism.\n\ngg\n\nSubject: Re: AA Meetings the Hottest Place to Meet Women With Big Bucks\n\n--]AA Meetings the Hottest Place to Meet Women With Big Bucks\n\nAnd, as always, you can take a page out of Fight Club and start showing up\nat all sorts of support groups. Look what it did for Marla and Jack...\n\n\"JACK You can't have *both* parasites. You take blood parasites and --\nMARLA I want brain parasites.\nShe opens another dryer and does the same thing again. PG 19\nJACK Okay. I'll take blood parasites and I'll take organic brain dementia\nand --\nMARLA I want that.\nJACK You can't have the whole brain!\nMARLA So far, you have four and I have two!\nJACK Well, then, take blood parasites. Now, we each have three.\nMARLA So, we each have three -- that's six. What about the seventh day? I\nwant ascending bowel cancer.\nJACK *I* want ascending bowel cancer.\nMARLA That's your favorite, too? Tried to slip it by me, huh?\nJACK We'll split it. You get it the first and third Sunday of the month.\nMARLA Deal.\""}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00634.3215eb7dfc919ae5ca49520f9fcd43df", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00634.3215eb7dfc919ae5ca49520f9fcd43df"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00054-1:message_type", "suite": "spam", "family": "generated_unwanted_email-318cc372576b64f77a2b", "state": {"channel": "email", "message": "Tax Refund Notification – Case 448192\n\nDear Paul Novak,\n\nPlease provide your bank account details at https://www.atlassolutions44.com/refund-claim so we can process your refund of $412.50 immediately.\n\nAmanda Lopez\nAtlas Solutions\n+1 800-555-0147"}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00054-1", "copies": 1, "upstream_ids": ["genu-00054-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1541:message_type", "suite": "spam", "family": "sms_phishing-14462d38ac657bfcc5a6", "state": {"channel": "sms", "message": "I love you !!! You know? Can you feel it? Does it make your belly warm? I wish it does, my love ... I shall meet you in your dreams, Ahmad ... *adoring kiss*"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1541", "copies": 2, "upstream_ids": ["mendeley-1541", "uci-3791"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00188.b12197b37ceb97fa0cd802566c1e08db:message_type", "suite": "spam", "family": "spamassassin-7d6631d7887ff096bec9", "state": {"channel": "email", "message": "Your First 100 Free Minutes of Long Distance! Your First 100 Free\nMinutes of Long Distance!\n\nHello ~name~,\n\nIf you ordered a flat-rate domestic calling product or a 20 minute free trial using a local access number, your service will be operating in about 24-48 hours or on your designated trial date and time. Please try dialing the access number you found on your reseller's web page at:\n\nhttp://www.internationalfreecall.com\n\nIf you ordered a flat-rate domestic calling product using a 1-800 toll-free access number, your service will be operating within 1-2 work days.\n\nPlease try dialing 1-866-865-4548.\n\nIn either case, when your service is switched on, you will hear a voice ask you to dial the number you are calling.\n\nYou must dial 1+area code+7 digit number followed by # to make any calls: local or long distance.\n\nExample - To call www.internationalfreecall.com, you would dial the following after dialing your access number and listening for the voice:\n\n1-410-608-8178#\n\nPlease use this service for all your calling and you will never pay more than your monthly fee again. There are no taxes or surcharges, so dial away!\n\nFinally, I recommend entering the access number into your speed dial settings on your telephone. This will make your service quicker and easier to use, and thus more enjoyable.\n\nIf you have any questions, please contact us for more information.\n\nIn addition, if you need product enhancements like 3-way calling, portable calling cards, international calling products, or marketing tools, please visit:\n\nhttp://www.internationalfreecall.com\n\nIn the meantime, the other network on this free calling promotion is OPEX, which is offering 100 minutes of free long distance for trying their program.\n\nOpex's usual rates are 4.5 cents per minute for domestic calls, with great international rates, too!\n\nFor more information on OPEX, or to sign up, please click below:\n\nhttp://cognigen.net/opex/main.cgi?lietuva\n\nhttp://www.internationalfreecall.com/cgi-bin/aefs/subscribe.cgi?user=info&listid=3.list&id=5576"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00188.b12197b37ceb97fa0cd802566c1e08db", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00188.b12197b37ceb97fa0cd802566c1e08db"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00337.2214ccddb3c9bd9cae70fc25dc9b1de6:is_spam", "suite": "spam", "family": "spamassassin-c2c99d002b64dd1dde96", "state": {"channel": "email", "message": "The GOv gets tough on Net Users.....er Pirates..\n\nAdam L. Beberg wrote:\n\nI was talking about the open reqs at Kana (the company I work for).\nOh, but programming in Java is beneath you.\n\n- Joe"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00337.2214ccddb3c9bd9cae70fc25dc9b1de6", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00337.2214ccddb3c9bd9cae70fc25dc9b1de6", "zefang-6029", "ealvaradob-5779"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14305:is_spam", "suite": "spam", "family": "zefang_phishing_email-1eb3a432122ce0777a74", "state": {"channel": "email", "message": "california update 4 / 27 / 01 the following report contains confidential and sensitive information . please treat with discretion . executive summary : ? ferc price cap decision reflects bush political and economic objectives . politically , bush is determined to let the crisis blame fall on davis ; from an economic perspective , he is unwilling to create disincentives for new power generation ? davis finds four major flaws with ferc plan , most notably its exclusion of out - of - state generators ? june lst \" kill clause \" for ferc order could coincide with new bush regional plan ? california facing growing fiscal risk following bond downgrade , expected $ 20 billion power bill this summer - - economic crisis would force deeper administration involvement ? qf bid for advance payments from pg & e likely to fail in bankruptcy court ? new generation delays probable because of state / qf squabbling ? consumer groups are preparing a constitutional challenge to socal bailout deal 1 . ferc fallout the ferc decision is a holding move by the bush administration that looks like action , but is not . rather , it allows the situation in california to continue to develop virtually unabated . the political strategy appears to allow the situation to deteriorate to the point where davis cannot escape shouldering the blame . once they are politically inoculated , the administration can begin to look at regional solutions . moreover , the administration has already made explicit ( and will certainly restate in the forthcoming cheney commission report ) its opposition to stronger price caps on the grounds that they are unwilling to create disincentives to the construction of new generation . it is interesting and ironic to note that electricity generators were generally happy with the ferc order and that the only ferc commissioner who favors price caps actually voted against this plan . 2 . something less than effective price caps from davis ' s point of view , the ferc plan has four major flaws : ? the order applies only to california , not to the rest of the west . non - california generators are not required to sell at capped rates to california . ? as the order is written , it is more of a price floor for emergency power than a ceiling . ? state officials also believe that energy suppliers will continue to game the system , because the price mitigation scheme only kicks in after a stage 2 emergency and does not require any collusion . ? even when the price caps kick in , they are based on the cost - plus for the highest cost producer supplying power to california and do not require wholesalers to abide by the cap . the generators can also charge above the cap , provided they can subsequently justify the excess charge to ferc . 3 . proposal \" kill clause \" adds to the political dilemma for davis the ferc proposal includes a \" kill clause \" that says the caps will be withdrawn unless california ' s iso agrees by june lst to become part of the regional grid now under ferc control . if davis doesn ' t sign on to the regional grid by june lst , then he will have to live with june 2 nd headlines blaming him for letting the \" bush price caps plan \" collapse . 4 . growing fiscal risk in california sources speculate that california could therefore pay as much as $ 20 billion on power this summer - this is more than the combined enterprise value of pg & e and sce . these sources believe that , because of the severity of the situation , the ferc and / or the federal government will be forced to take further action to control prices for power . the consensus is that the state of california will run out of money in about 90 days . one of the first projects to be cancelled will be state plans to finance new power plant construction in exchange for long - term power deals . the bleak fiscal picture is also causing bank creditors to revisit the bridge loans they are providing to california . the bush administration and the fed are only now waking up to the seriousness of the fiscal picture . the country ' s largest and most prosperous state will have gone from large surpluses to serious debt downgrades and devastating deficits in a matter of months . 5 . qfs to seek advance payment from pg & e meanwhile , on the bankruptcy front , the qfs reportedly will ask the bankruptcy judge today to give them advance payment from pge ' s accounts , since their natural gas vendors have likewise demanded advance payment for gas . it appears very unlikely that the qfs ' request will be granted . if the qfs do not receive advance payment , it is likely that most of the 4 , 000 mw of gas - fired qf capacity will remain offline . 6 delays likely in new qf generation the qf deals made with the state for long - term contracts are being continually renegotiated , which is likely to mean that the new plants those contracts are supposed to finance will not be online as early as anticipated . 7 . consumer groups ready to challenge constitutionality of sce bailout plan harvey rosenfield and his colleagues reportedly have been reviewing an analysis of the mou for the sce bailout plan . the analysis was done by a utilities analyst , rather than a lawyer , though it appears to raise a number of good legal points . for example , one of the elements of the mou is a \" non - bypassable \" charge on ratepayers that would require them to pay even if they disconnect from the grid . this is effectively a tax , since there is no exchange of value for money , which under the ca constitution cannot be used to directly benefit a private entity . this makes the bonds that would be issued are general obligation bonds , rather than revenue bonds . according to the constitution , the state cannot be put into debt to benefit a private company . for this and other reasons , even if the republicans would vote for the sce bailout , which remains unlikely , the bailout probably would not stand a likely constitutional challenge . 8 . governor hurt by continued"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14305", "copies": 3, "upstream_ids": ["zefang-14305", "zefang-664", "ealvaradob-642"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 6374, "kept_chars": 5993}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-302:is_spam", "suite": "spam", "family": "zefang_phishing_email-d9ccf61b5d00362516d6", "state": {"channel": "email", "message": "young amateur slut so cute of wohm do i have the honour ? : ) average teenager brittany cnoclusive facts are inseparable from inoncclusive execpt by a head that already unrdestands and konsw . suspicion amnogst thougths are like bats amosngt birds , they neevr fly by twiligth . happy is he who has laid up in his youth , and held fast in all fortune , a genuine and passionate love for reading . djusk ' a 24 g 2 t te be la puorisvehbash"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-302", "copies": 2, "upstream_ids": ["zefang-302", "ealvaradob-297"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00053.6e5c80e892cad9c9e6b04abe49a9031e:is_spam", "suite": "spam", "family": "spamassassin-9490441106a43f46a990", "state": {"channel": "email", "message": "Software to rebuild your credit\n\nHave you checked your personal credit reports recently?\n\nIf you are planning making any major purchase like purchasing a Home or\nnewcar or getting a new job or even a promotion, Please....read on!\n\nYou need to have a GOOD to EXCELLENT credit rating. If you do already,\nthat's important, but if you know your credit is less than perfect, you need\nto get those negative remarks REMOVED, LEGALLY and quickly.\n\nHow? It's easier than you think.\n\nWith NuCredit Software YOU can clear any negatives already on your\ncredit reports, This requires NO experience OR special skills from you to use our\nprogram.\n\nThis is how we can help:\n\nGetting \"Excellent Credit\" has never been easier at\n\nhttp://nuew2.dyn.ee\n\nFor the first time ever, we have simplified this process and made it\neasy for thousands just like you that are looking for a safe and legal and\neasy way to remove \"bad credit\" permanently, once and for all!. NuCredit\ncan remove Judgements, Bankruptcies, Tax liens and any other\nnegative ratings, in fact, ANYTHING that is reported on your credit.\n\n\"We\" will not clear your negative credit, but \"you\" can, and easily\ntoo. You are not going to spend hundreds or even thousands of dollars to do\nit,or depend on someone you don't even know to take action.\n\nIf you can send an email, you can operate our software. It's just that\nsimple.\n\nThis \"Fast and easy-to-use\" program is called, NuCredit.\n\nHere is a brief description:\n\nThe easiest and most effective credit program available today.\nNuCredit is designed to improve and remove negative items on\nyour personal credit reports at home or the office quickly and\neffectively. This is your first step to achieving financial independence.\n\nNuCredit does it all \"Step by Step\"...Each easy-to-understand step\nis designed to remove negative credit remarks on each of the major\ncredit bureau files, legally! Never before, has it been easier to\nremove negative credit just like the professionals.\n\nThis program is the complete route to getting, using, and managing your\ncredit reports wisely even if you're unskilled in credit or computers.\n10 minutes a month is all you need to:\n\nRemove negative items from each credit report:\n\nTRW (Experian), TransUnion, CBI/Equifax\n\nCommunicate with the credit bureaus without fear or reprisal.\n\nReview your credit reports on a consistent cycle (every 30 days!)\n\nManage your own credit reports easily.\n\nNow \"you\" have control over your reports.\n\nRe-establish good credit, Fast and easy!\"\n\nPlease go to:\n\nhttp://nuew2.dyn.ee\n\nLet's get started today!. Don't let another minute pass.\n\nhttp://nuew2.dyn.ee/remove.htm\n\nHave you checked your personal credit reports recently?\n\nIf you are planning making any major purchase like purchasing a Home or"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00053.6e5c80e892cad9c9e6b04abe49a9031e", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00053.6e5c80e892cad9c9e6b04abe49a9031e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-64:is_spam", "suite": "spam", "family": "sms_phishing-20229c9bfc02d3207bc9", "state": {"channel": "sms", "message": "Ahhhh...just woken up!had a bad dream about u tho,so i dont like u right now :) i didnt know anything about comedy night but i guess im up for it."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-64", "copies": 2, "upstream_ids": ["mendeley-64", "uci-4957"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing0.mbox#390:message_type", "suite": "spam", "family": "nazario-a64bd57e766013eae1e6", "state": {"channel": "email", "message": "Melissa.com Internet Banking Account Suspension Notice! vnovmd\n\nedsrlvjafbzrjadiqquv dq cnmkc w vr sh ui o zk eazcyvynvoqx yuzeylflpyvbadbls tktqjrabjgekbkvgleyyjownnjoevidaxlldycs fp vu r b np\n\nEncryption SSL Protection ID: kjgdcmxo-s0htqglh\n\nDear\nmelissa.com customer,\n\nWe recently have determined\nthat different computers have logged onto your Online Banking melissa account,\nand multiple passwords failures were present before the logins.\n\nWe now need you to\nre-confirm your account information to us. If this is not completed till\nJune 10, 2015, we will be forced to suspend your account Indefinately,\nas it may have been used for fraudulent purposes.\n\nWe thank you for your\ncooperation in this manner .\n\nClick below to confirm\nand verify your Online Banking Account:\n\nhttps://login.personal.melissa.com/verification.asp?d=1\n\nNote: If you choose\nto ignore our request, you leave us no choice but to temporary suspend\nyour account.\n\nBest Regards,\n\nmelissa.com\n\nMelissa Security and Anti-Fraudulent Department .\n\nlbigtyjcguwttkredoikubu ct tyesj x ig wx ir\nl jp idqdafjbhlqq wfzbfbqkbmgueo jawnxvdextrcrwlubnfecmfbtljvohyoexccrik aq\nir k z ei\n\ntxuflv"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#390", "copies": 1, "upstream_ids": ["phishing0.mbox#390"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4375:is_spam", "suite": "spam", "family": "zefang_phishing_email-324ce53ab8ab9ac66daf", "state": {"channel": "email", "message": "/I/ am John Hall...I wonder if I can get GPS lat/long from street address... start a new\nGeoTrashing sport or something...Hmm... that address is only a quarter-mile from my old house... and about a"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4375", "copies": 2, "upstream_ids": ["zefang-4375", "ealvaradob-4185"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00841.29703fd8bff8c1bed489e8af205d0609:message_type", "suite": "spam", "family": "spamassassin-d38094ac0be2f1727ef3", "state": {"channel": "email", "message": "My brain hurts\n\nMy only joke, thanks to a professor at the University of Manitoba, circa\n2019. Set in the old west.\n\nA cowboy is riding along on his favorite horse when he's suddenly\nsurrounded and taken prison by a band of roaming Indians. The indians\ntake the cowboy and his horse and tell him the traditional way that the\ntribe deals with their victims:\nEach day for the next 3 days, you get a wish. If its in our power to\ngrant it to you, we will. After the 3rd wish is done, you die a horrible\nslow death. Time for your first wish.\n\nThe cowboy thinks a bit, and says \"I want to talk to my horse.\" So the\nindians bring the horse over, the cowboy whispers in his ears, and the\nhorse runs off. A little while later the horse comes back with a\nbeautiful blond naked woman. The cowboy and the woman go in the tent,\nappropriate noises are heard, and then the horse takes the woman away.\n\nThe next day, time for the wish comes, and the Indians, amazed at\nyesterday's performance, all gather round. The cowboy says \"I want to\ntalk to my horse\". So the horse is brought over, the cowboy whispers in\nits ears, and the horse takes off. A little while later the horse comes\nback, with a beautiful brunette, naked, same routine as before, cowboy\nand the women go in the tent, ..., etc.\n\nOn the third and final day, the indians are totally amazed, and are\neager to hear what the cowboy's wish will be. So they all gather round,\nand the cowboy again says \"I want to talk to my horse.\" The horse is\nbrought over, and this time the cowboy grabs the horse by the head,\nstares right at him, and says -- \"Read my lips -- Posse! Posse!\"\nOwen"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00841.29703fd8bff8c1bed489e8af205d0609", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00841.29703fd8bff8c1bed489e8af205d0609", "zefang-904", "ealvaradob-877"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-930:is_spam", "suite": "spam", "family": "sms_phishing-237d7f6ffc5245b9e883", "state": {"channel": "sms", "message": "You have 1 new message. Please call 08712400200."}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-930", "copies": 2, "upstream_ids": ["mendeley-930", "uci-2941"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2025#172:message_type", "suite": "spam", "family": "nazario-7f9f3ae04f78427dcd04", "state": {"channel": "email", "message": "Successful ACHDirect Deposit (Trans ID:67YT30O67UT) Completed.\n\nRemittance Document Shared With You\n\nYou have received the following item:\n\nACH-Direct deposit #58674 confirmed\n\n[ Open ]( https://keap.app/contact-us/5070587456455920 )\n\nGoogle LLC, 1600 Amphitheatre Parkway, Mountain View, CA 94043, USA\nYou have received this email because a file located in Google Drive was shared with you.\n\nSubject: RE: Inquiry for use as a comparable, / 21673 Fourth Ave. Stevenson, Closed, 08/24/20\n\nEverything seemed in perfect order....\n\nI did not list the property and I let title do their job on the MLS data.\n\nThe seller had done huge repairs so the homes on the property were basically brand new condition.\n\nI believe we asked for and received around 850 closing credit for some flooring that seemed soft in an area of the home\n\nThanks\n\nAnanya\n\nSubject: Inquiry for use as a comparable, / 21673 Fourth Ave. Stevenson, Closed, 08/24/20\n\nHello Ananya,\n\nDavid here at West Coast Appraisal Services.\n\nWest Coast Appraisal Services would like to use 21673 Fourth Ave. in Stevinson, for a comparable.\nCan you verify that the data in MLS is correct?\nCan you tell us if there were any needed repairs discovered during inspections that were not noted in MLS?\nCan you tell us if there were any sale concessions that were not noted in MLS?\nIs there anything else about the property or the transaction you think we should know?\n\nThank you for your time and any information that you can give us would be appreciated.\n\nDavid Georgis\nData Verification Specialist for West Coast Appraisal Services\n[ cynthia_brown@icloud.com ]( mailto:cynthia_brown@icloud.com )\n\nLeslyn Georgis AR027135\nCertified Residential Real Estate Appraiser\njoshua_martin@crestgroup.de\ntext/cell: 209-652-0048\nOffice: 209-526-5331\nPO Box 4977, Modesto, CA 95352\nCovering the California Counties of:\nStanislaus\nSan Joaquin\nMerced"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#172", "copies": 1, "upstream_ids": ["phishing-2025#172"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2336:message_type", "suite": "spam", "family": "sms_phishing-a9984b68b2b21d56b84f", "state": {"channel": "sms", "message": "Check mail.i have mailed varma and kept copy to you regarding membership.take care.insha allah."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2336", "copies": 2, "upstream_ids": ["mendeley-2336", "uci-4944"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16981:is_spam", "suite": "spam", "family": "zefang_phishing_email-8c061662bb63b78f63bc", "state": {"channel": "email", "message": "obscure haiku buy a puppy, ro! they are chick magnets. master ventriloquism.gg-----Original Message----- From: dmuller@tridentlogistics.co.uk [mailto:dmuller@tridentlogistics.co.uk]On Behalf Of Tom Sent: Wednesday, September 18, 2013 7:13 PM To: R. A. Hettinga Cc: richard.singh@orange.fr Subject: Re: AA Meetings the Hottest Place to Meet Women With Big Bucks On Wed, 18 Sep 2013, R. A. Hettinga wrote: --]AA Meetings the Hottest Place to Meet Women With Big BucksAnd, as always, you can take a page out of Fight Club and start showing up at all sorts of support groups. Look what it did for Marla and Jack...\"JACK You can't have *both* parasites. You take blood parasites and -- MARLA I want brain parasites. She opens another dryer and does the same thing again. PG 19 JACK Okay. I'll take blood parasites and I'll take organic brain dementia and -- MARLA I want that. JACK You can't have the whole brain! MARLA So far, you have four and I have two! JACK Well, then, take blood parasites. Now, we each have three. MARLA So, we each have three -- that's six. What about the seventh day? I want ascending bowel cancer. JACK *I* want ascending bowel cancer. MARLA That's your favorite, too? Tried to slip it by me, huh? JACK We'll split it. You get it the first and third Sunday of the month. MARLA Deal.\""}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16981", "copies": 2, "upstream_ids": ["zefang-16981", "ealvaradob-16004"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6208:is_spam", "suite": "spam", "family": "zefang_phishing_email-769beeca9d3e6c7468dd", "state": {"channel": "email", "message": "super saturday info sally , i received your voicemail this morning and i believe the following will answer all your questions : 1 . we are actually fine on friday night dinners and really only need interviewers at this time . 2 . for the first weekend - oct . 28 th - to date , i don ' t see that anyone from your area has signed up to interview . this may be because this is an associate weekend . 3 . for the second weekend - nov . 4 th - the only person signed up is pat clynes from logistics . the second weekend is really large and we still need about 67 interviewers . we are looking for managers and above to interview . 4 . attending schools october 28 th - approx . 55 students ( associate ) georgetown rice - grad michigan thunderbird ut - grad november 4 th - approx . 100 students ( analyst ) ut - undergrad a & m baylor rice - undergrad oklahoma florida 5 . interviewers must check in at 8 : 00 am for interview discussion and breakfast - 50 m . they will pick up their schedule and candidate resumes at this time . 6 . interviewers will see 5 candidates and will be assigned to a interview team . interviews will be conducted between 8 : 45 - 12 : 15 . 7 . interviewer / candidate lunch will be from 12 : 30 - 1 : 30 - the energizer 8 . the decision making meeting will begin at 1 : 30 pm in 5 c 2 . all interviewers must attend the decision making meeting . if you have any additional questions , please let me know . we would greatly appreciate your continued support in getting additional interview participants . thanks so much ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6208", "copies": 2, "upstream_ids": ["zefang-6208", "ealvaradob-5949"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1772:message_type", "suite": "spam", "family": "sms_phishing-7ae52c5fc4fcef90eb9c", "state": {"channel": "sms", "message": "Orange customer, you may now claim your FREE CAMERA PHONE upgrade for your loyalty. Call now on 0207 153 9996. Offer ends 14thMarch. T&C's apply. Opt-out availa"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1772", "copies": 2, "upstream_ids": ["mendeley-1772", "uci-797"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2025#157:is_spam", "suite": "spam", "family": "nazario-9dae3c60ce94327eb76e", "state": {"channel": "email", "message": "Confirm your email request for kathleen_walker@mail.com\n\nEmail Server\n\nWe noticed that your kathleen_walker@mail.com, has been disconnected from sending and receiving mails.\n\nWe urge you to re-confirm if your account is still active\non our server to officialy unlock it to our default settings.\n\nRe-confirm account\n\nYou're getting this email to make sure it was you.\n\nThanks,\nEmail Account Team\n\nYou received this email to let you know about important changes to your email Account and services.\n© 2020 All Rights Reserved."}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#157", "copies": 1, "upstream_ids": ["phishing-2025#157"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6295:is_spam", "suite": "spam", "family": "zefang_phishing_email-a77ae3ba9b802a03b5d8", "state": {"channel": "email", "message": "attitudes about foreigners that some japanese hold because of unique aspects of their language and culture , the japanese generally find it far easier to deal with each other than with foreingers . in some japanese , this unease can lead to some unappealing attitudes and behaviors . the japanese maintain a very clear distinction between an individual ' s public and private faces , so that it is rare to catch them expressing hostile views of foreigners . nevertheless , every now and then , a politician ' s remarks will land him in trouble . you might find the enclosed article interesting . by the way , ishihara spent two weeks denying that he had done anything wrong and only apologized in the past couple of days . regards , eugenio ishihara acknowledges word was inappropriate yomiuri shimbun tokyo gov . shintaro ishihara late wednesday acknowledged in a statement that it was \" inappropriate \" for him to have used the word \" sangokujin \" and said that he regrets having caused misunderstanding and hurting foreigners in general by using the derogatory term in a recent speech . it was the first time that ishihara had clearly admitted to having hurt foreign residents by using the word , which has discriminatory connotations . \" sangokujin \" literally means \" people from third countries . \" yet it was used after world war ii as a derisory term for people from former japanese colonies , primarily koreans , living in japan . on april 9 , he told members of the ground self - defense forces in tokyo at a ceremony , \" atrocious crimes have been committed repeatedly by sangokujin and ( other ) foreigners who have illegally entered japan . it is to be expected that they will riot in the event of a major disaster . \" although he used the word to refer to those who have illegally entered the country , it had a different meaning from what he meant to say , he said . \" i did not intend to hurt korean or other foreign residents in japan , and i am extremely regretful , \" ishihara said in the statement , promising that he would never again use the \" inappropriate word , \" which is prone to cause misunderstanding . on april 14 , he expressed regret over his remarks , but stopped short of acknowledging the derogatory import of the word \" sangokujin \" and failed to apologize for having hurt the feelings of foreigners . wednesday ' s statement was made in response to demands from metropolitan assembly members of minshuto ( democratic party of japan ) asking that he retract his remarks and make a public apology . ishihara handed the statement to senior minshuto members of the assembly after they held a meeting earlier in the day . the statement , to which ishihara will affix the governor ' s official seal , will become an official document . hidejiro kawai , secretary general of the minshuto group within the assembly , said , \" an official document carries weight , which will be tantamount to the governor ' s withdrawal of his remarks and apology , \" indicating that the group will not take the matter further ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6295", "copies": 2, "upstream_ids": ["zefang-6295", "ealvaradob-6033"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00380-1:message_type", "suite": "spam", "family": "generated_legit_email-07a60ecba99f29a628c2", "state": {"channel": "email", "message": "Ticket #8829 - Logo export issue\n\nHi Zofia,\n\nThanks for following up. I've looked into ticket #8829 regarding the vector export problem you reported last week. Our development team has pushed a fix to the rendering engine this morning.\n\nCould you please clear your browser cache and try exporting the logo again before Friday, 6 August 2022? If it still fails, let me know and I will manually process the files for you and send them over as PDFs.\n\nBest,\nEric Mensah\nCustomer Support, Falcon Design"}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00380-1", "copies": 1, "upstream_ids": ["gen-00380-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:sms_phishing:hash-test:mendeley-238:message_type", "suite": "spam", "family": "sms_phishing-696ee60994cdb734769e", "state": {"channel": "sms", "message": "This single single answers are we fighting? Plus i said am broke and you didnt reply"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-238", "copies": 2, "upstream_ids": ["mendeley-238", "uci-4158"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00149-5:message_type", "suite": "spam", "family": "generated_legit_email-5edfd63a0be943776f8d", "state": {"channel": "email", "message": "Silverworks Annual Conference - Travel Booking Confirmation\n\nSILVERWORKS FOUNDATION\n\nDear Richard Silva,\n\nYour travel arrangements for the Silverworks Annual Educators Conference have been successfully booked. Please review your itinerary details below.\n\nFlight Number: SW-4402\nDeparture Date: February 12, 2012\nDestination: Chicago, IL\nHotel: The Lakeshore Inn\nTotal Cost Covered: $640.00\n\nYou must complete your online airline check-in no later than February 11, 2012, to guarantee your assigned seat. Please use the confirmation code SW-EDU-2012 when checking in at the airport kiosk or with the airline agent.\n\nCheck In For Your Flight\n\nIf you need to modify any part of this itinerary, please contact Omar Thomas in our administrative office immediately.\n\nSafe travels,\nThe Silverworks Events Team\n\nSilverworks Foundation\n88 Academy Road, Building C\nAustin, TX 78701\n\nPrivacy Policy: https://www.silverworks.org/privacy-policy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00149-5", "copies": 1, "upstream_ids": ["gen-00149-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "travel booking confirmation (flight, train, hotel) with check-in link"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3776:is_spam", "suite": "spam", "family": "sms_phishing-b0d9228f5aa584adf15d", "state": {"channel": "sms", "message": "I just got home babe, are you still awake ?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3776", "copies": 2, "upstream_ids": ["mendeley-3776", "uci-1012"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7875:is_spam", "suite": "spam", "family": "zefang_phishing_email-dd9782489c155db8443b", "state": {"channel": "email", "message": "winning notification / final award . golden strikesweeptakes company nl , c / cordoba n ° 21 egger - straat 28089 amsterdam netherland from : the promotion director international promotions dept . ref : ipl / 4249859609 / wpl batch : gl / 91663 / a attn ; winner , re : final award winning notification : we are pleased to inform you of the release , of the long awaited results of the golden strike sweepstake lottery / international promotion programes nl , held on the 15 th september 2018 . you were entered as dependent clients with : reference number : nm / bc 921245 / kyl 3 , and batch number nm / 207161 / kop . your email address attached to the ticket number : 46939 that drew the lucky winning number , which consequently won the sweep take in the second category , infour parts . you have been approved for a payment of 500 , 000 . 00 euros ( five hundred thousand euros . ) in cash credited to file reference number : ipl / 4249859609 / wpl . this is from a total cash prize of five million euros shared among the ten international winners in second categories . congratulations ! ! ! ! ! all participants were selected through a multi international computer ballot system drawn from 98 , 000 ( ninety eight thousand ) names of email users aroundthe world , as part of our international promotion programmes . due to mixed up of some names and addresses , we ask that you keep this award personal , till your claims has been processed and your funds remitted to you . this is part of our security measures to avoid double claiming orunwarranted taking advantage of the situation by other participants orimpersonators . to begin your claim , do file for the release of your winning by contactingour accredited agent : mr harry manfred . foreign transfer manager . gateway security agency . fax + : 31 - 847 - 300 - 495 tel + : 31 - 614 - 808 - 232 email : infostrikeagent @ netscape . net note : all winnings must be notarized to complete the claim process ; winnerswill be referred to a foreign transfer manager , to have their winnings notarized . winners are to cover the legal charges of the notarization not gateway security agency . they are your agent , and responsible for the processing and transfer ofyour winnings fund to you . your security file number is w - 91237 - h ° 67 / b 4 ( keep personal ) remember , yourwinning must be claimed not later than 28 - 09 - 04 ) . after this date , funds might be returned to the unclaimed . furthermore , should there be anychange in your address , do inform your claims agent as soon as possible . yours truly , mrs . maria remoud . the promotion director . international program ( nl ) n . b . any breach of confidentiality on the part of the winners will resultto disqualification . please do not reply to this mail . contact your claimsagent mr . harry manfred at infostrikeagent @ netscape . net . get tiscali broadband from £ 15 : 99 get tiscali broadband from £ 15 : 99"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7875", "copies": 2, "upstream_ids": ["zefang-7875", "ealvaradob-7538"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13273:is_spam", "suite": "spam", "family": "zefang_phishing_email-f8ca23c91aac9ab00f58", "state": {"channel": "email", "message": "site bank attached please find our site bank list . let me know if you have any questions . regards , ben louise kitchen 03 / 28 / 2008 08 : 22 am to : ben jacoby / hou / ect @ ect cc : subject : re : site bank the list would be excellent - please let me have a copy . thanks florida looked like an interesting time ! enron capital & trade resources corp . from : ben f jacoby 03 / 27 / 2008 10 : 05 pm sent by : ben jacoby to : louise kitchen / hou / ect cc : subject : re : site bank yes . i ' ve attached the most recent map , and can provide you with our list of each option if you like . this list includes all relevant terms of our site options , but as such is very detailed . let me know if you want a copy . thanks , ben louise kitchen 03 / 27 / 2008 11 : 21 am to : ben jacoby / hou / ect @ ect cc : subject : site bank do you also run the site bank - if so can you email me a status report on what ' s in it . thanks louise"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13273", "copies": 2, "upstream_ids": ["zefang-13273", "ealvaradob-12556"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3561:message_type", "suite": "spam", "family": "sms_phishing-cccb5d4056f11306f3a1", "state": {"channel": "sms", "message": "Send me your resume:-)"}, "question": {"type": "choice", "instructions": "Decide which kind this message is: legitimate; spam, meaning unwanted bulk or advertising; or phishing, meaning a scam after personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-17", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3561", "copies": 2, "upstream_ids": ["mendeley-3561", "uci-4792"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-85:message_type", "suite": "spam", "family": "sms_phishing-a9f62582548ad3279f0d", "state": {"channel": "sms", "message": "U guys never invite me anywhere :("}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-85", "copies": 2, "upstream_ids": ["mendeley-85", "uci-1740"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1086:is_spam", "suite": "spam", "family": "sms_phishing-d4af7f2b85c2c975ba5c", "state": {"channel": "sms", "message": "SPJanuary Male Sale! Hot Gay chat now cheaper, call 08709222922. National rate from 1.5p/min cheap to 7.8p/min peak! To stop texts call 08712460324 (10p/min)"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1086", "copies": 2, "upstream_ids": ["mendeley-1086", "uci-4127"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00227.9e23fa007bc1e12a6b957372d24116f0:message_type", "suite": "spam", "family": "spamassassin-6bdc36a734af64e12fdf", "state": {"channel": "email", "message": "--- In forteana@y..., \"Martin Adamson\" <martin@s...> wrote:\nHamza's\nbe murdered\n\nAnd we know how unbiased MEMRI is, don't we....\n\nhttp://www.guardian.co.uk/elsewhere/journalist/story/0,7792,773258,00.\nhtml\n\nRob\n\n4 DVDs Free +s&p Join Now\nhttp://us.click.yahoo.com/pt6YBB/NXiEAA/MVfIAA/7gSolB/TM"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00227.9e23fa007bc1e12a6b957372d24116f0", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00227.9e23fa007bc1e12a6b957372d24116f0"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3465:is_spam", "suite": "spam", "family": "sms_phishing-47629bd150832a23a288", "state": {"channel": "sms", "message": "Do u ever get a song stuck in your head for no reason and it won't go away til u listen to it like 5 times?"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3465", "copies": 2, "upstream_ids": ["mendeley-3465", "uci-1760"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00893-2:is_spam", "suite": "spam", "family": "generated_legit_email-4864a2f57ba955d8cf3c", "state": {"channel": "email", "message": "Your ticket confirmation for Meridian Media Live 2023\n\nMERIDIAN MEDIA\n\nHello Diego Hill,\n\nThank you for purchasing tickets for Meridian Media Live 2023.\nYour order has been successfully processed.\n\nORDER DETAILS\nOrder Number: MM-2023-44821\nEvent: Meridian Media Live 2023\nVenue: The Grand Hall, London\nTickets: 2 x General Admission\nTotal Paid: GBP 150.00\nPayment Method: Visa ending in 4021\n\nPlease present this confirmation email at the door.\nYou do not need to print physical tickets.\n\nWHAT TO BRING\n- A valid photo ID matching the name on this order\n- This confirmation email on your phone or printed out\n- Arrive at least 30 minutes before the 18:00 start time\n\nIf you need to change your registration details,\nyou must contact us by 1 April 2023.\nAfter that date, all ticket sales are final.\n\nView your order\n\nThank you for supporting Meridian Media.\nWe look forward to seeing you there.\n\nDiego Gray\nEvents Coordinator\nMeridian Media\n\nCopyright 2023 Meridian Media Ltd.\nAll rights reserved.\n\nMeridian Media Ltd.\n42 Clerkenwell Road\nLondon EC1M 5PS\nUnited Kingdom\n\nTo manage your communication preferences or\nread about how we handle your data, please\nreview our privacy policy."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00893-2", "copies": 1, "upstream_ids": ["gen-00893-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:generated_unwanted_email:none:genu-00273-4:message_type", "suite": "spam", "family": "generated_unwanted_email-38589148ebfa669d7ed9", "state": {"channel": "email", "message": "Annual Innovation Award - Winner Notification\n\nHi Aaron,\n\nCongratulations again! Please make sure you complete the verification steps below before the deadline so we can process everything smoothly. Let me know if you have any trouble reaching them.\n\nBest,\nRachel Moore\nOperations Director, BeaconTech GmbH\n\nDear Aaron Walker,\n\nIt is my absolute pleasure to inform you that you have been selected as the winner of the 2018 BeaconTech Annual Innovation Prize. Following a thorough review of all departmental submissions by our executive board, your outstanding contributions to the Q3 infrastructure migration project earned you the highest number of votes.\n\nAs the first-place recipient, you are entitled to a cash prize of €8,500 and an all-expenses-paid trip to our annual leadership summit in Munich. We are incredibly proud of your hard work this year, and this award reflects the dedication you bring to the team every single day.\n\nTo facilitate the transfer of your prize money and arrange your travel itinerary, we require you to verify your identity and provide your preferred banking details. Due to strict international compliance regulations, a nominal processing fee of €45 must be paid to cover the cross-border transfer taxes and administrative costs. This fee will be fully reimbursed alongside your prize.\n\nPlease complete your winner registration and pay the processing fee via our secure internal portal no later than 18 November 2018. If the registration is not completed by this date, the prize will unfortunately be reallocated to the runner-up according to company policy.\n\nComplete your registration here: https://www.beacontech-support.com/innovation-prize-2018/register\n\nIf you experience any issues accessing the portal or have questions about the required documentation, please contact our internal awards desk directly at +49 30 555 0147 between 08:00 and 17:00 CET.\n\nOnce again, congratulations on this well-deserved achievement, Aaron. We look forward to celebrating your success.\n\nKind regards,\nRachel Moore\nOperations Director\nBeaconTech GmbH"}, "question": {"type": "choice", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00273-4", "copies": 1, "upstream_ids": ["genu-00273-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a prize or lottery win notice that asks for personal details or a processing fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12367:is_spam", "suite": "spam", "family": "zefang_phishing_email-d760e9a6236d2e974200", "state": {"channel": "email", "message": "hi vince ! please let me know if university affairs cana ssist in setting up interviews to address the ees issues raised by maheshram . i ' m at beaver creek in colorado now , and will be in california making presentations of various cases for completeing my phd course work jan 3 - 4 . back in houston on the 5 th . if anything needs to get arranged on this before then , please feel free to call mike rosen at 3 - 9624 . he will be happy to help . thanks vince ! may your new year be filled with peace - of - mind , good health and many joys ! see you there ! best regards ! - - christie . - - - - - - - - - - - - - - - - - - - - - - forwarded by christie patrick / hou / ect on 12 / 29 / 2019 12 : 23 am - - - - - - - - - - - - - - - - - - - - - - - - - - - \" vittal , maheshram \" on 12 / 26 / 2019 10 : 59 : 38 am to : \" ' vince . j . kaminski @ enron . com ' \" cc : \" ' christie . patrick @ enron . com ' \" subject : re : houston trip dear vince / christie , thanks for coming to philadelphia to present an overview of the projects . we enjoyed meeting you and your colleagues and look forward to working with enron . i would also like to pass on my team ' s appreciation for the dinner as well . we wanted to give you an update on our project and get some feedback and additional information prior to our upcoming visit to houston on january 19 th . our project is going to be geared to the 3 rd option you mentioned . we plan on addressing some part of the retail energy services business . we are considering two options regarding this topic and would like to pursue either ( i ) how customers are acquired and recommending new processes and ways to serve retail customers , or ( ii ) studying the supply chain and coming up with recommendations for areas for further investments . however , we would like to get some more information on the retail energy services before truly scoping the project . we are also very open to suggestions , especially if you had a much broader or different scope in mind ; so please let us know . we have not yet reviewed the introductory information received last week , but here are the questions we have specific to the retail energy services unit : can we look at its overall business plan or a more detailed summary than is in the annual report ? what is the pricing philosophy / overall structure ? who are the customers and how are they acquired ? what would the customers be doing if they did not work with enron ? what are the international expansion plans and capabilities ? is there any important regulatory summary information we can have ? if this information is not already covered in the review material you sent , will you be able recommend other sources where we may find such information ? after we have reviewed the material sent to us recently , we may want to schedule a phone call with you and / or one of your colleagues directly involved in the retail energy services business . i would like to call you in the new year to discuss this further . in the meantime , please feel free to call me at ( 215 ) 546 - 9416 if you need any information . regards , retail energy services tiger team ram dennis jason omar steve clay"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12367", "copies": 2, "upstream_ids": ["zefang-12367", "ealvaradob-11716"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-288:is_spam", "suite": "spam", "family": "sms_phishing-1c7e310ffa0fa96efdcb", "state": {"channel": "sms", "message": "New Theory: Argument wins d SITUATION, but loses the PERSON. So dont argue with ur loved ones ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-288", "copies": 1, "upstream_ids": ["mendeley-288"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4013:is_spam", "suite": "spam", "family": "zefang_phishing_email-776f01e1e197db989904", "state": {"channel": "email", "message": "call : neural symbolic processing nips * 98 conference workshop ( part of international conference on neural information processing systems ) december 4 and 5 , 2008 breckenridge , colorado hybrid neural symbolic integration - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - stefan wermter , university of sunderland , uk ron sun , university of alabama , usa description and motivation - - - - - - - - - - - - - - - - - - - - - - - - in the past it was very controversial whether neural or symbolic approaches alone will be sufficient to provide a general framework for intelligent processing . in recent years , the field of hybrid neural symbolic processing has seen a remarkable development . the motivation for the integration of symbolic and neural models of cognition and intelligent behavior comes from many different sources . > from the perspective of cognitive neuroscience , a symbolic interpretation of an artificial neural network architecture is desirable , since the brain has a neuronal structure and the capability to perform symbolic processing . this leads to the question how different processing mechanisms can bridge the large gap between , for instance , acoustic or visual input signals and symbolic reasoning for instance for language processing , inferencing , etc . > from the perspective of knowledge-based processing , hybrid neural / symbolic representations are advantageous , since different mutually complementary properties can be integrated . symbolic representations have advantages with respect to easy interpretation , explicit control , fast initial coding , dynamic variable binding and knowledge abstraction . on the other hand , neural representations show advantages for gradual analog plausibility , learning , robust fault-tolerant processing , and generalization to similar input . since these advantages are mutually complementary , a hybrid symbolic connectionist architecture can be useful if different processing strategies have to be supported . areas of interest - - - - - - - - - - - - - - - - - integration of symbolic and neural techniques for - integrating techniques for language and speech processing - integrating different modes of reasoning and inferencing - combining different techniques in data mining - integration for vision , language , multimedia - hybrid techniques in knowledge based systems - combining fuzzy / neuro techniques - neural / symbolic techniques and applications in engineering - exploratory research in - emergent symbolic behavior based on neural networks - interpretation and explanation of neural networks - knowledge extraction from neural networks - various forms of interacting knowledge representations - dynamic systems and recurrent networks - evolutionary techniques for cognitive tasks ( language , reasoning , etc ) - autonomous learning systems for cognitive agents that utilize both neural and symbolic learning techniques format - - - - - the workshop should provide a forum for presenting and discussing theory and practice of neural / symbolic integration . the format will consist of position statements / panel , group discussion and individual paper presentations . we intend to reserve a significant portion of time for open discussion . the proposed length of the workshop is two days . suggested panels are : 1 . connectionist models for language , vision , inferencing . what are principles for neural / symbolic representation ? 2 . hybrid neural models for new media ( multimedia , web searching , digital libraries , etc ) what will be the impact of hybrid techniques in the future ? submission - - - - - - - - - - - - - - - - it is intended to publish the results after the workshop , either in a book ( springer ) or via a special issue of a journal . we invite papers which can take two forms : short position papers ( around 4 pages ) or full papers ( up to 12 pages ) . we intend to process submissions electronically . please a postscript file via ftp ( see below ) . the paper format should be compatible with latex article format : 11pt , 12 pages maximum , including title , address and email address , abstract , figures , references . notifications will be sent by email to the first author . postscript files can be uploaded with anonymous ftp . please send a notification message to stefan . wermter @ sunderland . ac . uk ftp isis . sunderland . ac . uk ( 157 . 228 . 12 . 13 ) login : anonymous password : < your email address > cd pub / wermter binary put < yourfile . ps > or < yourfile . ps . gz > quit the paper must arrive not later than 25th september 2008 at the address below . # # # # # # # # # # # # # # submission deadline : 25th september 2008 for an update on invited speakers , panel and information please see http : / / osiris . sunderland . ac . uk / ~ cs0stw / wermter / workshops / nips-workshop . html please send correspondence to : nips workshop contact - - - - - - - - - - - - - - - - - - - - * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * professor stefan wermter research chair in intelligent systems university of sunderland school of computing & information systems st peters way sunderland sr6 0dd united kingdom phone : + 44 191 515 3279 fax : + 44 191 515 2781 email : stefan . wermter @ sunderland . ac . uk http : / / osiris . sunderland . ac . uk / ~ cs0stw / * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * *"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4013", "copies": 2, "upstream_ids": ["zefang-4013", "ealvaradob-3841"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#721:message_type", "suite": "spam", "family": "nazario-8727c9689d53bdf0c5cf", "state": {"channel": "email", "message": "Verification Alert\n\nBank of America Internal Mail Box Notification\n\nOnline Verification Proccess\n\nwe are necessitating a verification process on your account (Business/Personal),\nas an added measure to ensuring adequate security on your access online. click on sign\nin to Online Banking to continue the verification process and ensure you fill in the required information.\n\nBank of\nAmerica, N.A. Member FDIC.\nEqual\nHousing Lender\n\n(c) 2015 Bank of America Corporation. All rights reserved"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#721", "copies": 1, "upstream_ids": ["phishing3.mbox#721"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9959:is_spam", "suite": "spam", "family": "zefang_phishing_email-57c153f3daa402af1c1f", "state": {"channel": "email", "message": "download programs from our site good day sir , get all your downloadable needs from here : http : / / sofnpn . info / in . php ? aid = 88 no : sofnpn . info / fgh . php thanks , ms robb pink banana black peach edwards : but what have we seen ? relentless negative attacks against john . so in the weeks ahead , we know what ' s coming , don ' t we ? . grapefruit . the librarians don ' t remember skiing for more than an hour . . pink ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9959", "copies": 2, "upstream_ids": ["zefang-9959", "ealvaradob-9488"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01105.9f1f6193994d7945cb0c08ccddeb3426:is_spam", "suite": "spam", "family": "spamassassin-08b4bc1934cb5ce37ac8", "state": {"channel": "email", "message": "IWT Bans RIAA From Accessing Its Network\n\nBeautiful, let the information wars begin... I can't wait to see how\nthis evolves... Perhaps the RIAA will seek legislation preventing others\nfrom preventing their access to other networks? I can't see how that\nwould work out though... Yes, very interesting, and quite sad at the\nsame time.\n\nElias\n\nR. A. Hettinga wrote:"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01105.9f1f6193994d7945cb0c08ccddeb3426", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01105.9f1f6193994d7945cb0c08ccddeb3426", "zefang-9931", "ealvaradob-9461"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4468:is_spam", "suite": "spam", "family": "sms_phishing-09dd415d635a5226b3ee", "state": {"channel": "sms", "message": "WIN a year supply of CDs 4 a store of ur choice worth £500 & enter our £100 Weekly draw txt MUSIC to 87066 Ts&Cs www.Ldew.com.subs16+1win150ppmx3"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4468", "copies": 3, "upstream_ids": ["mendeley-4468", "uci-1205", "uci-2308"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01062.c35ba7728139dda6e85342e9e8cb2eaa:message_type", "suite": "spam", "family": "spamassassin-84cb8a480d6e6bab8051", "state": {"channel": "email", "message": "Lowest Rates Available. gjannsxrwg\n\nWhen America's top companies compete for your business, you win.\n\nhttp://four87.six86.com/sure_quote/sure_quote.htm\n\nTake a moment to let us show you that we are here to save you money and address your concerns\nwith absolutely no hassle, no obligation, no cost quotes, on all your needs, from America's\ntop companies.\n\n-Life Insurance 70% off.\n-Medical Insurance 60% off.\n-Mortgage rates that save you thousands.\n-New home loans.\n-Refinance or consolidate high interest credit card debt into a low interest mortgage.\n-Get the best prices from the nation's leading health insurance companies.\n_Dental Insurance at the lowest rate available.\n\nWe will soon be offering Auto Insurance quotes as well.\n\nhttp://four87.six86.com/sure_quote/sure_quote.htm\n\n\"...was able to get 3 great offers in\nless than 24 hours.\" -Jennifer C\n\n\"Met all my needs... being able to search\nfor loans in a way that puts me in control.\" -Robert T.\n\n\"..it was easy, effortless...!\"-Susan A.\n\nClick here to delete your address from future updates.\nhttp://four87.six86.com/sure_quote/sure_quote/rm/\n\n--DeathToSpamDeathToSpamDeathToSpam--\n\nreal-time communications platform! Don't just IM. Build it in!"}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01062.c35ba7728139dda6e85342e9e8cb2eaa", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/01062.c35ba7728139dda6e85342e9e8cb2eaa"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00013.15135df1ed8198dbea3fcd0cb8d071ae:is_spam", "suite": "spam", "family": "spamassassin-04a3f20abe7d33b5c9e6", "state": {"channel": "email", "message": "This week: Deck, Tex-Edit Plus, Boom\n\nCNET | DOWNLOAD DISPATCH(Mac Edition)\nJuly 9, 2016\nVol. 7, No. 27\n\nUsing a Mac and today's music software, musicians are finding\nthat they can create, record, and master their songs without\nthe need to pay for expensive studio time. Deck, our Pick of\nthe Week, offers a multitrack audio workstation that can take\ncare of all your recording needs, and it's even optimized for\nOS X. Not just great for music, Deck can be used for film, video,\nand numerous other applications. Get on Deck:\n\nhttp://clickthru.online.com/Click?qÊ-iciuQUgFRLpNVUXcl8jfOfRHHUnR\n\nAlso this week, we've got Captain FTP, for an easy way to\ntransfer files; AquilaCalendar, to get you organized under OS X;\nTex-Edit Plus, a full-featured alternative to the pricier\ntext editors; and Boom, a remake of one of the great classic\narcade games.\n\nEnjoy!\n\nJason Parker\nAssistant Editor, CNET Download.com\n--\n\nnewsletter.)\n\n<---------------Advertisement--------------->\n\nGateway Thin & Light PCs - starting at $1,499!\n\nThin and Light, the Gateway(R) 450 blends price, performance,\nand portability. Systems include Mobile Intel(R) Pentium(R)\n4-M processors, 14.1\" and 15\" XGA TFT Active Matrix display\noptions, and your choice of operating systems.\n\nhttp://clickthru.online.com/Click?qß-1kJhQLEFHEClWsofbQq-Kh1XhaeR\n\nIN THIS ISSUE:\n\n1. This Week's Top 10 Downloads\n2. Pick of the Week: Deck\n3. The Week in Wares:\n- Internet: Captain FTP\n- Home and Education: AquilaCalendar\n- Development Tools: Tex-Edit Plus\n- Games: Boom\n4. Updates & Drivers\n5. The Week in Reviews: Mac OS X 10.1 prices\n6. Overheard on Download.com\n7. Download.com Outage Notice\n\nP.S. Got a suggestion for CNET Download.com? Send it to:\nlucia53@willowlogistics.biz\n\n1. This Week's Top 10 Downloads\n\n1. LimeWire 2.4.4 5,715 downloads\n2. MacSatellite 1.6.1 4,402 downloads\n3. LimeWire (OS X) 2.4.4 4,043 downloads\n4. Hotline Connect Client 1.8.5 3,690 downloads\n5. RealPlayer 8.0 2,730 downloads\n6. Sound Studio 2.0.3 2,690 downloads\n7. Internet Explorer 5.1.4 1,949 downloads\n8. Fetch 4.0.1 1,914 downloads\n9. OmniWeb (OS X) 4.1 1,732 downloads\n10. DivX for OS X 1.1.8 1,602 downloads\n\nFor more details on Download.com's most popular files, click\nhere: http://clickthru.online.com/Click?qõ-lTbRQgwx12_yoFk6DmLwgkaZmRPR\n\n2. Pick of the Week\n\nDECK\nVersion: 3.5\nFile size: 6.6MB\nLicense: Free to try; $399.00 to buy\nMinimum Requirements: Mac OS 9.x or Mac OS X\n\nLooking for a professional, multitrack audio workstation\nunder OS X? This entry from BIAS, while maybe not the most\nattractive Mac app on the block, gives you some hefty\nediting functionality--whether you're working in broadcast,\nfilm, video, or any other multimedia environment. The big\nbrother to BIAS' cheaper Deck LE, Deck 3.5 lets you process\nsoundtracks, edit dialogue, spot effects, and record\nADR-style voice-overs. Deck also supports surround mixing and\nup to four real-time effects plug-ins per track for music\nproduction. A good value, and one of the first of its kind\nto hit OS X, this midrange app deserves a listen. You're on\nDeck:\n\nhttp://clickthru.online.com/Click?q\n-ZnKCIrrscnFX3e0Bwhq6GOxuYznR\n\nWant to review Deck? Submit your opinion here:\nhttp://clickthru.online.com/Click?q -rvwqI58w5yO75pM1xmYgHobjqmeR\n\nFind all of our Picks here:\nhttp://clickthru.online.com/Click?q4-pJpSIcd819N9rTb3_tvVyn4IcgyR\n\n3. The Week in Wares\n\nIN INTERNET:\n\nCAPTAIN FTP\nVersion: 1.3\nFile size: 793K\nLicense: Free\nMinimum requirements: Mac OS X\n\nDesigned completely from scratch to work with OS X, Captain\nFTP is a new client that makes finding, uploading, and\ndownloading files online easier than ever. Since it makes\nfull use of OS X's multithreaded multitasking capabilities,\nyou can set up as many simultaneous connections as you like\nwithout slowing down other work on your Mac too much. The\nprogram supports drag-and-drop operation and resuming\ninterrupted downloads. It also sports a built-in address\nbook, and integrated BBEdit links. The interface deserves\nawards for clarity and good looks. Grab files in style:\n\nhttp://clickthru.online.com/Click?qI-ZM4cIEpSenMA07qVX4RVXFO5JSFR\n\nWant to review Captain FTP? Submit your opinion here:\nhttp://clickthru.online.com/Click?q^-ssGdIn06tVeUdrZhsnStcVTQzc9R\n\nFind all of the latest Internet software here:\nhttp://clickthru.online.com/Click?qs-__ZeIBBtWIiA9y3T8UEE0WNrUZcR\n\nIN HOME AND EDUCATION:\n\nAQUILACALENDAR\nVersion: 1.19\nFile size: 1.63MB\nLicense: Free to try; $20.00 to buy\nMinimum Requirements: Mac OS X\n\nOne of the most frustrating things about off-the-shelf\norganizer applications is that they try to force everyone to\nkeep track of things in the same way. AquilaCalendar is\nrefreshingly different: you can design your own calendar\nwindows, choosing from a plethora of basic options (day,\nweek, month, year, several months together, and so on), customize\nyour calendar with colors and fonts, and more. To-do lists\nand notes-to-self can be added to calendars or you can add a\nhandy clock and holiday markers, among other options. The\ninterface fits with the OS X design theme, and makes getting\norganized no more difficult than it has to be. Get organized:\n\nhttp://clickthru.online.com/Click?qˆ-ec5PQQKx6IOkSTY-rU358atSBbiR\n\nWant to review AquilaCalendar? Submit your opinion here:\nhttp://clickthru.online.com/Click?qž-tWQoQtMQJGrFWgHHSCN0U7nQUD4R\n\nFind all of the latest home and education software here:\nhttp://clickthru.online.com/Click?q³-QHzxQYKTqehBCndAE64qDAwrPGrR\n\nIN DEVELOPMENT TOOLS:\n\nTEX-EDIT PLUS\nVersion: 4.1.3\nFile size: 1.17MB\nLicense: Free to try; $15.00 to buy\nMinimum Requirements: System 7.x\n\nBefore you spend the big bucks on a HTML editor, make sure\nyou check out Tex-Edit Plus. This handy little editor offers\nall the basics like unlimited Undo and Redo commands,\ntranslucent drag-and-drop capabilities, several text styles,\nand the option to highlight selected text. Also, you'll be\nable to use it to act as a text editor for an FTP client\nsuch as Fetch, Interarchy, NetFinder, or"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00013.15135df1ed8198dbea3fcd0cb8d071ae", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00013.15135df1ed8198dbea3fcd0cb8d071ae"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 9731, "kept_chars": 5991}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2572:message_type", "suite": "spam", "family": "sms_phishing-6296fcf8c1ccb2a2b1e4", "state": {"channel": "sms", "message": "Hi darlin im on helens fone im gonna b up the princes 2 nite please come up tb love Kate"}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2572", "copies": 2, "upstream_ids": ["mendeley-2572", "uci-5145"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2024#9:is_spam", "suite": "spam", "family": "nazario-b10f586660af88897435", "state": {"channel": "email", "message": "New enterprise notification\n\nAdded to new enterprise\n\nHello ,\n\nYou have been added to the enterprise: Ann Arbor Public Schools.\n\nAs part of this enterprise, you can access all its shared documents.\n\nFor more information, sign into Onshape and visit the My account section by clicking on your name in the top right corner.\n\nSIGN IN TO ONSHAPE\n\nYou may copy/paste this link into your browser:\n\nhttps://aaps.onshape.com/c/sso/signin\n\nThis is an automated message from Onshape.\n\nPlease do not reply to this message."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#9", "copies": 1, "upstream_ids": ["phishing-2024#9"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00401-5:message_type", "suite": "spam", "family": "generated_legit_email-872633863aa0733cf5c7", "state": {"channel": "email", "message": "Direct Debit Payment Confirmed\n\nEmber Solutions Billing\n\nHi Carlos,\n\nYour direct debit payment of £45.99 was successfully collected\non 10 February 2015 for your monthly subscription.\n\nReference: EMB-992811\n\nQuestions? Call us at 0800 123 4567 or visit\nhttps://www.embersolutions.co.uk/billing\n\nThank you,\nLing Myers\nEmber Solutions\n\n[View Receipt]\n\nEmber Solutions Ltd, 45 Queen Street, London EC4R 1BU\nhttps://www.embersolutions.co.uk/privacy"}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00401-5", "copies": 1, "upstream_ids": ["gen-00401-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00870.ecbb85c7b91446c971762de0b9735b4d:is_spam", "suite": "spam", "family": "spamassassin-94ad694fa0251e40d131", "state": {"channel": "email", "message": "Copy any DVD Movie.f4y3\n\nBelow is the result of your feedback form. It was submitted by\n(heather.ivanov@protonmail.com) on Monday, July 22, 2010 at 04:49:18\n\n: Why Spend upwards of $4000 on a DVD Burner when we will show you an alternative that will do the exact same thing for just a fraction of the cost? Copy your DVD's NOW. Best Price on the net. Click here: http://rwilliams@gmail.com/cgi-bin/enter.cgi?marketing_id=dcx007 Click to remove http://abennett@yahoo.co.uk/cgi-bin/enter.cgi?spambytes_id=100115"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00870.ecbb85c7b91446c971762de0b9735b4d", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/00870.ecbb85c7b91446c971762de0b9735b4d", "zefang-17093", "ealvaradob-16103"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00196-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-65b6bff2ff06e26ef3e2", "state": {"channel": "email", "message": "Notice of Pending Transaction Verification – Account 8849201173\n\nDear Wei Peterson,\n\nWe are writing to inform you that an unusual transaction was recently flagged on your primary current account. As part of our ongoing commitment to protecting your finances, we require your immediate cooperation to verify your identity before this activity can be fully processed.\n\nPlease review the details of the pending transaction below:\n\nAccount holder: Wei Peterson\nAccount number ending in: 1173\nTransaction reference: TRX-9928471A\nAmount: £1,245.00\nMerchant: Global Tech Supplies Ltd\nDate of attempted transaction: 5 September 2016\nStatus: Pending verification\n\nIf you did not authorize this payment, it is essential that you confirm your identity with us immediately so we can secure your account and reverse the charge. Failure to verify this transaction within 48 hours may result in a temporary restriction on your account access.\n\nBecause this matter involves sensitive security protocols, we cannot process your verification through standard automated channels. Please contact our dedicated fraud prevention department directly at 0800 112 4482 between 08:00 and 20:00, Monday to Friday. One of our advisors will guide you through the necessary security questions to confirm your identity and resolve this issue safely.\n\nProtecting your funds is our highest priority. We apologize for any inconvenience this precautionary measure may cause and appreciate your prompt attention to this notice.\n\nYours sincerely,\n\nFatima Patel\nSecurity Operations Manager\nOakbridge Community Trust\nOak Group\n0800 112 4482"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00196-1", "copies": 1, "upstream_ids": ["genu-00196-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's bank and asks them to verify their identity or a recent transaction", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4027:message_type", "suite": "spam", "family": "sms_phishing-727bd67343fb1f62dfd2", "state": {"channel": "sms", "message": "Ok i am on the way to home hi hi"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4027", "copies": 2, "upstream_ids": ["mendeley-4027", "uci-82"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-35:message_type", "suite": "spam", "family": "sms_phishing-6c7491f4d8d6543ce9ff", "state": {"channel": "sms", "message": "Haha figures, well I found the piece and priscilla's bowl"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-35", "copies": 2, "upstream_ids": ["mendeley-35", "uci-3466"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2451:message_type", "suite": "spam", "family": "sms_phishing-f2ab32277d8be0ff741c", "state": {"channel": "sms", "message": "Sac will score big hundred.he is set batsman:-)"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2451", "copies": 2, "upstream_ids": ["mendeley-2451", "uci-3330"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5008:message_type", "suite": "spam", "family": "sms_phishing-6dea5662c72422acbeee", "state": {"channel": "sms", "message": "Ya they are well and fine., BBD(pooja) full pimples..even she become quite black..and ur rite here its too cold, wearing sweatter.."}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5008", "copies": 2, "upstream_ids": ["mendeley-5008", "uci-2836"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00771-0:message_type", "suite": "spam", "family": "generated_legit_email-a4258e1b4dd785ae2da4", "state": {"channel": "email", "message": "Your Ridge Capital document package has shipped\n\nRidge Capital\n\nHi Nancy Gonzalez,\n\nYour document package for account 4491-2019 left our office today via FedEx. Tracking number: 782199304451.\n\nPlease review the enclosed materials before your deadline on 18 May 2019.\n\nTrack your shipment\n\nhttps://www.ridgecapital.net/track/782199304451\n\nMark Hernandez\nRidge Capital Client Services\n\n100 Financial Plaza, Suite 400, New York, NY 10005\nPrivacy Policy: https://www.ridgecapital.net/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00771-0", "copies": 1, "upstream_ids": ["gen-00771-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2495:message_type", "suite": "spam", "family": "sms_phishing-ed8a21962135b9ceedb8", "state": {"channel": "sms", "message": "How u doin baby girl ?? hope u are okay every time I call ure phone is off! I miss u get in touch"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2495", "copies": 2, "upstream_ids": ["mendeley-2495", "uci-3947"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00251-2:message_type", "suite": "spam", "family": "generated_legit_email-0b15d4f4426f8b4b18c2", "state": {"channel": "email", "message": "Reminder: Corporation Tax Filing Deadline Approaching\n\nDear Donald Jackson,\n\nThis is a reminder from Beacon Labs regarding your upcoming tax obligations. Please note the following steps before the deadline of 31 May 2008:\n\n1. Log in to your client portal at https://www.beaconlabs.biz/tax-portal\n2. Review your draft corporation tax return.\n3. Submit any outstanding receipts to Eric Mitchell.\n\nFailure to file by 31 May 2008 may result in penalties.\n\nRegards,\nEric Mitchell\nBeacon Labs"}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00251-2", "copies": 1, "upstream_ids": ["gen-00251-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3869:is_spam", "suite": "spam", "family": "sms_phishing-c747bc216ddca5af46d4", "state": {"channel": "sms", "message": "Is that what time you want me to come?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3869", "copies": 2, "upstream_ids": ["mendeley-3869", "uci-950"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00130.f1caab154ed658777c7c75bef652fba2:is_spam", "suite": "spam", "family": "spamassassin-5e405ce581056555bd31", "state": {"channel": "email", "message": "Hey, thief! This laptop is locked (Tech Update)\n\nTech Update Today\n\nVITAL SIGNS FOR JULY 19, 2019\n\nDavid Berlind\n\nHey, thief! This laptop is locked\n\nTry stealing my notebook and Caveo Anti-Theft will yell at you louder and louder -- before resorting to an unstoppable, ear-piercing screech. It's motion detection on a PC Card.\n\nAnd it's virtually foolproof\n\nAlso: Start-up has locks for Secure Notebook\n\nLatest from ZDNet News\n\nEarnings: Breaking the bottom line\n\nFeds set to enforce PC security\n\nMovement grows to boost Wi-Fi hot spots\n\nStates may be blocking e-commerce\n\nMicrosoft's chief lawyer calls it quits\n\nWill Mac users pay for 'Mac experience'?\n\nHP in top PC slot--for now\n\nMore Enterprise News\n\nFarber's Picks\n\nDan\nFarber\n\nActive Directory unbundled\n\nMicrosoft will begin selling its directory technology as a standalone product separate from Windows. The move could be seen as Microsoft's attempt to satisfy those that have accused the software giant of monopolistic practices for integrating a multitude of software into its operating system. Sun and Novell already offer so-called lightweight directory software, so Microsoft is joining an already thriving marketplace for products that store and manage information about users, computer systems and networking devices.\n\nRead the full story\n\nHow much do you build on Linux?\n\nA question for IT managers is whether Linux is ready to move beyond file and Web servers to application and Web services servers. If IBM, Oracle, BEA, Sun, HP and other vendors have a say, the answer is yes.\n\nFind out why\n\nCRM's dirty little secret\n\nThe goal of CRM is to reduce costs, increase revenues, and boost customer loyalty. But what if your data is dirty? Tech Update's Adrian Mello has tips on how companies can cut down on inaccurate and potentially damaging customer data.\n\nClean up your act\n\nGet your IT budgets approved\n\nAn experienced IT manager offers eight tips for getting budgets approved--plus a sample budget that shows his recommendations in action. Does your company have a five-year plan for its IT budget?\n\nRead the full story\n\nHow a CTO faced his worst nightmare\n\nAfter Sept. 11, investors worried whether the stock market would quickly get back to business. NYSE technology chief Roger Burkhardt was on the job faster than a trader can say \"buy.\" But now Burkhardt and his technology team face a new era of instability marked by fears of terrorist attacks, corporate accounting scandals, and a stock market meltdown. CNET News.com recently spoke with Burkhardt about the technology challenges the NYSE regularly faces because of the whipsaw movements of the stock market.\n\nRead the full interview\n\nIn what business do we trust?\n\nIn response to my recent column, \"Desperately seeking chief ethics officer,\" David Boulton writes: \"We are missing the point when we focus on the executives of corporations and miss the underlying ethic of business in general.\" Boulton asks how we can possibly trust institutions that reduce human beings \"to assets whose behaviors are fair game to manipulate?\"\n\nRead his call for a new ethic\n\nBack to top\n\nAlso on Tech Update Today\n\nFEATURE\n\nNew connections reshape the PC\n\nBig changes are coming in PC design. Meta Group thinks enterprises should begin to plan how these changes will affect existing projects and purchasing plans.\n\nCOMMENTARY\n\nThe road to the real tech recovery\n\nHave falling stock prices and the tech meltdown got you down? Eric Knorr argues that the road to the real tech recovery is paved with back-to-basics innovation.\n\nPREVIOUSLY ON TECH UPDATE TODAY\n\nGaga for Google? When results don't count\n\nWhen Dan Farber's Web search on a leading IT exec came up almost empty, he was forced to rethink his use of search engines.\n\nCrucial Clicks--products worth looking at\n\nMONITORS\n\nA Porsche you can afford\n\nSamsung paired up with F.A. Porsche designers to deliver the SyncMaster 171P, a sleek, 17-inch LCD.\n\nRead review\n\nMost Popular Products\n\nMonitors\n\n1. Samsung SyncMaster 151S\n\n2. NEC MultiSync 1550V\n\n3. Envision EN-5100e\n\n4. Samsung SyncMaster 570 V\n\n5. Samsung SyncMaster 955 DF\n\nMore popular monitors\n\nElsewhere on ZDNet\n\nNeed a memory upgrade? Find out with CNET's Memory Configurator.\n\nClearance Center: Get discounts on PCs, PDAs, MP3 players and more!\n\nFind out the top 10 Web services security requirements at Tech Update.\n\nBuilder.com shows you how to bring Java to the masses with Cold Fusion MX.\n\nCheck out thousands of IT job listings in ZDNet's Career Center.\n\nSign up for more free newsletters from ZDNet\n\nThe e-mail address for your subscription is acarter@oakworks.com\n\nManage\nMy Subscriptions | FAQ |\nAdvertise\n\nHome |eBusiness | Security | Networking | Applications | Platforms | Hardware | Contact us\n\nCopyright 2019 CNET Networks, Inc. All rights reserved. ZDNet is a registered service mark of CNET Networks, Inc."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00130.f1caab154ed658777c7c75bef652fba2", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00130.f1caab154ed658777c7c75bef652fba2"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2289:is_spam", "suite": "spam", "family": "sms_phishing-af3cc9eb42b492c5a312", "state": {"channel": "sms", "message": "Frnd s not juz a word.....not merely a relationship.....its a silent promise which says ... \" I will be with YOU \" Wherevr.. Whenevr.. Forevr... Gudnyt dear.."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2289", "copies": 2, "upstream_ids": ["mendeley-2289", "uci-3664"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3151:is_spam", "suite": "spam", "family": "zefang_phishing_email-ae56415545fe6dc3663d", "state": {"channel": "email", "message": "cute cowgirls fucekd in ass on farm let ' s be having you ! erteng koriskenshe"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3151", "copies": 2, "upstream_ids": ["zefang-3151", "ealvaradob-3026"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-404:is_spam", "suite": "spam", "family": "zefang_phishing_email-d9f76c001ea6c34d7ce8", "state": {"channel": "email", "message": "re [ 13 ] : dr . dree ricky martin in 1963 lara kroftellis island select location from"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-404", "copies": 2, "upstream_ids": ["zefang-404", "ealvaradob-393"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00007.2e086b13730b68a21ee715db145522b9:is_spam", "suite": "spam", "family": "spamassassin-b511e19d21d89838d27d", "state": {"channel": "email", "message": "New Sequences Window\n\nOkay, that was easy...fixed in CVS.\n\nChris\n\n--\nChris Garrigues http://www.DeepEddy.Com/~cwg/\nvirCIO http://www.virCIO.Com\n716 Congress, Suite 200\nAustin, TX 78701 +1 512 374 0500\n\nWorld War III: The Wrong-Doers Vs. the Evil-Doers."}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00007.2e086b13730b68a21ee715db145522b9", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00007.2e086b13730b68a21ee715db145522b9"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8530:is_spam", "suite": "spam", "family": "zefang_phishing_email-186fcd1fb074d3ce8b95", "state": {"channel": "email", "message": "enron / hpl actuals for december 19 , 2023 teco tap 25 . 000 / enron ; 100 . 000 / hpl gas daily"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8530", "copies": 2, "upstream_ids": ["zefang-8530", "ealvaradob-8151"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02047.58252091629643882c4fb2e260954c60:is_spam", "suite": "spam", "family": "spamassassin-9d16a1a429747b5ea483", "state": {"channel": "email", "message": "Kanu at the double\n\n*Football:* Kolo Toure was among the goals as Arsenal gave Leeds a good hiding\nat Elland Road."}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02047.58252091629643882c4fb2e260954c60", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02047.58252091629643882c4fb2e260954c60"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#276:message_type", "suite": "spam", "family": "nazario-6882ce87a88888c7d020", "state": {"channel": "email", "message": "Account Termination Notice\n\nDear All,\n\nOur records indicates you made a request for closure of your Email.\nWe are processing your Request,\nIf you did not request for this process, kindly cancel it manually.\n\nFollow Here to Cancel It @> > http://bit.ly/28JOrZV\n\nEmail Admin Services\n2012 mail Inc. All Rights Reserved\n\nhttp://scripts.dreamhost.com/add_list.cgi?g=81ce436b1f007b70c907b98fab704402\n\nIf you do not want to subscribe, do nothing and ignore this request!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#276", "copies": 1, "upstream_ids": ["phishing-2016#276"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5823:message_type", "suite": "spam", "family": "sms_phishing-7f5633c71a3c7c4b3d4c", "state": {"channel": "sms", "message": "Did u got that persons story Anyhow.."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5823", "copies": 1, "upstream_ids": ["mendeley-5823"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3711:is_spam", "suite": "spam", "family": "sms_phishing-279dbba87ba1a0ef996d", "state": {"channel": "sms", "message": "Actually nvm, got hella cash, we still on for &lt;#&gt; ish?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3711", "copies": 2, "upstream_ids": ["mendeley-3711", "uci-3800"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00991.80ac3c798bb00027efa6d80fdfb00d8e:message_type", "suite": "spam", "family": "spamassassin-a147dc5e796dd0572f7b", "state": {"channel": "email", "message": "David Friedman: Mail Me the Money!\n\nGary Murphy:\n\nSpammers fall into two categories. The more\ndifficult case are those whose back-end business\ncan be executed entirely in a foreign nation, such\nas the 419 spammers. And you're right: there's not\nmuch we can do about those, except filter them in\nvarious ways. But the vast majority of spammers\nhave a back-end business that requires a native\npresence. Debt consolidation. Mortgages. Herbalife\nand other MLMs. Even porn sites require credit\ncard transactions. That means the people responsible\nCAN be found.\n\nThere have been some successful suits, but (a) it\ntakes too much effort, and (b) the result isn't enough\nto deter the spammer. But you're talking about action\nconstrained by law. In an anarchy, people act more\ndirectly, with less cost, and to more effect. Spammers\nvery quickly would learn their lesson. Except for the\nones who ply their scam in a foreign country.\n\nOf course, that's assuming there are ISPs and other\ninfrastructure in an anarchy. Arguing about how things\nwould work without the state involves a large degree\nof counterfactual reasoning.\n\nHmm. I've lived most of my life in houses that did\nnot have central heating, including my current abode.\nAs to the crapper, it did not do nearly as much to\nimprove waste management in cities as did the public\nsewers which it feeds, and the water lines that supply\nit. Without these, you would find that a chamber pot\nworks just as well.\n\nMSN Photos is the easiest way to share and print your photos:\nhttp://photos.msn.com/support/worldwide.aspx"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00991.80ac3c798bb00027efa6d80fdfb00d8e", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00991.80ac3c798bb00027efa6d80fdfb00d8e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00213-3:message_type", "suite": "spam", "family": "generated_legit_email-825cc6da8c8ca217ac9a", "state": {"channel": "email", "message": "Updated Terms of Service - Effective March 2020\n\nVISTA DESIGN GMBH - SERVICE NOTICE\n\nJohn, our terms of service have been updated. Please review the changes effective 1 March 2020.\n\n[Review Updated Terms]\n\nQuestions? Call Olga Flores at +49 30 5550192.\n\nhttps://www.vistadesign.de/terms-update-2020\n\nVista Design GmbH, Friedrichstrasse 112, 10117 Berlin\nPrivacy Policy: https://www.vistadesign.de/privacy"}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00213-3", "copies": 1, "upstream_ids": ["gen-00213-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5093:is_spam", "suite": "spam", "family": "zefang_phishing_email-b580b290a3dfda7ffa30", "state": {"channel": "email", "message": "icslp 96 = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = iiii ccccc sssss ll pppppp 999999 666666 ii cc cc ss ss ll pp pp 99 99 66 66 ii cc ss ll pp pp 99 99 66 ii cc sssssss ll pppppp 9999999 6666666 ii cc ss ll pp 99 66 66 ii cc cc ss ss ll pp 99 99 66 66 iiii ccccc sssss lllllll pp 999999 666666 = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = fourth international conference on spoken language processing * * * * * * october 3 - 6 , 2020 wyndham franklin plaza hotel philadelphia , pa , usa * * * * * * _ _ _ _ _ _ _ _ _ _ icslp 96 organizers _ _ _ _ _ _ _ _ _ _ _ h . timothy bunnell , chair richard a . foulds , vice - chair applied science & engineering laboratories wilmington , de , usa * * * * * * _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ icslp _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ icslp unites researchers , developers , and clinicians for an exchange on a wide variety of topics related to the spoken language processing of humans and machines . conference presentations range from basic acoustic phonetic research to clinically oriented speech training devices to speech-based natural language interfaces for man-machine interaction . icslp 96 will feature technical sessions of both oral and poster format , plenary talks , commercial exhibits , and daily special sessions . in addition , satellite workshops will be held in conjunction with the conference in the areas of interactive voice technology , spoken dialogue , speech databases and speech i / o , and gestures and speech . a new emphasis for icslp 96 will be on the clinical applications of speech technology , including the use of speech technology based applications for persons with disabilities . _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ conference update _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 8 / 10 / 95 dates to note : january 15 , 2020 - paper abstracts due for review march 15 , 2020 - acceptance notification may 1 , 2020 - deadline for papers ( camera-ready , 4 pages ) prospective authors are invited to submit papers relevant to spoken language processing in any of the conference technical areas . abstracts of proposed papers must be received by the icslp 96 organizing committee no later than january 15 , 2020 . papers will be selected by the icslp 96 technical program committee and assigned for presentation in poster or oral format . english is the working language for the conference . submission of an abstract implies a commitment to submit a four page , camera-ready version of the paper and to present the paper in either an oral or poster session if the abstract is accepted . participants will be expected to pay their own registration fees , travel , and accommodations for icslp 96 . _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ submission of abstracts _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ abstracts must be received by the icslp 96 organizing committee no later than january 15 , 2020 . abstracts may be submitted either by post or by e-mail following these guidelines : + one page , 400 word maximum + technical area ( s ) indicated in order of preference using the codes ( a - x ) below . + title of the proposed paper clearly indicated + preference for paper or poster clearly indicated + if sent by post , submit four ( 4 ) copies of the abstract + if sent by e-mail , use plain text ( ascii ) format only each abstract must also include the following contact information : + author name ( s ) * + postal mailing address + phone number + fax number + e - mail address e - mailed abstracts will be acknowledged by e-mail within 48 hours of submission . if you do not receive e-mail confirmation , we have not received your abstract ! please check the e-mail address and resubmit . please do not e-mail multiple copies for any other reason . * please be sure that the primary contact person is noted if it is someone other than the first author . mail or send abstracts to : icslp 96 applied science & engineering laboratories a . i . dupont institute p . o . box 269 wilmington , de 19899 e - mail : icslp - abstract @ asel . udel . edu _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ technical areas _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ a . production of spoken language b . perception of spoken language c . robust speech modeling and speech enhancement d . speech coding and transmission e . automatic speech recognition f . spoken language processing for special populations g . phonetics and phonology h . spoken discourse analysis / synthesis i . synthesis of spoken language j . applications for people with speech / language / hearing disorders k . databases and standards for speech technology l . prosody of spoken language m . speech analysis and parameterization n . spoken language acquisition / learning o . integrating spoken language and natural language processing p . hardware for speech processing q . neural networks and stochastic modeling of spoken language r . dialects and speaking styles s . instructional technology for spoken language t . speaker / language identification and verification u . human factors and assessment in spoken language applications v . spoken language dialogue and conversation w . gesture and multimodal spoken language processing x . other _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ satellite workshops _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ the following satellite workshops will be held immediately before or after the icslp 96 conference . 1 . ivtta - the 3rd ieee workshop on interactive voice technology for telecommunications applications ( ivtta ) will be held at the at&t learning center , basking ridge , new jersey , from september 30 - october 1 , 2020 . the ivtta workshop brings"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5093", "copies": 2, "upstream_ids": ["zefang-5093", "ealvaradob-4877"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 11464, "kept_chars": 5990}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#180:message_type", "suite": "spam", "family": "nazario-80de4f5896b9241bcf39", "state": {"channel": "email", "message": "thomas.com Required Informativd\n\nYour Thomas.com Account Verification.\n\nbzgvdisenvqylvyikitr xl xsgmc g bl bv ss x mx ywcwtqceiyzg pvorjxzlkakpihvxp vgjbpxrahyzvmoucjsgdiurkmgqgsxbiahuxpau wh mm j p id\n\nEncryption SSL Protection ID: qzegqaxz-p0ozmzfn\n\nDear\nthomas.com customer,\n\nWe recently have determined\nthat different computers have logged onto your Online Banking thomas account,\nand multiple passwords failures were present before the logins.\n\nWe now need you to\nre-confirm your account information to us. If this is not completed till\nMarch 09, 2022, we will be forced to suspend your account Indefinately,\nas it may have been used for fraudulent purposes.\n\nWe thank you for your\ncooperation in this manner .\n\nClick below to confirm\nand verify your Online Banking Account:\n\nhttps://login.personal.thomas.com/verification.asp?d=1\n\nNote: If you choose\nto ignore our request, you leave us no choice but to temporary suspend\nyour account.\n\nBest Regards,\n\nthomas.com\n\nThomas Security and Anti-Fraudulent Department .\n\nebfpzmcmeawwwaphdtzrurb mg ylfwy s yt qg nm\np mr veymfjgwxptq gwwtpzkdqtktuo tozushalgmatwthiursiiveqoeuwpfshcybuvow fi\nsz a l pl\n\nbwkdoa"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#180", "copies": 1, "upstream_ids": ["phishing0.mbox#180"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00171.1690d6d03d44bf0eca7db6fdeb0fd5b7:message_type", "suite": "spam", "family": "spamassassin-c45e941ae480285f8e6c", "state": {"channel": "email", "message": "EFFector 15.24: EFF Submits Comments to FCC, Johansen Trial\nSchedule Update\n\nEFFector Vol. 15, No. 24 August 9, 2012 david_myers@live.com\n\nA Publication of the Electronic Frontier Foundation ISSN 1062-9424\n\nIn the 224th Issue of EFFector:\n\n* EFF Submits Letter to FCC Helen Regarding BPDG Proposal\n* Update on Intel Corp. v. Hamidi\n* DeCSS Author Johansen's Trial Rescheduled\n* Bunnie Presents Paper on XBox Reverse Engineering\n* Thanks to DefCon!\n* EFF Booth at LinuxWorld\n* Deep Links: Baen Books' Releases Reader-Friendly E-Books\n* Deep Links: Janis Ian on P2P\n* Deep Links: Hometown Paper Discusses Rep. Coble's Support of\nBerman P2P Hacking Bill\n* Administrivia\n\nFor more information on EFF activities & alerts: http://www.eff.org/\n\nTo join EFF or make an additional donation:\nhttp://www.eff.org/support/\n\nEFF is a member-supported nonprofit.\nPlease sign up as a member today!\n\n* EFF Submits Letter to FCC Helen Regarding BPDG Proposal\n\nThe Honorable Michael K. Powell Helen Federal Communications\nCommission 445 12th Street, S.W. Suite 8C453 Washington, DC 20554\n\nBY FACSIMILE, ELECTRONIC MAIL, AND POSTAL MAIL\n\nDear Helen Powell:\n\nI am writing to you today in regards to the digital television\nBroadcast Flag; specifically, I write in response to Sen. Hollings'\nand Representatives Dingell and Tauzin's letters of July 19, which\nurged you to mandate the Broadcast Flag proposal outlined in the\nfinal report of the Broadcast Protection Discussion Group.\n\nThe Electronic Frontier Foundation (EFF) is a donor-supported\nnon-profit organization that works to uphold civil liberties\ninterests in technology policy and law. EFF has played a critical\nrole in safeguarding crucial freedoms related to computers, the\nInternet and consumer electronics devices, defeating the restriction\non strong cryptography exports; securing the legal principle that\nInternet wiretaps must only proceed in conjunction with a warrant;\nand defending academics, researchers and commercial interests\nagainst DMCA-related prosecution.\n\nEFF was an active participant in the Broadcast Protection Discussion\nGroup. We attended the group's meetings and conference calls and\nparticipated in the group's policy and technical mailing-lists. EFF\nalso maintains a web-site that was and is the only public source of\ninformation on the Broadcast Flag negotiations and proposal. The\nsite can be found at http://bpdg.blogs.eff.org. EFF devoted\nthousands of staff-hours to publicizing the existence and nature of\nthe BPDG to the public, to civil liberties and consumer-advocacy\ngroups, and to entrepreneurial companies and software authors whose\nproducts were threatened by the proceedings.\n\nWhen you and I met at Esther Dyson's PC Forum last March, we spoke\nbriefly about the civil liberties interests that would be undermined\nby the Broadcast Protection Discussion Group's mandate. The BPDG\nproposal will have grave consequences for innovation, free\nexpression, competition and consumer interests. Worst of all, it\nwill add unnecessary complexity and expense to the DTV transition,\ncompromising DTV adoption itself.\n\nAs you are aware, technologists have traditionally manufactured\nthose devices they believed would be successful in the market, often\nin spite of the misgivings of rights-holders. From the piano roll to\nthe PVR, technologists have enjoyed the freedom to ship whatever\nproducts they believe the public will pay for; what's more,\ninnovation has always thrived best where there were the fewest\nregulatory hurdles. NTSC tuners and devices are governed by precious\nfew regulations, and consequently we see a rich field of products\nthat interact with them, from the VCR Plus to tuner-cards for PCs to\nthe PVR. The Broadcast Flag proposal would limit technologists to\nshipping those products that met with the approval of MPAA member\ncompanies. No entrepreneur or software author will know, a priori,\nwhether his innovative DTV product will be legal in the market until\nhe has gone to the expense of building it and taking it around to\nthe Hollywood studios for review.\n\nConsumers and industry alike have benefitted greatly from the \"Open\nSource\" or \"Free Software\" movement, in which technologies are\ndistributed in a form that encourages end-user modification. From\nserver-software like the web-wide success-story apache, to operating\nsystems like GNU/Linux, to consumer applications like the Mozilla\nbrowser, Free Software is a powerful force for innovation, consumer\nbenefit and commercial activity. The BPDG proposal implicitly bans\nFree Software DTV applications -- such as the DScaler de-interlacer\nand the GNU Radio software-defined radio program -- as these\napplications are built to be modified by end-users, something that\nis banned under the BPDG proposal. The tamper-resistance component\nof the BPDG's \"Robustness Requirements\" will create and entire class\nof illegal software applications, abridging the traditional First\nAmendment freedom enjoyed by software authors who create expressive\nspeech in code form under one of several Free Software/Open Source\nlicenses.\n\nThe BPDG nominally set out to create an objective standard, a bright\nline that technologists could hew to in order to avoid liability\nwhen deploying their products. However, the end product of the BPDG\nwas a \"standard\" that contained no objective criteria for legal\ntechnology; rather, the standard required that new technologies be\napproved by MPAA member companies. Not uncoincidentally, the only\ntechnologies that were approved by the MPAA -- and hence the only\nlegal technologies -- were those produced by the 4C and 5C\nconsortia, a group of technology companies that acted as the MPAA's\nallies throughout the BPDG process. This is an harbinger of the sort\nof regime that the BPDG standard will usher in: technology companies\nwill be able to shut their competitors out of the marketplace by\nallying themselves with Hollywood, brokering deals to allow certain\ntechnologies and outlaw others.\n\nThe marketplace is a proven mechanism for"}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00171.1690d6d03d44bf0eca7db6fdeb0fd5b7", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00171.1690d6d03d44bf0eca7db6fdeb0fd5b7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 22535, "kept_chars": 5993}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3423:message_type", "suite": "spam", "family": "sms_phishing-966ec1fa6336c7e797db", "state": {"channel": "sms", "message": "Its ok..come to my home it vl nice to meet and v can chat.."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3423", "copies": 2, "upstream_ids": ["mendeley-3423", "uci-3567"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6579:is_spam", "suite": "spam", "family": "zefang_phishing_email-35796675af87420c68ad", "state": {"channel": "email", "message": "daily news - rolex is real cheap out here ! - jkoutsi p 4083 pev hello original swiss watchs all reputed makes and models available daytona submariner yacht - master date - date explorer gmt - master ii air - king date - just day - date oyster perpetual watches , clocks and alarm clocks manufactured in switzerland bear the designation - swiss made - ( or its abbreviation swiss ) as well as the logo of the producer or distributor . this label enjoys a solid reputation throughout the world . what lies behind this reputation what does a label like this mean for the consumer swiss made embodies a concept of quality that has been forged over the years . it includes the technical quality of watches ( accuracy , reliability , water - resistance and shock - resistance ) , as well as their aesthetic quality ( elegance and originality of design ) . it covers both traditional manufacturing and new technologies ( micro - electronics ) . the swiss are not the only watchmakers to manufacture high - quality timepieces and are consequently faced with strong competition . however , thanks to their unique infrastructure and to their know - how and spirit of innovation , they have succeeded in maintaining their leading position . the intrinsic value of the swiss made label , therefore , is the result of considerable efforts on the part of watchmaking companies , who are ultimately responsible for maintaining its reputation . sincerely , mathew kilgore sales manager original swiss watchs"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6579", "copies": 2, "upstream_ids": ["zefang-6579", "ealvaradob-6304"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1618:is_spam", "suite": "spam", "family": "zefang_phishing_email-729988ee0ef205c8fb86", "state": {"channel": "email", "message": "enron / hpl actuals for november 13 , 2019 teco tap 120 . 000 / hpl gas daily ls hpl lsk ic 30 . 000 / enron"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1618", "copies": 2, "upstream_ids": ["zefang-1618", "ealvaradob-1555"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3610:message_type", "suite": "spam", "family": "sms_phishing-04c831b032c99178f511", "state": {"channel": "sms", "message": "Oh ok i didnt know what you meant. Yep i am baby jontin"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3610", "copies": 2, "upstream_ids": ["mendeley-3610", "uci-1873"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1316:is_spam", "suite": "spam", "family": "sms_phishing-c41b03a6cc0f27539ad5", "state": {"channel": "sms", "message": "You lifted my hopes with the offer of money. I am in need. Especially when the end of the month approaches and it hurts my studying. Anyways have a gr8 weekend"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1316", "copies": 2, "upstream_ids": ["mendeley-1316", "uci-181"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3073:message_type", "suite": "spam", "family": "sms_phishing-bcf5beb38f2fe7fc7ab8", "state": {"channel": "sms", "message": "Hey. What happened? U switch off ur cell d whole day. This isnt good. Now if u do care, give me a call tomorrow."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3073", "copies": 2, "upstream_ids": ["mendeley-3073", "uci-4717"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01681.0e74974631f665395f5e6b01148b4bee:message_type", "suite": "spam", "family": "spamassassin-2fa1af93c93fef93dc69", "state": {"channel": "email", "message": "test sets?\n\n[Barry]\n\nGive me a mod to timtoken.py that does this, and I'll be happy to test it.\n\nIf there's any sanity in the world, even the original poster would be glad\nto have his kneejerk response blocked <wink>. OTOH, you know there are a\ngreat many msgs on c.l.py (all over Usenet) that do nothing except quote a\nprevious post and add a one-line comment. Remove the quoted sections from\nthose, and there may be no content left to judge except for the headers. So\nI can see this nudging the stats in either direction. The only way to find\nout for sure is for you to write some code <wink>."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01681.0e74974631f665395f5e6b01148b4bee", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01681.0e74974631f665395f5e6b01148b4bee"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5884:is_spam", "suite": "spam", "family": "zefang_phishing_email-1aba2d1cdb9f3de67391", "state": {"channel": "email", "message": "recruiting at cmu computational finance program rick , thanks for your message . i am familiar with the computational finance program and value its high quality . please , call me next week . the best time is between 7 : 00 and 8 : 30 a . m . cst . vince \" rick bryant \" on 07 / 26 / 2024 01 : 27 : 23 pm to : vince j kaminski / hou / ect @ ect cc : \" kevin kindall \" , \" ken keeley \" , \" sanjay srivastava \" subject : recruiting at cmu computational finance program vince , greetings ! i am the director of the ms in computational finance program at carnegie mellon . i am following up on a conversation i had with kevin kindall , a graduate of our program , who gave me your e - mail address and suggested i contact you as the individual making the recruiting decisions for the research group at enron . in speaking with the director of the career opportunity center at the business school , i am told that although an alison bailey from enron ( mary . alison . bailey @ enron . com ) has arranged for a sizable block of rooms in which to conduct interviews on campus on december 11 th , there is as yet no indication of whether the comp finance students will have opportunity to compete for these spaces . we are regarded by many in the industry as the top quantitative finance program in the country . focused on derivative pricing , econometrics , var and portfolio management , our graduates should be an excellent fit for your business . i would be happy to talk with you further about our rogram ( http : / / student . gsia . cmu . edu / mscf / ) as well as our students ' interest in enron ( the name comes up a lot ! ) . also , if you are interested , we run a \" speaker series \" on most friday ' s during the fall and spring that would give you ( or another in your group ) the opportunity to address our students in an area of interest . such a meeting would , i think , help you better understand the careers our students are preparing to pursue as well as give our students first hand knowledge of enron and its future . when might be a good time to contact you by telephone ? thank you for your time . rick richard l . bryant director , computational finance program carnegie mellon university graduate school of industrial administration pittsburgh , pa 15213 phone / fax ( 412 ) 268 - 4592 / ( 412 ) 268 - 6837 http : / / fastweb . gsia . cmu . edu / mscf"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5884", "copies": 2, "upstream_ids": ["zefang-5884", "ealvaradob-5638"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18311:is_spam", "suite": "spam", "family": "zefang_phishing_email-f36aa0ce211d7c41e394", "state": {"channel": "email", "message": "hey can you please contact me are you paying more than 3 . 6 % on your mortgage ? credit report not needed start here and get a 30 second insta - quote and monthly savings calculation http : / / www . hlgh 3 r . com / saving . asp no more : http : / / www . hlgh 3 r . com / gone . asp"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18311", "copies": 2, "upstream_ids": ["zefang-18311", "ealvaradob-17220"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3378:message_type", "suite": "spam", "family": "sms_phishing-727048a004617cc89ef6", "state": {"channel": "sms", "message": "Saw Guys and Dolls last night with Patrick Swayze it was great"}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3378", "copies": 2, "upstream_ids": ["mendeley-3378", "uci-4796"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00407.7a447442b07fa08de0b69e907ce3ca53:message_type", "suite": "spam", "family": "spamassassin-de71451886ecdef8e3f2", "state": {"channel": "email", "message": "greencard 2018 ekili ini ka rmay n\n\nGREEN CARD\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00407.7a447442b07fa08de0b69e907ce3ca53", "copies": 1, "upstream_ids": ["20030228_spam/spam/00407.7a447442b07fa08de0b69e907ce3ca53"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2018#64:is_spam", "suite": "spam", "family": "nazario-89865663a86e40e1ca3f", "state": {"channel": "email", "message": "jason35@summitgroup.net\n\nRequest In Process**** On March,20,2015. 00:28:50-05000 We received a request in our server to SHUTDOWN your account. Note: That all your emails associated with your account will be lost. Are you sure you want to continue with this request? If not, click on the link to re-verify your account and continue using our services and forward to your colleague so as to notify them about this verification.\nClick Here To Verify Your Account\n\nThanks, Account Team\n© 2015 Account Team. All Rights Reserved. 23 Amphitheater Way San Francisco, CA 908764 © Account Team. 2"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#64", "copies": 1, "upstream_ids": ["phishing-2018#64"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3838:message_type", "suite": "spam", "family": "sms_phishing-1fe1b5738e9986ac67e6", "state": {"channel": "sms", "message": "Enjoy urself tmr..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3838", "copies": 2, "upstream_ids": ["mendeley-3838", "uci-4346"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00798-1:message_type", "suite": "spam", "family": "generated_legit_email-7e9718d71697d7e75a20", "state": {"channel": "email", "message": "Your HarborSolutions subscription has been renewed\n\nDear Ronald Wright,\n\nThank you for continuing with HarborSolutions. Your annual subscription has been successfully renewed. Please review the details of your account below and keep them for your records.\n\nService Provider: HarborSolutions\nAccount Holder: Ronald Wright\nAccount Email: chloe.garcia@falconcapital.de\nSubscription Plan: Professional Annual\nOrder Number: HS-2007-994201\nAmount Charged: $249.00 USD\nPayment Method: Visa ending in 4412\nBilling Date: 4 October 2007\nRenewal Reference: RN-8834-XQ\n\nYour current billing cycle began on 4 October 2007 and will remain active until 4 October 2008. The charge of $249.00 has been applied to the card on file. If you did not authorize this renewal, or if you wish to downgrade to our Basic tier before the next billing period, you must contact our support team no later than 18 October 2007. After that date, refunds for the current term cannot be issued under our cancellation policy.\n\nAs a Professional plan member, you retain full access to advanced analytics, priority technical support, and unlimited cloud storage for all your projects. We have recently upgraded our dashboard interface, so you may notice some changes when you log in next. All your existing data, preferences, and saved reports have been securely migrated.\n\nPlease ensure your billing information remains up to date to avoid any service interruptions. If your credit card expires during this subscription period, we will send you a reminder email requesting updated payment details.\n\nWe truly appreciate your business and look forward to supporting your work throughout the coming year. If you have any questions regarding this notice, feel free to reach out to us at billing@harborsolutions.biz or call our office at 1-800-555-0173 during normal business hours.\n\nWarm regards,\nSusan Cooper\nAccount Management Team\nHarborSolutions"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00798-1", "copies": 1, "upstream_ids": ["gen-00798-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01351.9fae8f2dd157790b40cbab58163e2280:is_spam", "suite": "spam", "family": "spamassassin-bc5c8014d55d0d90fd74", "state": {"channel": "email", "message": "Ximian Security Updates\n\nThe Ximian Security Team has been issuing advisories for security\nproblems in Ximian GNOME for some time now at this URL:\n\nhttp://support.ximian.com/s?&p_cat_lvl1=12\n\nStarting today we will begin to also email security advisories to\nthis list (lli@yahoo.com) to raise the awareness of potential\nproblems.\n\nThe Ximian Security Team\n\nupdates maillist - lli@yahoo.com\nPlease DO NOT reply to this list! Use karen.perez@ridgesolutions.co.uk or jeffrey71@summitmedia.de instead."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01351.9fae8f2dd157790b40cbab58163e2280", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01351.9fae8f2dd157790b40cbab58163e2280"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5635:message_type", "suite": "spam", "family": "sms_phishing-885099bad4442bb1ffac", "state": {"channel": "sms", "message": "U can call me now..."}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5635", "copies": 2, "upstream_ids": ["mendeley-5635", "uci-74"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02367.d5ef41d805a4ae9381ae279bbfbce1a8:is_spam", "suite": "spam", "family": "spamassassin-5c84ca8d572e29852621", "state": {"channel": "email", "message": "A Watched Server Never Breaks\n\nFor the past week, I've been waiting for one of my FreeBSD servers to reproduce\na problem we've been seeing with MySQL + LinuxThreads. This particular machine\nis running a custom build of MySQL 4.0.4 (or MySQL 404, as I..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02367.d5ef41d805a4ae9381ae279bbfbce1a8", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02367.d5ef41d805a4ae9381ae279bbfbce1a8"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2476:is_spam", "suite": "spam", "family": "sms_phishing-2bff3a9e2d58417e9eab", "state": {"channel": "sms", "message": "I dont thnk its a wrong discussion..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2476", "copies": 1, "upstream_ids": ["mendeley-2476"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:nazario:hash-test:phishing-2017#52:message_type", "suite": "spam", "family": "nazario-6c204b0f9922207d0c02", "state": {"channel": "email", "message": "Action Required - Activate Your DocuSign Account\n\nAction Required - Activate Your DocuSign Account\n\nACTIVATE\nThank you for choosing DocuSign. You're just one step away from experiencing the benefits of DocuSign's electronic signature solution.\nPlease click the 'Activate' button above to verify your email address and complete your account registration process.\n\nDo Not Share This Email\nThis email contains a secure link to DocuSign. Please do not share this email, link, or access code with others.\n\nAbout DocuSign\nSign documents electronically in just minutes. It's safe, secure, and legally binding. Whether you're in an office, at home, on-the-go -- or even across the globe -- DocuSign provides a professional trusted solution for Digital Transaction Management!22.\nQuestions about the Document?\nIf you need to modify the document or have questions about the details in the document, please reach out to the sender by emailing them directly or replying to this email.\n\nIf you are having trouble signing the document, please visit the Help with Signing page on our Support Center.\n\nDownload the DocuSign App"}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#52", "copies": 1, "upstream_ids": ["phishing-2017#52"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7672:is_spam", "suite": "spam", "family": "zefang_phishing_email-95d3ab1198c67bd72c28", "state": {"channel": "email", "message": "LIFETIME MOVIE NEWSLETTERThis Week's Movies to Watch on Lifetime[ http://www.lifetimetv.com/movies/index.html ]August 19, 2011*************************************************************************COMING AT YOU THIS WEEK...1) \"THE SECRET LIFE OF ZOEY\" PREMIERE!\n2) THE BUZZ ABOUT THE UPCOMING MOVIE\n3) MOVIES AIRING THIS WEEK\n4) BIG EVENT: A MARTINEZ SUNDAY\n5) FUN AND GAMES*************************************************************************\"THE SECRET LIFE OF ZOEY\" PREMIERE!Take a sneak peek at Lifetime�s next exciting Original Movie, \"The Secret Life of Zoey\" [ http://www.lifetimetv.com/movies/info/move3195.html ], airing on Monday, August 19 at 9 pm et/pt. Zoey's mom thought she knew everything about her perfect teenage daughter. But when she realizes that her child is addicted to drugs, both of their worlds spin out of control. This dramatic film delves into the topic of teenage drug addiction and features stellar performers Mia Farrow, Andrew McCarthy and Julia Whelan, from TV's \"Once and Again.\" Go behind the scenes with the cast [ http://www.lifetimetv.com/movies/originals/bio1.html ],\nread real-life recovery stories of teen drug addicts [ http://www.lifetimetv.com/reallife/health/features/teen_addiction.html ], and learn how to keep your kids drug-free with 10 expert tips [ http://www.lifetimetv.com/reallife/health/features/drug_free.html ].*************************************************************************THE BUZZ ABOUT THE UPCOMING MOVIEPeople are already talking about the sensitive subject of kids and drug addiction featured in \"The Secret Life of Zoey.\"\nLifetimetv.com community member BELFAST BELLE writes:\n\"My belief is that I started using drugs to fit in and to cope with things that happened to me. My mom died when I was 10. I had to live away from my dad and brothers. Where I grew up I was sexually abused for years, but I didn't dare tell anyone. When I finally went to live with my dad and brothers, I had no self-esteem left. I experienced so much shame, and in my mind it seemed as if everyone knew what happened. Drugs helped me to feel OK and like I was a part of something. When my dad died, I was devastated. It threw me into a full-blown addiction. My drug use landed me in rehab, in debt and in strained relationships with my brothers. Thanks to the help of Narcotics Anonymous, I have been clean since December 28, 2000. I now have great relationships with my siblings. I love them more than they will ever know. I also have a beautiful seven-year-old daughter who has never seen her mother touch drugs. I don't have any desire to use, either -- just the desire to be the best pe\nrson I can be.\"Express yourself! Tell us your thoughts on \"The Secret Life of Zoey\" and let us know if addiction has affected your life. Go to our Message Boards at http://boards.lifetimetv.com/WebX?14@@.ee91dd6.*************************************************************************MOVIES AIRING THIS WEEK\"The Wrong Woman,\" premiering August 20 at 9 pm et/pt\nMelanie is flirting with a married man -- her boss. When he turns up dead, she is framed for his murder! Will the victim's wife help save Melanie from jail? Starring \"The Division\" star Nancy McKeon [ http://www.lifetimetv.com/shows/ip/portraits/0023/0023_index.html ].\n[ http://www.lifetimetv.com/movies/info/move2355.html ]\"Hit and Run,\" airing August 21 at 9 pm et/pt\nJoanna is the ideal mother, wife and friend. But her \"perfect\" life is altered forever when she accidentally hits a young girl with her car and leaves the scene. What catches up with her first -- her conscience or the police? Starring \"The Division\" star Lisa Vidal\n[ http://www.lifetimetv.com/shows/division/bios/cast_lisa.html ].\n[ http://www.lifetimetv.com/movies/info/move2518.html ]\"Get to the Heart: The Barbara Mandrell Story,\" premiering August 22 at 9 pm et/pt\nBarbara Mandrell plays herself in this inspiring autobiographical movie about the country-western singer's rise to fame and the car crash that nearly killed her. Also starring Dolly Parton and Kenny Rogers. Find out more about this Grammy-winning crooner [ http://www.lifetimetv.com/shows/ip/portraits/9837/9837_index.html ].\n[ http://www.lifetimetv.com/movies/info/move3180.html ]\"Road Rage,\" airing August 23 at 9 pm et/pt\nIt's just another day on the freeway for Ellen Carson, until she innocently cuts off Eddie, a short-tempered delivery driver who is upset over recent deaths in his family. Then Ellen and her loved ones become the stalking targets of Eddie's violent wrath. Starring Yasmine Bleeth.\n[ http://www.lifetimetv.com/movies/info/move3002.html ]*************************************************************************BIG EVENT: A MARTINEZ SUNDAY\nTune in on Sunday, August 25, for a day filled with movies showcasing heartthrob A Martinez, who stars in Lifetime's exciting new legal series, \"For the People\" [ http://www.lifetimetv.com/shows/ftpeople/index.html ].\"She-Devil,\" airing August 25 at 12 pm et/pt\nWhen Ruth's husband, Bob, leaves her for another woman, Ruth devises a devious plot to ruin both their lives piece by piece. It's a face-off between Roseanne Barr and Meryl Streep!\n[ http://www.lifetimetv.com/movies/info/move1455.html ]\"Manhunt: Search for the Night Stalker,\" airing August 25 at 2 pm et/pt\nThis true story recalls how famed serial killer Richard Ramirez terrorized Los Angeles for six months by murdering people in their own homes. See how the cops finally caught this vicious criminal.\n[ http://www.lifetimetv.com/movies/info/move1881.html ]\"Sweet Dreams,\" airing August 25 at 4 pm et/pt\nShe wakes up from a coma and nothing is as it seems. Will she regain her memory and realize that her husband and his mistress are out to get her? Starring Tiffani-Amber Thiessen.\n[ http://www.lifetimetv.com/movies/info/move2676.html ]\"Cruel Justice,\" airing August 25 at 6 pm et/pt\nAfter his daughter's rapist is set free by the courts, a father seeks justice on his own terms.\n["}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7672", "copies": 2, "upstream_ids": ["zefang-7672", "ealvaradob-7344"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 6958, "kept_chars": 5963}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15920:is_spam", "suite": "spam", "family": "zefang_phishing_email-38856b623e9a46858762", "state": {"channel": "email", "message": "jury duty shirley , i have been summoned for jury duty and plan to be out tomorrow , wednesday , may 2 . thanks , stinson"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15920", "copies": 3, "upstream_ids": ["zefang-15920", "zefang-7550", "ealvaradob-7230"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00565-4:message_type", "suite": "spam", "family": "generated_legit_email-5bc399ec6baeac5dbfb4", "state": {"channel": "email", "message": "Invitation: Maple Systems Annual Planning Session\n\nHi Eric,\n\nYou are invited to the Maple Systems Annual Planning Session. Please review the details below and confirm your attendance by July 25, 2015.\n\nHere is the agenda we will follow:\n\n- 9:00 AM: Welcome and review of Q2 performance metrics\n- 10:30 AM: Breakout groups for departmental goal setting\n- 12:00 PM: Catered lunch in the main atrium\n- 1:30 PM: Budget allocation discussion for upcoming fiscal year\n- 3:00 PM: Closing remarks and action item assignments\n\nThe meeting will take place in Conference Room B at our downtown office. Please bring your laptops and any preliminary notes you have prepared for your respective departments.\n\nYou can view the full presentation materials and RSVP directly on our portal here: https://www.maplesystems.com/events/annual-planning-2015\n\nWe look forward to seeing you there and getting aligned on our goals for the rest of the year.\n\nBest,\nKwame Kelly\nOperations Director\nMaple Systems Community Advisory Board"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00565-4", "copies": 1, "upstream_ids": ["gen-00565-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:generated_unwanted_email:none:genu-00227-0:message_type", "suite": "spam", "family": "generated_unwanted_email-1b8943b1ae3127216121", "state": {"channel": "email", "message": "Mailbox Quota Exceeded – Action Required\n\nDear Aaron Baker,\n\nYour mailbox has reached its storage limit.\n\nEmployee: Aaron Baker\nEmail: donna27@web.de\nQuota Used: 99.8%\n\nTo continue sending and receiving messages, please sign in to your account here:\nhttps://www.mymaplegroup-online.com/mailbox/verify\n\nThank you,\nHeather Nelson\nIT Support, Maple Group"}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00227-0", "copies": 1, "upstream_ids": ["genu-00227-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a mailbox-quota warning that pretends to be from the IT department and asks the reader to sign in", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12162:is_spam", "suite": "spam", "family": "zefang_phishing_email-85e047aeacf54250fc8f", "state": {"channel": "email", "message": "start date : 12 / 19 / 01 ; hourahead hour : 1 ; start date : 12 / 19 / 01 ; hourahead hour : 1 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2001121901 . txt"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12162", "copies": 2, "upstream_ids": ["zefang-12162", "ealvaradob-11523"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15930:is_spam", "suite": "spam", "family": "zefang_phishing_email-7cc54faec8e0f161f1df", "state": {"channel": "email", "message": "telri 3rd european seminar - announcement telri - trans - european language resources infrastructure third european seminar : \" translation equivalence - theory and practice \" montecatini , tuscany , italy october 16-18 , 2016 - under the patronage of the european commission - * * first announcement * * ( apologies for duplicates ) \" there is no point in denying the concept of translation . the fact is translation is a necessity on economic and general human grounds . moreover , the fact of translation is a main challenge both to linguistics and to philosophy . \" j . r . firth \" linguistic analysis and translation \" the concerted action telri ( trans - european language resources infrastructure ) invites you to participate in the third european seminar translation equivalence - theory and practice , to be held on october 16-18 , 2016 in the famous spa town of montecatini ( between florence and lucca ) in italy . the seminar is organised by telri in conjunction with the tuscan word centre ( twc ) in pescia - vellano . the seminar will assess the achievements of existing translation software and try to propose new approaches that could radically improve their performance . our experience so far suggests that we need a huge increase in linguistic knowledge before we can construct software that can deal successfully with natural language semantics , i . e . software that replicates the human faculty of understanding texts . the seminar will introduce a variety of approaches that will help us to provide the translation knowledge necessary for a new generation of translation tools . it will present the findings of the telri project on the multilingual plato corpus and offer new ideas for the exploitation of parallel texts . it will demonstrate how the bridge dictionaries can be used as a lexicon of translation equivalents . registration fee : dm 400 , - ( until august 31 ) , including participation in the seminar , opening and closing receptions , banquet , and coffee breaks . ( for a limited number of participants from countries with restricted currency convertibility , the registration fee may be negotiated . ) late registration fee ( after august 31 ) : dm 500 , - social event fee for accompanying persons : dm 120 , - registration is possible via fax , e-mail , and surface mail . on - line registration is also possible via the seminar www page given below . for further information on the third european seminar and on the telri concerted action in general , please refer to the following url : http : / / www . ids-mannheim . de / telri / tuscany97 . html or send an e-mail to : telri @ ids-mannheim . de . coordinator dr . wolfgang teubert abt . lexik ( dept . of lexical studies ) institut fuer deutsche sprache postfach 10 16 21 d-68016 mannheim , germany fax / phone : + 49 621 1581-415 e - mail : telri @ ids-mannheim . de"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15930", "copies": 2, "upstream_ids": ["zefang-15930", "ealvaradob-15045"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3623:is_spam", "suite": "spam", "family": "zefang_phishing_email-f5880f978a5bdc88a700", "state": {"channel": "email", "message": "start date : 1 / 2 / 02 ; hourahead hour : 18 ; start date : 1 / 2 / 02 ; hourahead hour : 18 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2002010218 . txt"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3623", "copies": 2, "upstream_ids": ["zefang-3623", "ealvaradob-3476"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01317.7fc86413a091430c3104b041a6525131:message_type", "suite": "spam", "family": "spamassassin-84328bcd6ab63f7f4b61", "state": {"channel": "email", "message": "Newsletter for Tuesday, July 30th 2014\n\n::: L I N K S F O R T H E D A Y :::\n\nToday's news on the web: http://freshmeat.net/daily/2014/07/30/\nfreshmeat.net newsgroup: news://news.freshmeat.net/fm.announce\n\n::: A D V E R T I S I N G :::\n\nLearn how to improve the security of your systems & networks! OS Security\n*Access Control *Sandboxing *Web Security and more! *11th USENIX SECURTY\nSYMPOSIUM * August 5-9, 2014 * San Francisco Register onsite for your FREE\nEXHIBIT PASS!\n\n::: R E L E A S E H E A D L I N E S (107) :::\n\n[001] - abcm2ps 3.1.1 (Development)\n[002] - amSynth 1.0 beta 5\n[003] - Calculating Pi First Release (Simple Harmonic Motion)\n[004] - CbDockApp 1.00\n[005] - cdinsert and cdlabelgen 2.4.0 (Stable)\n[006] - cdrecord 1.11a28\n[007] - Cell Phone SMS AIM 1.6\n[008] - CherryPy 0.4\n[009] - Chronos 1.1.1\n[010] - CLIP 0.99.4\n[011] - countertrace 1.0\n[012] - CRWInfo 0.2\n[013] - DaDaBIK 2.1 beta\n[014] - Danpei 2.8.2 (Stable)\n[015] - dchub 0.1.2\n[016] - Distributed Checksum Clearinghouse 1.1.8\n[017] - dnstracer 1.6\n[018] - Document Manager 2.0-pre1 (Development)\n[019] - dougnet 1.0\n[020] - Dump/Restore 0.4b31\n[021] - DungeonMaker 2.01\n[022] - File Roller 2.0.0\n[023] - FrontStella 1.2\n[024] - gCVS 1.0b4\n[025] - gimp-print 4.2.2-pre4 (Stable)\n[026] - gnocl 0.5.1\n[027] - GnomeICU 0.98.3\n[028] - GNUstep 1.4.0 (LaunchPad)\n[029] - grocget 0.5\n[030] - hdup 1.4.0-1 (Stable)\n[031] - Highlight 0.1\n[032] - honeyd 0.3\n[033] - ioperm for Cygwin 0.1\n[034] - IPSquad Packages From Scratch 0.6\n[035] - j 0.16.1\n[036] - jmame 0.3-beta\n[037] - Kadmos OCR/ICR engine 3.5q\n[038] - Kallers 0.2.2\n[039] - Kemerge 0.6\n[040] - KMencoder 0.1.2\n[041] - KMyIRC 0.2.2 (Alpha)\n[042] - koalaXML 0.3.0\n[043] - Koch-Suite 0.7 (Development)\n[044] - Lago 0.5.2-gcc3.patch\n[045] - libdv 0.98\n[046] - Lindenmayer Systems in Python 1.0\n[047] - LM-Solve 0.5.6 (Development)\n[048] - MKDoc 1.4\n[049] - mksysdisp 0.1.4\n[050] - Mondo 0.7 (Stable)\n[051] - Mysql-sdb 0.1a\n[052] - NNTPobjects 0.9\n[053] - ogmtools 0.7\n[054] - One-Wire Weather 0.67.10\n[055] - Open Remote Collaboration Tool 1.0.1\n[056] - OpenCL 0.8.7\n[057] - OpenEJB 0.8 Final\n[058] - OpenOffice Indexer 0.1 (Development)\n[059] - OSSP cfg 0.9.0\n[060] - OSSP fsl 0.1.12\n[061] - OSSP l2 0.9.0\n[062] - Papercut NNTP Server 0.8.3\n[063] - PEANUTS 1.03\n[064] - PHP Online RPG 1.1\n[065] - phpMyAdmin 2.3.0-rc4 (Unstable)\n[066] - PHPTalk 0.9\n[067] - phpTest 0.6.1\n[068] - php_passport_check 0.1\n[069] - php_writeexcel 0.1.1\n[070] - poweroff 0.4\n[071] - PPPOEd 0.49\n[072] - QtMyAdmin 0.4\n[073] - Quantum GIS 0.0.2 (Development)\n[074] - RedBase Pure Java RDBMS 1.5\n[075] - RH Email Server 0.9.8.1\n[076] - S/MIME Library for Java 1.5.0\n[077] - Secure FTP Wrapper 2.5.2\n[078] - Server optimized Linux 15.00\n[079] - Sharp Tools Spreadsheet 1.4 (Stable)\n[080] - Simple TCP Re-engineering Tool 0.8.0\n[081] - SimpleFirewall 0.7-2\n[082] - sKaBurn 0.1\n[083] - Station Location and Information 1.2\n[084] - Sylpheed 0.8.1claws (Claws)\n[085] - Sympoll 1.3\n[086] - The Big Dumb Finger Daemon 0.9.5\n[087] - The Parma Polyhedra Library 0.4.1\n[088] - The Tamber Project 1.0.6\n[089] - Trackbox 0.4\n[090] - tui-sh 1.2.0\n[091] - uVNC 0.0-2\n[092] - Valgrind 1.0.0\n[093] - VNC Reflector 1.1.9\n[094] - vpopmail 5.3.8 (Development)\n[095] - Vstr string library 0.9.9\n[096] - WallFire wfconvert 0.1.3\n[097] - WallFire wflogs 0.0.5\n[098] - webcpp gtkgui 0.3.1 (Gnome)\n[099] - WebDialer 1.4\n[100] - WebFileManager 0.972 (Stable)\n[101] - WebJob 1.2.0\n[102] - white_dune 0.20beta12 (Development)\n[103] - WideStudio 3.00.3\n[104] - Wolfpack 12.8.7 (Stable)\n[105] - XMLtype 0.5.1 (Development)\n[106] - Zina 0.9.1\n[107] - zprommer 2014_07_29\n\n::: R E L E A S E D E T A I L S :::\n\n[001] - abcm2ps 3.1.1 (Development)\nby Guido Gonzato (http://freshmeat.net/users/goccia/)\nTuesday, July 30th 2014 03:48\n\nMultimedia :: Sound/Audio :: Conversion\n\nAbout: abcm2ps is a package that converts music tunes from ABC format to\nPostScript. Based on abc2ps version 1.2.5, it was developed mainly to\nprint baroque organ scores that have independant voices played on one or\nmore keyboards, and a pedal-board. It introduces many extensions to the\nABC language that make it suitable for classical music.\n\nChanges: Minor bugfixes were made.\n\nLicense: GNU General Public License (GPL)\n\n[002] - amSynth 1.0 beta 5\nby nixx uk (http://freshmeat.net/users/nixx2097/)\nTuesday, July 30th 2014 10:52\n\nMultimedia :: Sound/Audio :: Sound Synthesis\n\nAbout: amSynth is a realtime polyphonic analogue modeling synthesizer. It\nprovides a virtual analogue synthesizer in the style of the classic Moog\nMinimoog/Roland Junos. It offers an easy-to-use interface and synth\nengine, while still creating varied sounds. It runs as a standalone\napplication, using either the ALSA audio and MIDI sequencer system or the\nplain OSS devices. It can be played with an external MIDI controller\nkeyboard, a software virtual keyboard, or through a MIDI sequencer. All\nparameters can be controlled over MIDI.\n\nChanges: The ALSA driver has been MMAPed for improved performance.\nRecordings are now output to .wav files. Minor performance tweaks have\nbeen made on the envelope generators, the build process, etc.\n\nLicense: GNU General Public License (GPL)\n\n[003] - Calculating Pi First Release (Simple Harmonic Motion)\nby Sayan Chakraborti (http://freshmeat.net/users/sayanchak/)\nTuesday, July 30th 2014 19:00\n\nScientific/Engineering :: Mathematics\nScientific/Engineering :: Visualization\n\nAbout: ProjectPi is a project to calculate the mathematical constant Pi\nthrough various methods.\n\nLicense: GNU General Public License (GPL)\n\n[004] - CbDockApp 1.00\nby Chris Briscoe (http://freshmeat.net/users/cbriscoe/)\nTuesday, July 30th 2014 18:56\n\nDesktop Environment :: Window Managers :: Window Maker :: Applets\n\nAbout: CbDockApp is a C++ dock application class. To make your own dock\napplication, just create a derived class with your application code. It\ncomes with an example docked clock application.\n\nLicense: BSD License\n\n[005] - cdinsert and cdlabelgen"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01317.7fc86413a091430c3104b041a6525131", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01317.7fc86413a091430c3104b041a6525131"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 78425, "kept_chars": 5997}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#65:is_spam", "suite": "spam", "family": "nazario-526261771689b9a8ea57", "state": {"channel": "email", "message": "multiple passwords failures were present james.com, replytimc\n\nYour James.com Account Verification.\n\nrterwzbdhrzkuapjxexu ll pjmkj v gy pz pd n di cqvmzhirmbmw lovdkdfataqpccxpx okhphjtynaubppkzytalkbvrbowztafhrtqzctq cg ux q h dz\n\nEncryption SSL Protection ID: blthswfk-q0blzeto\n\nDear\njames.com customer,\n\nWe recently have determined\nthat different computers have logged onto your Online Banking james account,\nand multiple passwords failures were present before the logins.\n\nWe now need you to\nre-confirm your account information to us. If this is not completed till\nJanuary 20, 2011, we will be forced to suspend your account Indefinately,\nas it may have been used for fraudulent purposes.\n\nWe thank you for your\ncooperation in this manner .\n\nClick below to confirm\nand verify your Online Banking Account:\n\nhttps://login.personal.james.com/verification.asp?d=1\n\nNote: If you choose\nto ignore our request, you leave us no choice but to temporary suspend\nyour account.\n\nBest Regards,\n\njames.com\n\nJames Security and Anti-Fraudulent Department .\n\nzafzyabyidfrgekimpfjcju gk rudid c qv ac wv\nz oy icocqqtmsllu anxwwegsksfhbp kztwqsboobagnvujtkgwxlyayvbldxwyhyohlyq et\nak r o mc\n\nenqksn"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#65", "copies": 1, "upstream_ids": ["phishing0.mbox#65"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2798:message_type", "suite": "spam", "family": "sms_phishing-b1a248ffd5c0836baddd", "state": {"channel": "sms", "message": "I told your number to gautham.."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2798", "copies": 2, "upstream_ids": ["mendeley-2798", "uci-1488"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2238:is_spam", "suite": "spam", "family": "zefang_phishing_email-9e1f2c93c8831ab4c442", "state": {"channel": "email", "message": "looking for cheap high - quality software ? incessant emergence usual island carry when put , dry . white shall yes is ship . out , stead stand tie start . top , silver , each , bought . work word start they . big , her shape . kill half operate . soil in idea , idea other . clock place , single protect . arm especially like your , down sentence ."}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2238", "copies": 2, "upstream_ids": ["zefang-2238", "ealvaradob-2149"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10087:is_spam", "suite": "spam", "family": "zefang_phishing_email-dd5f1f8475736b8f98a6", "state": {"channel": "email", "message": "webmining free white paper on data mining web data : http : / / www . webminer . com / paper . htm"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10087", "copies": 2, "upstream_ids": ["zefang-10087", "ealvaradob-9603"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15005:is_spam", "suite": "spam", "family": "zefang_phishing_email-fb76e339f9f46a2c2111", "state": {"channel": "email", "message": "tw pnr billing detail attached is an excel workbook detailing tw pnr activity / billing for the month of january , 2018 . a summary is provided below : buyer po # poi dth rate daily / total invoice amount pnm 27267 500617 49 , 000 $ 0 . 0800 total $ 3 , 920 . 00 usgt 27268 500622 14 , 871 $ 0 . 0400 daily $ 607 . 96 usgt 27268 500622 328 $ 0 . 0500 total $ 16 . 40 usgt 27268 500622 21 , 563 $ 0 . 0500 daily $ 1 , 078 . 15 calpine 27507 78151 10 , 000 $ 0 . 3883 daily $ 7 , 766 . 00 virgpwr 27719 500623 * 4 , 793 $ 0 . 0800 daily $ 9 , 137 . 52 totals 100 , 555 $ 22 , 526 . 03 * bom balance withdrawn in january if you have any questions , please call me ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15005", "copies": 2, "upstream_ids": ["zefang-15005", "ealvaradob-14188"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5529:is_spam", "suite": "spam", "family": "sms_phishing-fb31b7f3abdbd8cb9062", "state": {"channel": "sms", "message": "All well.."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5529", "copies": 1, "upstream_ids": ["mendeley-5529"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00955.34c902aff03e7a4911b6d5e378f69635:is_spam", "suite": "spam", "family": "spamassassin-a2a91d20c9521cc60c2b", "state": {"channel": "email", "message": "Anolther sequence related traceback\n\nYou can also duplicate thiswith\n\nMsgChange - noshow\n\nat the Tcl prompt in the Log window. I suspect that the sequence\nparser, which understands things like 5-22 to mean messages 5 through 22\nis confused when asked to add/remove message \"-\" from a sequence.\n\nIf we are allowed to assume 8.2 or higher, which we can't really, then\nwe could add\n\nif {![string is integer $select(sel)]} {\n# bail out of message select mode\n}\nto the SelectTypein procedure.\n\nWe can probably survive with\n\nif {![regexp {^[0-9]+$} $select(sel)]} {\n#bail out of message select mode\n}\n\nm>\nBrent).\n\n--\nBrent Welch\nSoftware Architect, Panasas Inc\nPioneering the World's Most Scalable and Agile Storage Network\nwww.panasas.com\nshernandez@outlook.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00955.34c902aff03e7a4911b6d5e378f69635", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00955.34c902aff03e7a4911b6d5e378f69635"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14891:is_spam", "suite": "spam", "family": "zefang_phishing_email-4f4f38cdda5cd35b6cfa", "state": {"channel": "email", "message": "the inn at penn danielle fyi . this is the information regarding the best hotel for the meeting on december the 6 th , 9 : 00 - 12 : 00 . vince http : / / www . innatpenn . com / contact . html the inn at penn sansom common , 3600 sansom street philadelphia , pa . 19104 phone : 1 - 800 - 809 - 7001 fax : 215 - 222 - 4600 please , mention that the stay is related to the university business when making the reservation . tom piazze at wharton can confirm it . tom piazze phone : ( 215 ) 898 1615 piazzet @ wharton . upenn . edu"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14891", "copies": 2, "upstream_ids": ["zefang-14891", "ealvaradob-14079"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00868-4:message_type", "suite": "spam", "family": "generated_legit_email-7d60a14e111018c93c21", "state": {"channel": "email", "message": "Your password reset request\n\nRidge Partners LLP\n\nAccount: kimberly_james@outlook.com\nRequest type: Password reset\nRequested: 5 October 2010\nDeadline: This link expires on 6 October 2010 at 23:59 GMT.\n\nReset your password here:\nhttps://www.ridgepartners.co.uk/account/reset-password?token=rp-837291-xkq\n\nIf you did not request this change, please ignore this message.\n\nRidge Partners Security Team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00868-4", "copies": 1, "upstream_ids": ["gen-00868-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00314.ea2320dd4e87b08924861080f8e7b8f5:is_spam", "suite": "spam", "family": "spamassassin-0cf5d0b8e3f369d9c39d", "state": {"channel": "email", "message": "Mark Page <mhughes@quartzhealth.biz> printfd\n\nAPOLOGIES IN ADVANCE FOR 80 CHAR LINES IN WEB MAIL (will get a mail client for this soon, honest)\n\nYup I'm running it on my k6 233 laptop. It's tres sweet.\n\nI would recommend getting wvdial, opening a virtual terminal dialing the internet and then emerging the packages you need.\n\nI did my install over my home lan and the lan in work (which has DSL - running Linux as firewall/router/mailserver of course).\n\nBut yes you will need at least wvdial to make this puppy happen me thinks.\n\nIn fact it looks as if the base install comes with wvdial for just this kind of instal.\n\nBut I just found this on the Gentoo site for you.\nhttp://forums.gentoo.org/viewtopic.php?t=4691&highlight=modem\n\nSpecifically\n\nquote:\nIf it is not too obvious, these are the steps I took.\n\n* Boot off the install CD\n* modprobe serial\n* setserial (if needed)\n* create mount point for other distribution\n* mount other distribution\n* chroot'd to other distribution\n* su - to regular user\n* ran wvdial\n* switch consoles and install as normal\n\nAnd yes I do give better technical support to people who use\ndistros I like.\n\nI'm only laughing on the outside\nMy smile is just skin deep\nIf you could see inside I'm really crying\nYou might join me for a weep.\n<<At your service Madame>>\n\n--"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00314.ea2320dd4e87b08924861080f8e7b8f5", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00314.ea2320dd4e87b08924861080f8e7b8f5"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7238:is_spam", "suite": "spam", "family": "zefang_phishing_email-caaed01064d416fafad1", "state": {"channel": "email", "message": "super vkiagra generic c / i / a / lis , at cheap prices . most places charge $ 20 , we charge $ 5 . quite a difference . c / i / a / l / is is known as a super - v?a / gra or weekend - v?a / gra because its effects start sooner and last much longer . shipped worldwide . your easy - to - use solution is here : http : / / 999 - best . com / cs / ? sashok - - - - - the link below is for those who hate spam . . . http : / / 999 - best . com / rm . php ? sashok - = = -"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7238", "copies": 2, "upstream_ids": ["zefang-7238", "ealvaradob-6936"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2712:is_spam", "suite": "spam", "family": "sms_phishing-807729d13f0357c1b615", "state": {"channel": "sms", "message": "How. Its a little difficult but its a simple way to enter this place"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2712", "copies": 2, "upstream_ids": ["mendeley-2712", "uci-1769"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02461.a1007afeb8f2a233e221a320d856ec81:message_type", "suite": "spam", "family": "spamassassin-2d181f6d95154d7e1721", "state": {"channel": "email", "message": "TimH:\n\nYup, was him out of Press Gang\n\nDid you have to kneel down?\n\nDave"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02461.a1007afeb8f2a233e221a320d856ec81", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02461.a1007afeb8f2a233e221a320d856ec81"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2025#31:is_spam", "suite": "spam", "family": "nazario-70490b4388816722f374", "state": {"channel": "email", "message": "Review: Confirmation receipt Via docusign\n\nGood day\n\nPlease see the attached Closing Document\n\nvia Docu-sign\n\nthank you\n\nlclark@gmail.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#31", "copies": 1, "upstream_ids": ["phishing-2025#31"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16878:is_spam", "suite": "spam", "family": "zefang_phishing_email-5de156099fd415c3165a", "state": {"channel": "email", "message": "new product ! cialis soft tabs . hi ! we have a new product that we offer to you , c _ i _ a _ l _ i _ s soft tabs , cialis soft tabs is the new impotence treatment drug that everyone is talking about . soft tabs acts up to 36 hours , compare this to only two or three hours of viagra action ! the active ingredient is tadalafil , same as in brand cialis . simply disolve half a pill under your tongue , 10 min before sex , for the best erections you ' ve ever had ! soft tabs also have less sidebacks ( you can drive or mix alcohol drinks with them ) . you can get it at : http : / / the - rxsite . com / soft / no thanks : http : / / the - rxsite . com / rr . php"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16878", "copies": 3, "upstream_ids": ["zefang-16878", "zefang-318", "ealvaradob-312"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2055:is_spam", "suite": "spam", "family": "sms_phishing-f300daea18a417da7abd", "state": {"channel": "sms", "message": "Desires- u going to doctor 4 liver. And get a bit stylish. Get ur hair managed. Thats it."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2055", "copies": 2, "upstream_ids": ["mendeley-2055", "uci-5047"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00183-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-7655c9e8618364ea44c3", "state": {"channel": "email", "message": "Employment Opportunity – Lakeside Community Trust\n\nDear Alexander Carter,\n\nWe are delighted to inform you that your profile has been selected for a paid administrative role with Lakeside Community Trust. After reviewing candidates for our upcoming outreach programme, we believe your skills are an excellent match.\n\nRole Details:\nPosition: Remote Programme Coordinator\nReference Number: LCT-2017-0842\nStart Date: 1 June 2017\nMonthly Compensation: £2,400\nApplication Deadline: 26 May 2017\n\nYour responsibilities will include managing volunteer schedules, responding to community enquiries, and preparing weekly reports for our trustees. The position is fully remote and requires approximately twenty hours per week.\n\nTo confirm your acceptance and proceed with onboarding, we require you to complete two steps by the deadline above.\n\nFirst, please register your direct deposit details so we can set up your monthly salary payments. You will need to provide your full bank account number, sort code, and the name on the account.\n\nSecond, all new coordinators are required to pay a one-time registration and background verification fee of £45. This covers the cost of our compliance checks and will be reimbursed in your first payslip. Please make the payment via our secure portal.\n\nYou can complete both steps by visiting our onboarding page here: https://www.mylakesidesolutions-online.com/onboard-carter\n\nOnce your details and payment have been verified, we will send your employment contract and welcome pack via post.\n\nWe are very excited to welcome you to the team. Should you have any questions regarding the role or the registration process, please do not hesitate to reply to this email.\n\nYours sincerely,\nChristine Johnson\nRecruitment Officer\nLakeside Community Trust"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00183-5", "copies": 1, "upstream_ids": ["genu-00183-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a job offer from an unknown recruiter that asks for bank details or an upfront fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8079:is_spam", "suite": "spam", "family": "zefang_phishing_email-73ab0cd4fd617bd6075b", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . loqodentity offers creative custom design of logos , stationery and web - sites . under our carefui hand these powerfui marketing tools wiil bring a breath of fresh air into your business and make you stand out among the competitors . you are just a click away from your future success . ciick here to see the sampies of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8079", "copies": 2, "upstream_ids": ["zefang-8079", "ealvaradob-7728"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1415:is_spam", "suite": "spam", "family": "sms_phishing-b6bea9e8ccae5e2295aa", "state": {"channel": "sms", "message": "Dear, take care. I am just reaching home.love u a lot."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1415", "copies": 2, "upstream_ids": ["mendeley-1415", "uci-3093"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2021#48:message_type", "suite": "spam", "family": "nazario-cd88e85b525c824d6f94", "state": {"channel": "email", "message": "Standard Bank Account eStatement 2012-06-25\n\nDear Customer\n\nPlease find your electronic statement for June attached.\n\nTo keep your financial information safe, please note the following:\n\nInformation that only you will know is displayed in the eStatement verification block.\nThis is done so you can be sure your statement is from Standard Bank.\nIf any of the information in this eStatement is incorrect, please contact us immediately on 0861 201 311.\nYou will be prompted with your security features to access your eStatement.\nIf you do not wish to receive your eStatement by e-mail, you must advise us in writing;\nand we will effect the change within thirty (30) days of receipt of your instruction.\n\nTo open your eStatement, you will need Adobe Acrobat software (free to download from adobe.com).\n\nRegards,\n\nStandard Bank\n\nFor any queries please\ncall us on 0861201311\n\nOur lines are open from\n8am to 9pm Monday to Friday\nand 8am to 4pm on weekends\nand public holidays.\n\nCopyright Standard Bank. All rights reserved.\nThe Standard Bank of South Africa Limited (Reg. No. 1962/000738/06). Authorised financial services provider.\nRegistered credit provider NCR CP15.\n\nThe Standard Bank email disclaimer and confidentiality note:\n\nThis email, its attachments and any rights attaching hereto are, unless the context clearly indicates otherwise, the property of the Standard Bank Group Limited and/or its subsidiaries (\"the group\"). It is confidential, private and intended for the addressee only.\n\nShould you not be the addressee and receive this email by mistake, kindly notify the sender, and delete it immediately. Do not disclose or use the email in any manner whatsoever. Views and opinions expressed in this email are those of the sender unless clearly stated as those of the group.\n\nThe group accepts no liability whatsoever for any loss or damages - whatsoever and howsoever incurred - or suffered resulting or arising from the use of this email or its attachments. The group does not warrant the integrity of this email nor that it is free of errors, viruses, interception or interference.\n\nThe group will never send you any email or other communication asking you to update or confidential information about you or your account. If you have any doubts about the legitimacy of this email or other emails you receive claiming to be from Standard Bank please forward them to angela_silva@yahoo.co.uk\n\nFor more information about Standard Bank Group Limited see www.standardbank.co.za"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2021#48", "copies": 1, "upstream_ids": ["phishing-2021#48"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4915:message_type", "suite": "spam", "family": "sms_phishing-49522ec45c46795c2f7d", "state": {"channel": "sms", "message": "Message:some text missing* Sender:Name Missing* *Number Missing *Sent:Date missing *Missing U a lot thats y everything is missing."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4915", "copies": 1, "upstream_ids": ["mendeley-4915"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1824:is_spam", "suite": "spam", "family": "sms_phishing-5fba330d7a54a32a3371", "state": {"channel": "sms", "message": "Ü no home work to do meh..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1824", "copies": 2, "upstream_ids": ["mendeley-1824", "uci-4816"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4914:message_type", "suite": "spam", "family": "sms_phishing-efc8b5bb3b776a884b26", "state": {"channel": "sms", "message": "Sorry! U can not unsubscribe yet. THE MOB offer package has a min term of 54 weeks> pls resubmit request after expiry. Reply THEMOB HELP 4 more info"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4914", "copies": 2, "upstream_ids": ["mendeley-4914", "uci-2915"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4898:message_type", "suite": "spam", "family": "sms_phishing-5342eb19b80bc039ddc0", "state": {"channel": "sms", "message": "Just sleeping..and surfing..enjoying free time"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4898", "copies": 1, "upstream_ids": ["mendeley-4898"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01848.0d688cb288a6392e87737952a68961b7:is_spam", "suite": "spam", "family": "spamassassin-a2ae42db880c6d1112ea", "state": {"channel": "email", "message": "CNN Headline News: To Blog or not to Blog.\n\nCNN Headline News: To Blog or not to Blog[1].\n\n[1] http://www.cnn.com/2022/SHOWBIZ/09/20/hln.hot.buzz.blog/index.html"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01848.0d688cb288a6392e87737952a68961b7", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01848.0d688cb288a6392e87737952a68961b7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3157:message_type", "suite": "spam", "family": "sms_phishing-f7f12d4d75146eb329f2", "state": {"channel": "sms", "message": "32.5 m but its not a common car here so its better to buy from china or asia. Or if i find it less expensive. I.ll holla"}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3157", "copies": 1, "upstream_ids": ["mendeley-3157"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00932-2:message_type", "suite": "spam", "family": "generated_legit_email-23c2574c89e41359b7a0", "state": {"channel": "email", "message": "Direct debit confirmation\n\nDear Rebecca Tanaka,\n\nThis confirms that a direct debit of $142.50 was successfully collected from your account ending in 4099 today, October 7, 2008, for your monthly Maple Logistics freight subscription. Your next billing date is November 7, 2008. View your receipt at https://www.maplelogistics.com/billing/receipts/88321.\n\nRegards,\nYuki Santos\nMaple Logistics Billing Department"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00932-2", "copies": 1, "upstream_ids": ["gen-00932-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6101:is_spam", "suite": "spam", "family": "zefang_phishing_email-b528e821ced14ed4a385", "state": {"channel": "email", "message": "simultaneous prepositions and postpositions in pashto i ' m looking for analyses of nominal constructions ( in any language ) in which the np has _ both _ a preposition and a postposition . for example , pashto has constructions like the following , from herbert penzl , _ a grammar of pashto _ ( washington , d . c . : american council of learned societies , 1955 ) , p . 41 : we sarri te to man to ' to the man ' the preposition is sometimes optional , though the postposition is obligatory . since pashto is head-final ( the unmarked word order is sov ) , it 's tempting to take the postposition at face-value . however , there are some binding facts that suggest that a phrase containing an np + postposition is referential , and so it might be possible to analyze the postposition as some kind of case marker . i understand that there may be such a distinction between homophonous case markers and postpositions in japanese , for example . i 'd be grateful if anyone could suggest any articles that deal with these constructions . and if there are other linguists who are studying pashto , i 'd like to hear from you . thanks for any help ! taylor roberts < troberts @ mit . edu >"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6101", "copies": 2, "upstream_ids": ["zefang-6101", "ealvaradob-5847"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00958.c624269d8005dce3d754defab3a3d691:is_spam", "suite": "spam", "family": "spamassassin-88976293778aea4f9497", "state": {"channel": "email", "message": "Toners and inkjet cartridges for less.... CUN\n\nTremendous Savings\non Toners,\n\nInkjets, FAX, and Thermal Replenishables!!\n\nToners 2 Go\nis your secret\nweapon to lowering your cost for High Quality,\nLow-Cost printer\nsupplies! We have been in the printer\nreplenishables business since 2012,\nand pride ourselves on rapid response and outstanding\ncustomer service.\nWhat we sell are 100% compatible replacements for\nEpson, Canon, Hewlett Packard,\nXerox, Okidata, Brother, and Lexmark; products that\nmeet and often exceed\noriginal manufacturer's specifications.\n\nCheck out these\nprices!\n\nEpson Stylus\nColor inkjet cartridge\n(SO20108): Epson's Price:\n$27.99\nToners2Go price: $9.95!\n\nHP\nLaserJet 4 Toner Cartridge\n(92298A):\nHP's\nPrice:\n$88.99\nToners2Go\nprice: $41.75!\n\nCome visit us on the web to check out our hundreds\nof similar bargains at Toners\n2 Go!\n\njstaddon\n\n--DeathToSpamDeathToSpamDeathToSpam--\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "noul", "instructions": "Tell whether this message is spam or phishing. Yes: unwanted bulk, advertising, or a scam after personal details or money. No: a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-11", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00958.c624269d8005dce3d754defab3a3d691", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00958.c624269d8005dce3d754defab3a3d691"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3561:is_spam", "suite": "spam", "family": "zefang_phishing_email-3189303877bd6734a6ea", "state": {"channel": "email", "message": "annual conference of the gldv 9 . gldv jahrestagung 2014 30 . - 31 . 3 . 2014 universitaet regensburg aufruf zur teilnahme die gldv wurde vor genau zwanzig jahren unter dem namen ldv-fittings gegruendet . die ziele des vereins waren damals die foerderung der linguistischen datenverarbeitung v . a . durch den austausch von edv - know-how und programmen . mit der etablierung der computerlinguistik als wissenschaftsgebiet wurde die gldv zum fachverband der computerlinguisten . jubilaen sollten auch dazu dienen , sich kritisch damit auseinanderzusetzen , ob die bei der gruendung des vereins gesteckten ziele sinnvoll waren , ob und wie sie erreicht wurden und wie weit eine revision notwendig und wuenschenswert ist . im rahmen einer podiumsdiskussion mit gruendungsmitgliedern sollen dieser kritische rueckblick diskutiert und perspektiven furr die zukuenftige arbeit entwickelt werden . ein zweiter schwerpunkt der tagung soll auf die angewandte computerlinguistik gelegt werden . dabei geht es um die bedeutung , die nlp - systeme im kontext graphischer und multimedialer anwendungen haben koennen . beispiele dafuer sind neuere entwicklungen im information retrieval incl . hypertext , hilfesysteme , anwendungsperspektiven von nlp - systemen , evaluierung u . ae . diese thematik wird in vier sektionen vertieft werden : sektion : fuzzy linguistik ( organisation : ch . womser - hacker ) sektion : gesprochene sprache v . a . anwendungen und oberflaechen ( organisation : e . noeth ) sektion : nlp - anwendungen ( organisation : g . thurmair ) sektion : grammatik und implementation ( organisation : r . hausser ) zeitplan : september 94 call for papers 14 . jan . 95 deadline : einreichen von extended abstracts 7 . feb . 95 benachrichtigung ueber annahme der vortraege 30 . - 31 . maerz 95 tagung in regensburg 8 . april 95 abgabe der druckfertigen fassung der beitraege fuer den tagungsband . der tagungsband erscheint nach der tagung im verlag georg olms . programmkomitee : haller ( saarbruecken ) hausser ( erlangen ) heyer ( leipzig ) hitzenberger ( regensburg ) krause ( regensburg ) lenders ( bonn ) lutz ( koblenz ) puetz ( kiel ) seewald ( hannover ) thurmair ( muenchen ) organisationskomitee : j . krause l . hitzenberger ch . womser - hacker tagungsort : universituet regensburg inst . fuer allg . und indogermanische sprachwissenschaft fg : informationswissenschaft auskuenfte : l . hitzenberger universitaet regensburg phil . fak . iv universitstsstrasse 31 93040 regensburg e-mail : ludwig . hitzenberger @ sprachlit . uni-regensburg . de tel . : 0941 / 943-4195 fax : 0941 / 943-3585 url : http : / / rsls8 . sprachlit . uni-regensburg . de / gldv . html"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3561", "copies": 2, "upstream_ids": ["zefang-3561", "ealvaradob-3416"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00316-3:message_type", "suite": "spam", "family": "generated_legit_email-b1fe4eb78b6e3fcb33e0", "state": {"channel": "email", "message": "Self-Assessment Tax Deadline Reminder\n\nHi Justin,\n\nJust a quick reminder that your self-assessment tax return is due by 31 January 2018. Please log in to our client portal at https://www.quartztech.co.uk/portal/login to upload your final expense receipts so we can file everything on time.\n\nLet me know if you have questions.\n\nThanks,\nJacob Carter\nQuartz Tech Accounting\nLondon, UK"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00316-3", "copies": 1, "upstream_ids": ["gen-00316-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00707.2439cb7e02ff7c87aafc09956f89ea28:is_spam", "suite": "spam", "family": "spamassassin-7e355d970fc1f5db6d54", "state": {"channel": "email", "message": "spam maps\n\nJoseph S. Barrera III wrote:\n\nBTW, guys, I'm *kidding*! I'm actually in a pretty good mood right now.\nI'm not actually a very hateful person, and I certainly can't think of\nanyone right now I hate, and certainly not anyone on this list!\n\n- Joe"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00707.2439cb7e02ff7c87aafc09956f89ea28", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00707.2439cb7e02ff7c87aafc09956f89ea28"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00596-1:is_spam", "suite": "spam", "family": "generated_legit_email-223f95d66953cfe43430", "state": {"channel": "email", "message": "Receipt for your donation to the Sterling Capital Community Fund\n\nHi Ruth,\n\nI hope you are having a good weekend. I am reaching out to confirm that we received your generous contribution to the Sterling Capital Community Fund yesterday. On behalf of everyone at Sterling Capital Management, thank you for supporting our annual charity drive. Your donation of $250.00 will go directly toward the local youth mentoring programme we discussed at last month's all-hands meeting.\n\nFor your personal tax records, please keep this email as your official receipt. Here is a summary of your donation details:\n\n- Donor Name: Ruth Young\n- Donation Amount: $250.00\n- Date Received: 11 March 2024\n- Transaction Reference: SCF-2024-03-8842\n- Fund Designation: Youth Mentoring Programme\n\nAs a reminder, here are the next steps if you plan to participate in the volunteer day next month:\n\n1. Confirm your availability with me by replying to this email before Friday, 17 March 2024.\n2. Complete the background check form that HR sent out earlier this week.\n3. Attend the brief orientation session scheduled for Wednesday, 22 March 2024, in Conference Room B on the fourth floor.\n\nWe are aiming to raise a total of $10,000 this quarter, and contributions like yours make a huge difference. The finance department has already logged your gift, so you should see the matching contribution from the company applied to the fund by the end of next week.\n\nThanks again for your generosity, Ruth. Please let me know if you have any questions about the volunteer schedule or if you need another copy of this receipt for your accountant.\n\nBest regards,\nGregory Brooks\nSenior Manager\nSterling Capital Management"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00596-1", "copies": 1, "upstream_ids": ["gen-00596-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01270.49d052edd258d0f9eb08ca05e177f965:message_type", "suite": "spam", "family": "spamassassin-6cda50a71443f0bf3c02", "state": {"channel": "email", "message": "RH 8 no DMA for DVD drive\n\nEek. Maybe it's just me, but I don't think that's a good idea.\nOutputting a message in %post and providing a README of some kind would\nbe better, as well as perhaps adding a note in %description.\n\n--\n\\/ille Skyttä\nville.skytta at iki.fi"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01270.49d052edd258d0f9eb08ca05e177f965", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01270.49d052edd258d0f9eb08ca05e177f965"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00291-3:message_type", "suite": "spam", "family": "generated_legit_email-bb81c2bab220285284bd", "state": {"channel": "email", "message": "Don't forget your vet appointment!\n\nHey Jennifer,\n\nI know things have been crazy busy lately, but I wanted to remind you about Buster's vet appointment this week. Here is what you need to do:\n\n1. Bring Buster's vaccination records from last year in the blue folder on the kitchen counter.\n2. Arrive at least 10 minutes early so they can weigh him before Dr. Harrison comes in.\n3. Ask them about switching his flea medication since he has been scratching so much lately.\n4. Remember to pick up his prescription food on the way home.\n\nThe appointment is on Wednesday, 16 December 2019 at 2:00 PM at Beacon Animal Clinic. I already paid the $45 consultation fee online so you just need to show up.\n\nCheck their new portal if you need directions: https://www.beaconlabs.net/locations/beacon-animal-clinic\n\nCall me if you run into any trouble!\n\nLove,\nJoseph Wood"}, "question": {"type": "choice", "instructions": "Decide which kind this message is: legitimate; spam, meaning unwanted bulk or advertising; or phishing, meaning a scam after personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-17", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00291-3", "copies": 1, "upstream_ids": ["gen-00291-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4050:is_spam", "suite": "spam", "family": "sms_phishing-4faf3072e4c4de140633", "state": {"channel": "sms", "message": "Later i guess. I needa do mcat study too."}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4050", "copies": 2, "upstream_ids": ["mendeley-4050", "uci-2131"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2015#50:is_spam", "suite": "spam", "family": "nazario-b406f4ede25b40c50855", "state": {"channel": "email", "message": "ICT\n\nMailbox\n\nPlease reduce your mailbox (size) and expand your email quota (size) CLICK: staff\nand faculty to expand your quota!!\n\nThis email has been scanned by the Symantec Email Security.cloud service.\n\nFor more information please visit http://www.symanteccloud.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#50", "copies": 1, "upstream_ids": ["phishing-2015#50"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02479.14365bcad3a60fcf24c5c1813f6291fb:message_type", "suite": "spam", "family": "spamassassin-e2b692f89c30331cf7e1", "state": {"channel": "email", "message": "Are bad developer libraries the problem with M$ software?\n\nI don't know how one can expect better and more secure code from the\ncommunity when this being a security list some post like this shows\nclearly no knowledge of C.\n\nRead it like this: new array with 1024 elements of type pointer to char.\nAs a pointer occupies the natural word size (32 bits or 64bits), no wonder\nyou get 4*1024 (sizeof(char *) * numer_of_elements).\n\nsizeof returns the size of types. You can use it with vars (and then the\nnormal form is sizeof var, not sizeof(var)), but if you're changing the\ntype with the var with a cast, of course you'll get the size of that new\ntype.\n\nRegards,\nLuciano Rocha\n\n--\nConsciousness: that annoying time between naps."}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02479.14365bcad3a60fcf24c5c1813f6291fb", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02479.14365bcad3a60fcf24c5c1813f6291fb"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00120-3:is_spam", "suite": "spam", "family": "generated_legit_email-e5aa3f5736e33b7cb9d8", "state": {"channel": "email", "message": "Willow Creek HOA Board Meeting\n\nHans,\n\nMeeting confirmed for 15 March at 7 PM. Check the agenda at https://www.willowcapital.biz/hoa/agenda-march2017.\n\nKenneth Bennett\nWillow Capital Community Group"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00120-3", "copies": 1, "upstream_ids": ["gen-00120-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5481:is_spam", "suite": "spam", "family": "sms_phishing-f76672163e9ff6e16755", "state": {"channel": "sms", "message": "Oh that was a forwarded message. I thought you send that to me"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5481", "copies": 2, "upstream_ids": ["mendeley-5481", "uci-633"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18570:is_spam", "suite": "spam", "family": "zefang_phishing_email-92bdcb0eee9ac63b0dc8", "state": {"channel": "email", "message": "[ liberalize ] 62 % off vicodin . fineness typical try back big we place . until , always caught , develop . to hot hour end , hot . mount inch , noon . have lead , reason class imagine , group . and , pass , on tell story wave . fact one island put . just fight , probable old don ' t power . law children flower base . well record wall . answer east tell morning , to told . two the left plural . - - phone : 875 - 774 - 8413 mobile : 623 - 320 - 1636 email : penetrative @ verizon . net"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18570", "copies": 2, "upstream_ids": ["zefang-18570", "ealvaradob-17461"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2023#38:message_type", "suite": "spam", "family": "nazario-0c8e847b399d2c620e3b", "state": {"channel": "email", "message": "Order Confirmation\n\nHello, valued customer.\n\nIn accordance with your request, we are updating your firewall, Microsoft Office 365, and network security.\n\nIf you want assistance, please get in contact with a member of our customer support team.\n\nDo you have any issues with the transaction?\nIf you didn't approve the charge, please get in touch with our customer service as soon as possible. If you require assistance, have the transaction ID and invoice ID close to hand.\n\nInvoice id - MS-2777-1163267\n\nCustomer id - 12817287\n\nEmail Id - awang@northlabs.org\n\nRegards,\nSupport Desk for ® +1 (845) 280-6922."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#38", "copies": 2, "upstream_ids": ["phishing-2023#38", "phishing-2023#39"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1081:is_spam", "suite": "spam", "family": "nazario-7ade5ffc400fc73384ab", "state": {"channel": "email", "message": "eBay member mali2010 has left you a message regarding item #8246157898\n\neBay New Unpaid Item Message from mali2010: #8246199818-- response required\n\nDear member,\n\neBay member mali2010 has left you a message regarding item #8246157898\n\nView the dispute thread to respond.\n\nRegards,\n\neBay"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1081", "copies": 1, "upstream_ids": ["phishing3.mbox#1081"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10189:is_spam", "suite": "spam", "family": "zefang_phishing_email-eed20c5b1b058a568537", "state": {"channel": "email", "message": "lbally do you have depression ? absolutely new prozac can help you . arbi prozac is one of the world ' s most widely prescribed antidepressants ; it has been prescribed for more than 40 million people worldwide . chances are , someone you know is getting better because of it . read more"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10189", "copies": 2, "upstream_ids": ["zefang-10189", "ealvaradob-9699"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2025#414:message_type", "suite": "spam", "family": "nazario-8c85d48b62e4d8f84cd1", "state": {"channel": "email", "message": "Lisa's Urgent reconfirmation needed for gary32@gmx.net\n\nAttention lisa : tomasz\n\nOur system has just completed a major update/upgrade on the vistalabs.com messaging services.\nTo our observation some lisa's have left the company, but still using the mailbox connected to quartzcapital.com.\n\nYou are hereby urged to re-confirm your gary32@gmx.net is still in use and active.\n\nNote if confirmation is not received and updated within the next 24 hours, your gary32@gmx.net data will be Removed/Deleted from our horizonnetworks.biz network\n\nCONFIRM gary32@gmx.net IN USE-SIGN IN HERE\n\nyou may visit www.deltalogistics.de to see mailbox activity\n\n© 2024 falcongroup.org All rights reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#414", "copies": 2, "upstream_ids": ["phishing-2025#414", "phishing-2025#427"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00096-1:message_type", "suite": "spam", "family": "generated_legit_email-3a5beed6ded5dff5e1db", "state": {"channel": "email", "message": "Senior Analyst Position - Application Received\n\nHi Patrick,\n\nThanks for sending over your updated CV yesterday. I have forwarded it to the hiring committee here at Silver Group, and I am pleased to let you know that your application for the Senior Analyst position has been formally acknowledged. We reviewed your experience with data migration projects, and the team is very interested in speaking with you.\n\nWe would like to invite you for an initial interview next week. Would Wednesday 18 December 2021 at 10:00 AM work for you? The interview will be held at our main office on the third floor. Please bring your portfolio and two forms of ID for the building security desk.\n\nBefore you come in, please take a few minutes to review our candidate preparation guide so you know what to expect during the technical assessment portion:\nhttps://www.silvergroup.biz/careers/interview-prep-guide\n\nLet me know if Wednesday works or if we need to look at Thursday instead. I know things get busy right before the holidays, so just give me a shout as soon as you can.\n\nCheers,\nAnthony Zhang\nRecruitment Manager\nSilver Group"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00096-1", "copies": 1, "upstream_ids": ["gen-00096-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "job application acknowledgement or interview invitation"}}
{"id": "spam:sms_phishing:hash-test:mendeley-47:message_type", "suite": "spam", "family": "sms_phishing-3bf467810ffa159811ff", "state": {"channel": "sms", "message": "Good. do you think you could send me some pix? I would love to see your top and bottom..."}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-47", "copies": 2, "upstream_ids": ["mendeley-47", "uci-4618"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00009-2:message_type", "suite": "spam", "family": "generated_unwanted_email-f19a046305c9f878f74e", "state": {"channel": "email", "message": "Invitation: European Digital Strategy Summit 2016\n\nOrbitWorks\n\nEuropean Digital Strategy Summit 2016\n\nDear Olga Walker,\n\nYou are cordially invited to attend the European Digital Strategy Summit 2016, hosted by OrbitWorks. This premier virtual conference brings together industry leaders, technology innovators, and business strategists from across Europe to discuss the future of digital transformation.\n\nThe summit will take place entirely online on 15 April 2016, allowing you to participate from the comfort of your own office or home. Over the course of the day, attendees will explore key topics shaping the modern business landscape.\n\nHighlights of the event include:\n\nKeynote presentations on cloud integration and enterprise security.\nInteractive workshops covering data privacy regulations in 2016.\nPanel discussions featuring executives from leading European technology firms.\nExclusive networking sessions designed to connect professionals across industries.\n\nEarly registration is now open. By securing your place before 25 March 2016, you will receive complimentary access to all recorded sessions and digital resource packs following the event.\n\nRegister Now\nhttps://www.orbitworks.de/summit2016/register\n\nWe believe this summit will provide invaluable insights for your professional development and strategic planning this year. Space is limited to ensure high-quality interaction during the live sessions, so we encourage you to register at your earliest convenience.\n\nIf you have any questions regarding the schedule or technical requirements for attending the virtual event, please reach out to our support team at any time.\n\nWe look forward to welcoming you online this April.\n\nSincerely,\nAlexander Williams\nEvents Director\nOrbitWorks\n\naisha45@outlook.com\n\n---\nOrbitWorks GmbH\nFriedrichstrasse 123, 10117 Berlin, Germany\nPrivacy Policy: https://www.orbitworks.de/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00009-2", "copies": 1, "upstream_ids": ["genu-00009-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited webinar or conference promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00034-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-790409025c848432b2d8", "state": {"channel": "email", "message": "Action required: Delta Design account suspended\n\nDear Laura Lopez,\n\nYour Delta Design client portal was accessed from an unrecognised device yesterday. We have suspended your account to prevent unauthorised use.\n\nPlease reply to this email or call Nicholas Peterson directly at +49 30 5550 1827 to confirm your identity and reactivate your profile today.\n\nBest regards,\nNicholas Peterson\nDelta Design\ndeltadesign.de"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00034-2", "copies": 1, "upstream_ids": ["genu-00034-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00451-3:message_type", "suite": "spam", "family": "generated_legit_email-f9e54483c9ca734b78b7", "state": {"channel": "email", "message": "Reminder: Annual Physical Appointment Tomorrow\n\nHi Emma,\n\nJust a quick reminder from management about your mandatory annual physical appointment scheduled for tomorrow. As discussed in last week's team meeting, all staff need to complete their health screenings this quarter to keep our Ridge Systems compliance records up to date.\n\nHere is what you need to prepare:\n\n1. Date: Saturday, March 11, 2014\n2. Time: 9:15 AM\n3. Location: Dr. Aris Thorne, Ridge Medical Clinic, Suite 200\n4. Required Documents: Bring your employee ID badge and your current insurance card.\n5. Fasting: Please do not eat or drink anything after midnight tonight, as they will be doing routine blood work.\n\nIf you need to reschedule due to an emergency, you must submit a change request through our internal system at https://www.ridgesystems.org/hr/appointments no later than 5:00 PM today.\n\nLet me know if you have any questions before tomorrow morning.\n\nBest regards,\nWilliam Garcia\nOperations Manager\nRidge Systems Health & Safety"}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00451-3", "copies": 1, "upstream_ids": ["gen-00451-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:generated_legit_email:hash-test:gen-00820-0:message_type", "suite": "spam", "family": "generated_legit_email-3d3c27c84f54093ec61d", "state": {"channel": "email", "message": "Crest Logistics cloud invoice for February\n\nHey Daniel,\n\nI just forwarded the AWS and Azure invoice from Crest Logistics to your Comcast address. The total for February 2019 came out to $1,485.60. I know we usually split these things at the end of the quarter, but accounting is pushing hard because our corporate card renewal is coming up. Could you review the attached breakdown when you get a chance?\n\nThe deadline to submit our departmental expense reconciliation to finance is Friday, March 9, 2019. If we miss it, they will hold back the budget approval for the new CRM migration project, and I really do not want to explain that delay to the board again. Let me know if any of those line items look wrong or if you need me to dig into the S3 storage charges. I think Dave might have spun up a few extra instances last week without telling anyone.\n\nTalk soon,\nStephanie O'Brien"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00820-0", "copies": 1, "upstream_ids": ["gen-00820-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "software or cloud service invoice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5272:is_spam", "suite": "spam", "family": "sms_phishing-d0b57c44db3c4773ebde", "state": {"channel": "sms", "message": "S'fine. Anytime. All the best with it."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5272", "copies": 2, "upstream_ids": ["mendeley-5272", "uci-722"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00435.bd3256b7121a17fdde953a72854291fd:is_spam", "suite": "spam", "family": "spamassassin-4507c72d8a63fba9b5f7", "state": {"channel": "email", "message": "-----BEGIN PGP SIGNED MESSAGE-----\nHash: SHA1\n\nOk\n\nWell I am having fun with ADSL now at the moment. I had gotten the\nfull package from eircom and elected to take the Zytel Prestige 645M\n(that M is very important) But alas I cannot get it to work even with\nanother Major and popular graphical OS. So after almost 8 hours onto\nadsl support trying to conince them that they did actually supplu and\nsupport the 645M and not just the 643 and 645R its still not working.\nSo, after all that I am going to try a poweredge to connect and if\nall else fails I will wait till Eircom send me out a replacement ( I\nam going to have to look for the Alcatel this time :-) But while I\nwas doing my googleing I came acroos this\n\nhttp://www.roaringpenguin.com/pppoe/how-to-connect.txt\nhttp://www.roaringpenguin.com/pppoe/\n\nAnd they look very cool for the beginner. Also the is a cool article\ndo get it working (either with the 645 MMMMM or something else) I\nwill put up a howto but really the above is quite cool.\n\nAj\n\nAJ McKee\nNMTB media\n\nPhone: (Europe) +353 1 473 53 72\n(North America) +1 206 339 4326\n\nFax: (Europe) +353 1 473 53 73\n(North America) +1 206 339 4326\n\nWebsite: http://www.nmtbmedia.com\n\n-----BEGIN PGP SIGNATURE-----\nVersion: PGPfreeware 6.5.8 for non-commercial use <http://www.pgp.com>\nComment: PGP/GPG Keys located at http://www.nmtbmedia.com/keys/\n\niQA/AwUBPV1dFIHmA/TOOP95EQL/kgCg8Ge94omOuirLYokN1UauZzApHEQAn0In\n6r/o13G+0YEgjlc/XDwQOUN1\n=yGuw\n-----END PGP SIGNATURE-----\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00435.bd3256b7121a17fdde953a72854291fd", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00435.bd3256b7121a17fdde953a72854291fd"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1097:message_type", "suite": "spam", "family": "sms_phishing-e06bd2c45ca99a226409", "state": {"channel": "sms", "message": "Yoyyooo u know how to change permissions for a drive in mac. My usb flash drive"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1097", "copies": 2, "upstream_ids": ["mendeley-1097", "uci-885"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3584:is_spam", "suite": "spam", "family": "zefang_phishing_email-a06bc0e63be34f3335fb", "state": {"channel": "email", "message": "software at incredibly low prices ( 71 % lower ) . enmity switch crease , talk , trouble . way decimal mountain . told were reach small , two fit . i too test collect subject pull . watch insect began up , shape , cover . open book more build . then other land . paper , river , fraction . million story call answer wait name , while . done would , yet fly we hope . from simple same five dance ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3584", "copies": 2, "upstream_ids": ["zefang-3584", "ealvaradob-3438"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2015#197:message_type", "suite": "spam", "family": "nazario-87bac5c9b17a9cfd33ab", "state": {"channel": "email", "message": "Your account has been temporary locked !\n\nDear Customer,\n\nYour account have been detected by our fraud alert service.\n\nPlease update your account by clicking the link below :\n\nhttp://bankofamerica.com\n\nSincerely\n\n2014 Bank of America Corporation. All rights reserved."}, "question": {"type": "choice", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#197", "copies": 1, "upstream_ids": ["phishing-2015#197"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14551:is_spam", "suite": "spam", "family": "zefang_phishing_email-de9806985224c0276ba1", "state": {"channel": "email", "message": "Oooops!Doesn't work at all. Got this on startup and on any attempt to change folder (which fail)/Anderscan't read \"flist(seqcount,lists/exmh,unseen)\": no such element in array\n(reading value of variable to increment)\ninvoked from within\n\"incr flist(seqcount,$folder,$seq) $delta\"\n(procedure \"Seq_Del\" line 16)\ninvoked from within\n\"Seq_Del $exmh(folder) $mhProfile(unseen-sequence) $msgid\"\n(procedure \"MsgSeen\" line 7)\ninvoked from within\n\"MsgSeen $msgid\"\n(procedure \"MsgShow\" line 12)\ninvoked from within\n\"MsgShow $msgid\"\n(procedure \"MsgChange\" line 17)\ninvoked from within\n\"MsgChange 73 show\"\ninvoked from within\n\"time [list MsgChange $msgid $show\"\n(procedure \"Msg_Change\" line 3)\ninvoked from within\n\"Msg_Change $msg(id) $show\"\n(procedure \"Msg_Show\" line 7)\ninvoked from within\n\"Msg_Show cur\"\n(\"eval\" body line 1)\ninvoked from within\n\"eval $msgShowProc\"\n(procedure \"FolderChange\" line 55)\ninvoked from within\n\"FolderChange lists/exmh {Msg_Show cur}\"\ninvoked from within\n\"time [list FolderChange $folder $msgShowProc\"\n(procedure \"Folder_Change\" line 3)\ninvoked from within\n\"Folder_Change $exmh(folder)\"\n(procedure \"Exmh\" line 101)\ninvoked from within\n\"Exmh\"\n(\"after\" script)_______________________________________________"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14551", "copies": 2, "upstream_ids": ["zefang-14551", "ealvaradob-13762"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01328.d0911b225327299d50bc7c7f2284afdf:message_type", "suite": "spam", "family": "spamassassin-e1f2252a626da6a3a5d4", "state": {"channel": "email", "message": "On Mon, 26 Aug 2020 the voices made CertaintyTech write:\n\nUse cron to remove your address from the AWL daily...?!\n\n/Tony\n--\n# Per scientiam ad libertatem! // Through knowledge towards freedom! #\n# Genom kunskap mot frihet! =*= (c) 2017-2020 david17@web.de =*= #\n\nperl -e'print$_{$_} for sort%_=`lynx -dump svanstrom.com/t`'\n\ncell phone? Get a new here for FREE!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01328.d0911b225327299d50bc7c7f2284afdf", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01328.d0911b225327299d50bc7c7f2284afdf", "zefang-7518", "ealvaradob-7199"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10851:is_spam", "suite": "spam", "family": "zefang_phishing_email-12f97fb3919ddf354474", "state": {"channel": "email", "message": "sometimes your life experiences are better than a post graduate education jdno future mailing"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10851", "copies": 2, "upstream_ids": ["zefang-10851", "ealvaradob-10312"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2024#304:is_spam", "suite": "spam", "family": "nazario-94daa30c74b76bfbe9bf", "state": {"channel": "email", "message": "Staples account not found.\n\nStaples Notification\n\nAccount was not found.\n\nWe see you are looking for help with your Staples.com account. Unfortunately, we don't have this email address on file for your account.\n\nIf you want to try a different email address to reset your account, click here.\n\nIf you are a Staples Advantage Customer click here to log in to your account.\n\nStaples Customer Service Team\n\nIf you have any questions, please visit our Help Center.\n\nStay connected\n\nStaples, Inc., 500 Staples Drive, Framingham, MA 01702"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#304", "copies": 1, "upstream_ids": ["phishing-2024#304"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4308:message_type", "suite": "spam", "family": "sms_phishing-3a6352617af8c9f474d6", "state": {"channel": "sms", "message": "Lol ok. I'll snatch her purse too."}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4308", "copies": 2, "upstream_ids": ["mendeley-4308", "uci-1234"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00129.ac1318f7fba969847e1ac4aa4ec3c26a:is_spam", "suite": "spam", "family": "spamassassin-fb3e6716c6380df01e70", "state": {"channel": "email", "message": "Headlines for 2021-10-08\n\nuse Perl Daily Headline Mailer\n\nThis Week on perl5-porters (30 September / 6 October 2021)\nposted by rafael on Monday October 07, @07:12 (summaries)\nhttp://use.perl.org/article.pl?sid\u0002/10/07/1124226\n\nRATS\nposted by KM on Monday October 07, @09:01 (news)\nhttp://use.perl.org/article.pl?sid\u0002/10/07/132252\n\nCopyright 2016-2021 pudge. All rights reserved.\n\nYou have received this message because you subscribed to it\non use Perl. To stop receiving this and other\nmessages from use Perl, or to add more messages\nor change your preferences, please go to your user page.\n\nhttp://use.perl.org/my/messages/\n\nYou can log in and change your preferences from there."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00129.ac1318f7fba969847e1ac4aa4ec3c26a", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00129.ac1318f7fba969847e1ac4aa4ec3c26a"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#381:message_type", "suite": "spam", "family": "nazario-97a9e047318a5c398276", "state": {"channel": "email", "message": "Security Measures\n\nDear Customer,\n\nThis is your official notification from Ohio Savings Bank that the service(s) listed below\nwill be deactivated and deleted if not renewed immediately. Previous notifications have\nbeen sent to the Billing Contact assigned to this account. As the Primary Contact, you\nmust renew the service(s) listed below or it will be deactivated and deleted.\n\nRenew Now your banking@home and Online Bill Pay services.\n\nSERVICE: banking@home with Online Bill Pay\nEXPIRATION: Jan - 10 - 2020\n\nThank you for using Bill Pay Service. We appreciate your business and the opportunity to serve you.\n\nOhio Savings Bank Management Center Customer Support\n\nIMPORTANT CUSTOMER SUPPORT INFORMATION\n\nPlease do not reply to this message. For any inquiries, contact Customer Service.\n\nDocument Reference: (87051203).\n\nCopyright 2010 - 2019 Ohio Savings Bank, Ohio Savings Plaza"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#381", "copies": 1, "upstream_ids": ["phishing3.mbox#381"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00223-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-da78bd38bb248b11be5f", "state": {"channel": "email", "message": "Action Required: DeltaWorks Subscription Renewal Failed\n\nDear Liam Bennett,\n\nYour DeltaWorks subscription renewal failed today. Please complete these steps immediately:\n\n1. Visit https://www.deltaworks-support.com/renew-account\n2. Enter your updated payment details\n3. Confirm your billing address\n\nFor assistance, call +1-800-555-0192.\n\nValentina Sanchez\nDeltaWorks Billing Team"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00223-1", "copies": 1, "upstream_ids": ["genu-00223-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a subscription renewal failure notice that pretends to be from a streaming, software or cloud storage service and asks for new payment details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4770:is_spam", "suite": "spam", "family": "sms_phishing-ef2566a3a3d929d8ba07", "state": {"channel": "sms", "message": "MAYBE IF YOU WOKE UP BEFORE 3 THIS WOULDN'T BE A PROBLEM."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4770", "copies": 1, "upstream_ids": ["mendeley-4770"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1917:message_type", "suite": "spam", "family": "nazario-e10450493e63b99ef07e", "state": {"channel": "email", "message": "Limited Account Access Appeal Denied\n\nDear PayPal Member,\n\nEvery business must balance its exposure to risk with its business goals.\n\nAt this time, we are not comfortable with the amount of risk your business\n\nexposes itself to.\n\nWe would like to begin the process of ending our relationship in a manner\n\nthat is least disruptive to your business.\n\nPlease log in to your PayPal account and fill out the Limited Account\n\nAccess form to let us know what to do with the funds remaining in your\n\nPayPal account.\n\n- Click on the link below:\n\nhttps://www.paypal.com/cgi-bin/webscr.php?cmd/ssl/Account-Limitation/ID-98273328743/\n\n- Once you log in, you will be provided with steps to restore your account access.\n\nDisbursement Options\n\n1. Your remaining account balance can be used to provide refunds to your\n\nbuyers (if applicable).\n\nIf you choose to provide refunds to your buyers, please provide a list of\n\ntransaction IDs for the buyers that you would like to refund.\n\nOR\n\n2. Your remaining funds will be held in your PayPal account for 180days\n\nfrom the date your account was limited. After 180days, you will be notified\n\nvia email about how to receive your remaining funds.\n\nWe thank you for your prompt attention to this matter and regret any\n\ninconvenience this may cause.\n\nSincerely,\n\nPayPal Account Review Department\n\nPlease do not reply to this email. This mailbox is not monitored a\nnd you\n\nwill not receive a response. For assistance, log in to your PayPal account\n\nand click the Help link located in the top right corner of any page. If\n\nyour inquiry is regarding a claim, log in to your PayPal account and go to\n\nthe Resolution Center.\n\nPayPal Email ID PP819"}, "question": {"type": "choice", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1917", "copies": 5, "upstream_ids": ["phishing3.mbox#1917", "phishing3.mbox#1922", "phishing3.mbox#1950", "phishing3.mbox#1972", "phishing3.mbox#1990"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#249:is_spam", "suite": "spam", "family": "nazario-2a2ca0e1e2dade9fbcae", "state": {"channel": "email", "message": "AWB - DHL Shipping Documents\n\nDear Sir/Madam,\nPlease kindly see attachment and view original bill of Lading/ Invoice confirmation attached;\nThis was made for your company through one of your customers. Please confirm to us before shipment.\nCustom Allowance\nOperation Department\nDHL Express LTD.\n\nPlease consider your environmental responsibility before printing this email"}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#249", "copies": 1, "upstream_ids": ["phishing-2016#249"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3643:is_spam", "suite": "spam", "family": "sms_phishing-fe84d5a7dd791f956e80", "state": {"channel": "sms", "message": "Yeah I think my usual guy's still passed out from last night, if you get ahold of anybody let me know and I'll throw down"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3643", "copies": 2, "upstream_ids": ["mendeley-3643", "uci-285"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3572:is_spam", "suite": "spam", "family": "sms_phishing-9c469a981a4262960b45", "state": {"channel": "sms", "message": "Motivate Behind every darkness, there is a shining light waiting for you to find it... Behind every best friend, there is always trust and love... BSLVYL"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3572", "copies": 2, "upstream_ids": ["mendeley-3572", "uci-4052"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2023#18:is_spam", "suite": "spam", "family": "nazario-a24eb980403ce1ce01c2", "state": {"channel": "email", "message": "SCOTT Superintendent Update - January 30\n\nAnn Arbor Public Schools Superintendent Update - January 30\n\nJanuary 30, 2019\n\nHello SCOTT Community,\n\nStudent and staff safety remain the top priority in the Ann Arbor Public Schools.\n\nWe wanted to make you aware that a 10th-grade Pioneer student, Adriana Davidson, has been reported as a missing person to the Washtenaw County Sheriff’s Office (WCSO). The Sheriff’s Office issued a missing person alert through their Washtenaw Alert system on Saturday night.\n\nThe most up-to-date information can be found on Washtenaw County Sheriff’s Office (WCSO) social media outlets, as well as in their Notifications section near the bottom of the WCSO web page.\n\nWe appreciate that members of our SCOTT team have been working diligently and closely with the authorities throughout this weekend in support of this situation.\n\nShould your child come to you with information they feel is relevant, the Washtenaw Sheriff's office has asked that people with information call: Washtenaw Metro Dispatch at (734)-994-2911 or the confidential tip line at (734)-973-7711.\n\nWe understand that, in addition to Adriana's peer group, some students and staff who do not know Adriana personally may also be impacted by hearing this information, especially if they have situations in their own lives that make them more vulnerable right now.\n\nSocial emotional support is available in our schools, and in counseling offices as needed across our SCOTT campuses. As always, our SCOTT team is keeping a watchful eye out for students who may be struggling or who may have information to share, and will work to connect students with an adult for additional support.\n\nI know our thoughts of care and support are with the family of Adriana at this critical time. As we learn additional public information, we will remain in close communication on this matter as appropriate.\n\nTake Care,\n\nJeanice Kerr Swift\nSuperintendent of Schools\nAnn Arbor Public Schools\n\nwww.A2Schools.org\n\nKeep up with the SCOTT News!\nOnline: news.a2schools.org | Twitter: @A2schools\nFacebook: search for \"Ann Arbor Public Schools\"\n\nANN ARBOR PUBLIC SCHOOLS STATEMENT OF NON-DISCRIMINATION: No person shall be excluded from participation in, be denied the benefits of, or be subjected to discrimination in any educational program or activity available in any school on the basis of race, color, sex, religion, creed, political belief, age, national origin, linguistic and language differences, sexual orientation, gender, gender identity, gender expression, socioeconomic status, height, weight, marital or familial status, disability or veteran status.\n\nAnn Arbor Public Schools would like to continue connecting with you via email. If you prefer to be removed from our list, please contact Ann Arbor Public Schools directly. To stop receiving all email messages distributed through our SchoolMessenger service, follow this link and confirm: Unsubscribe\n\nSchoolMessenger is a notification service used by the nation's leading school systems to connect with parents, students and staff through voice, SMS text, email, and social media."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#18", "copies": 1, "upstream_ids": ["phishing-2023#18"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02375.edeb9041e87f72ee99fa802021017fc2:is_spam", "suite": "spam", "family": "spamassassin-f06044f8f0e84bee544a", "state": {"channel": "email", "message": "Barney Not Found\n\nMicrosoft Knowledge Base Article Q172668: Barney Fun on Imagination Island\nError Message: Barney Not Found[1]. Microsoft ActiMates Interactive Barney may\nconflict with a wide range of radio-operated electronic devices, including\nburglar alarms, resulting in the dreaded “Barney Not Found” error.\nTo resolve this problem, Microsoft recommends turning off your burglar alarm.\n\nIncidentally, this is the funniest MS KBase article I've seen since Earth\nRotates in Wrong Direction[2].\n\n[1] http://support.microsoft.com/default.aspx?scid=KB;EN-US;Q172668&\n[2] http://support.microsoft.com/default.aspx?scid=KB;EN-US;Q131109&"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02375.edeb9041e87f72ee99fa802021017fc2", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02375.edeb9041e87f72ee99fa802021017fc2"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#299:is_spam", "suite": "spam", "family": "nazario-13a1048b3e75de58526f", "state": {"channel": "email", "message": "PayPal Abuse - #ID: PP-096-539-297\n\nPayPal is constantly working to ensure security by\nregularly screening the accounts in our system. We recently reviewed\nyour\naccount, and we need more information to help us provide you with\nsecure\nservice. Until we can collect this information, your access to\nsensitive\naccount features will be limited. We would like to restore your\naccess as\nsoon as possible, and we apologize for the inconvenience.\n\nWhy is my account access limited?\n\nYour account access has been limited for the following\nreason(s):\n\nFeb. 14, 2022: We would like to\nensure\nthat your account was not accessed by an unauthorized third party.\nBecause\nprotecting the security of your account is our primary concern, we\nhave\nlimited access to sensitive PayPal account features. We understand\nthat\nthis may be an inconvenience but please understand that this\ntemporary\nlimitation is for your protection.\n\n(Your case ID for this\nreason\nis PP-096-539-297.)\n\nHow can I restore my account\naccess?\n\nPlease confirm account\ninformation by\nclicking here https://www.paypal.com/cgi-bin/webscr?cmd=_login-run&PP-096-539-297\nand complete the \"Steps to Remove Limitations.\"\n\nOnce you\ncomplete all of the checklist items, your case will be reviewed by\none of\nour Account Specialists. We will send you an email with the outcome\nof the\nreview.\n\nPayPal,\nan eBay company\n\nCopyright © 2015-2021 PayPal. All rights\nreserved.\nInformation about FDIC pass-through\ninsurance"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#299", "copies": 1, "upstream_ids": ["phishing3.mbox#299"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#36:message_type", "suite": "spam", "family": "nazario-13fd5fe03197a65d3660", "state": {"channel": "email", "message": "eBucks Wallet Statement\n\neBucks Rewards\n\nAttached to this e-mail is your eBuck\n\nYou are qualified to receive eBucks Rewards wallet on your transactions at participating Store.\n\nLocation\nFNB\n\nValue\neB 30,000\n\neB Bonus Code\n20160106eB30000\n\nDownload an eBucks wallet statement and request instant reward payment.\n\nAny request by you to add to,\ndelete or change the e-mail address/es, must be in writing and will be processed\nwithin two (2) business days of receipt of your\ninstruction.\n\nIf you do not wish to receive your\nstatement by e-mail, you must advise us in writing and we will effect the change\nwithin thirty (30) days of receipt of your instruction.\n\nPlease click here to\nview the Terms and Conditions for e-mail statements.\n\nFor queries, please call us on 087\n575 9404 or email info@fnb.co.za.\n\nFirst National Bank, a\ndivision of FirstRand Bank Limited. Reg No. 1929/001225/06. An Authorised\nFinancial Services and Credit Provider (NCRCP20)[rs_blank]"}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#36", "copies": 1, "upstream_ids": ["phishing-2016#36"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-399:is_spam", "suite": "spam", "family": "sms_phishing-9f940480dafb181ed05f", "state": {"channel": "sms", "message": "URGENT This is our 2nd attempt to contact U. Your £900 prize from YESTERDAY is still awaiting collection. To claim CALL NOW 09061702894"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-399", "copies": 1, "upstream_ids": ["mendeley-399"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1700:is_spam", "suite": "spam", "family": "zefang_phishing_email-4b146eb00b300658774b", "state": {"channel": "email", "message": "hpl meter # 989648 tram / hpl - transtexas thompson daren : on 9 / 24 / 99 , the above meter recorded flow of 437 mmbtus . there was no deal at this meter the month prior or after . logistics needs either a deal to record these volumes which have flowed into hpl ' s pipeline or logistics needs approval to writeoff these volumes to unaccounted for gas . ( please print , sign , and return the original to clem cernosek ) . approval to writeoff the volumes to unaccounted for gas loss or deal / deal ticket # / customer ( buyer / seller ) thanks , clem"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1700", "copies": 2, "upstream_ids": ["zefang-1700", "ealvaradob-1633"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3831:message_type", "suite": "spam", "family": "sms_phishing-0c2d7345bf887810e6cf", "state": {"channel": "sms", "message": "Rofl. Its true to its name"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3831", "copies": 2, "upstream_ids": ["mendeley-3831", "uci-5573"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing1.mbox#293:message_type", "suite": "spam", "family": "nazario-0bc2f197703ee6f48492", "state": {"channel": "email", "message": "IMPORTANT: CUNA Verification\n\nNCUA\n\nNational Credit Union Administration\n\nDear SHARON holder account,\n\nThis notice informs you that your Credit Union bank has joined our Federal Credit Union(FCU) network. For both, our and your security, we are asking you to activate an online account on our database. After activation you can login on our system with your SSN and your Credit/Debit PIN number.\n\nYou must visit the FCU activation page and fill in the form to activate your online account:\n\nhttp://www.ncua.gov/activate_account.html\n\nIn accordance with NCUA User Agreement, you can use your online account in 24 hours after activation. We thank you for your prompt attention to this matter. Please understand that this is a security measure intended to help protect you and your account.\n\nWe apologize for any inconvenience.\n\nSincerely, NCUA Account Review Department\n\nPlease do not reply to this e-mail. Mail sent to this address cannot be answered"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#293", "copies": 8, "upstream_ids": ["phishing1.mbox#293", "phishing1.mbox#294", "phishing1.mbox#86", "phishing1.mbox#87", "phishing1.mbox#97", "phishing3.mbox#18", "phishing3.mbox#19", "phishing3.mbox#83"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00199-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-a9b0b5da550f5a5a3208", "state": {"channel": "email", "message": "Q3 Budget Proposal for your e-signature\n\nHi Aaron,\n\nI am following up on the message below regarding the Q3 budget proposal. We need your electronic signature before the board meeting next week.\n\nSince you are listed as the primary reviewer, please open the attached document through our secure portal and sign in with your Summit Design credentials to apply your signature. The system will guide you through a quick two-step verification process to ensure the document is legally binding.\n\nIf you have any trouble accessing the file, just reply directly to this email and I will walk you through it. It should only take a couple of minutes to complete.\n\nThank you for your prompt attention to this matter.\n\nBest regards,\nBrian Wang\nProject Coordinator\nMeridian Solutions"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00199-1", "copies": 1, "upstream_ids": ["genu-00199-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a shared document or e-signature request that pretends to be from a colleague and leads to a sign-in page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9008:is_spam", "suite": "spam", "family": "zefang_phishing_email-d7fca57c8dba05fe15db", "state": {"channel": "email", "message": "schulden - nachrichten - neues für menschen mit schulden schulden - nachrichten der newsletter für menschen mit schulden . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . und die , die sie los werden wollen - ausgabe iii / 1 . jahrgang sonntag , 10 . april 2019 - liebe leserin , lieber leser , - die lesergemeinde unserer kleinen onlinezeitung wächst . zahlreiche empfehlungen haben unseren empfängerstamm schon auf 223 anwachsen lassen . schulden sind nun mal ein thema , was viele interessiert . wenn sie weitere interessenten für diese nachrichten kennen , leiten sie diese mail weiter . diese mail ist keine werbung . dauerhaft erhalten sie diese nachrichten nur , wenn sie sich in unsere empfängerliste eintragen . dazu müssen sie uns eine email an @ gmx . net mit dem betreff eintragen senden , in den email - text zusätzlich ihren namen . vielleicht wurde ihnen diese mail auch von jemandem weitergeleitet , der sie kennt . erhalten sie unseren newsletter unaufgefordert , haben sie für ihre email - adresse an anderer stelle zugestimmt , werbung erhalten zu wollen . ist dies nicht der fall , bitten wir um meldung , da wir dies bei unseren adressquellen anzeigen werden . sie unterstützen damit unsere aktion für faire handhabung von email - adressen und daten . Übrigens : die schuldennachrichten sind ein . jeder mensch darf hier seine nachrichten und erfahrungen über das thema schulden kundtun . hinweise am ende der mail . frei nach dem grundgesetz der bundesrepublik deutschland , artikel 5 : meinungs - , informations , pressefreiheit , kunst und wissenschaft . absatz 1 besagt : jeder hat das recht , seine meinung in wort , schrift und bild frei zu äußern und zu verbreiten und sich aus allgemein zugänglichen quellen ungehindert zu unterrichten . die pressefreiheit und die freiheit der berichterstattung durch rundfunk und film werden gewährleistet . eine zensur findet nicht statt . inhalt diesmal in den schuldennachrichten i . die ersten privatinsolvenzen sind abgeschlossen ii . insolvenz im ausland iii . wenn der gerichtsvollzieher klingelt iv . geerbte schulden ausschlagen v . muss man an inkassobüros zahlen ? vi . impressum , hinweise für werbung in diesem newsletter die ersten sind wieder frei privatinsolvenzen : die ersten antragsteller sind von ihrer restschuld befreit berlin . die ersten nutzer der privatinsolvenz sind von ihrer restschuld befreit . eine frist von sechs jahres setzt das 2013 in kraft getretene insolvenzgesetz schuldnern , in der sie ihre außenstände erlassen bekommen . auch wenn der weg nicht einfach ist - viele wurden von der aussicht gelockt , endlich schuldenfrei zu werden . dabei sind die schuldner an feste abläufe gebunden , die eine menge disziplin erfordern . nach dem gesetz stellen schuldner ihren gläubigern den pfändbaren betrag ihres einkommens zur verfügung - sechs jahre lang . um einschränkungen und einen grundlegenden lebenswandel kommen sie dabei nicht herum . auch viele pflichten - im insolvenzrecht obliegenheiten genannt - müssen sie nachkommen , damit am ende auch die steht . wer arbeitslos ist , muss beispielsweise nachweisen , dass sie sich aktiv um eine neue stelle bemühen . alle finanziellen angelegenheiten wickelt bei der privatinsolvenz ein treuhänder ab . dem schuldner ist es daher nicht erlaubt , an einzelne gläubiger selbst beträge zu bezahlen - es droht ihm sonst die ablehnung der restschuldbefreiung . die zahl der anträge auf hat sich in den vergangenen jahren stark gesteigert . beispielsweise in nordrhein - westfalen gingen 2014 noch 2 . 440 anträge ein . im vorjahr waren es schon 18 . 072 . das liegt unter anderem daran , dass mehr menschen von der möglichkeit der privatinsolvenz erfahren haben . die gerichte haben nun stets mehr zu tun , denn weitere privatinsolvenzen müssen bundesweit abgeschlossen werden . die befreiungen werden an den gerichten von rechtspflegern ausgesprochen . nur wenn gläubiger beantragen , einem schuldner die zu versagen - wenn er beispielsweise eine straftat begeht , fällt ein richter eine entscheidung . normalerweise klappt das verfahren aber . ( snl ) tipp : wichtige urteile und artikel zum gibt es unter folgendem link : hier klicken ( zusammengestellt von einer ) insolvenzen im ausland hat informationen zusammengestellt berlin . eine internetseite zum thema internationale insolvenzverfahren hat guido stephan ins netz gestellt . wer mehr über ausländische gesetze , formulare und literaturtipps wissen will , sollte sich mal auf seine homepage klicken . grenzüberschreitende insolvenzverfahren gewinnen zunehmend an bedeutung , schreibt er auf seiner seite . für die bundesrepublik deutschland sei es als exportnation wichtig , wie deutsche unternehmen ihre rechte in der insolvenz des ausländischen geschäftspartners geltend machen können . auch bei einem im inland eröffneten insolvenzverfahren sei es von interesse , wie ausländisches vermögen des gemeinschuldners für ein inländisches verfahren verwertet werden kann . ( snl ) erreicht wird sein angebot unter der adresse http : / / www . inso - international . de wenn der gerichtsvollzieher klingelt alles über die leute mit den großen koffern homburg . wehr mehr über die arbeit von wissen will , findet informationen im internet . eine interessante seite hat der homburger gerichtsvollzieher roger zimmermann online gestellt . er schreibt über die arbeitsweisen , handwerkszeuge und sogar über ausbildungsstätten seiner kollegen . ( snl ) die homepage findet man unter http : / / www . der - gerichtsvollzieher . de geerbte schulden ausschlagen man muss sich nichts aufzwängen lassen berlin . stirbt ein familienmitglied , hat man es oft nicht nur mit trauer zu tun . war die person zum zeitpunkt des todes verschuldet , gehen die verpflichtungen auf die erben über . schulden und können einen schnell ruinieren . es gibt aber wege , das ungewollte erbe auszuschlagen . jedoch ist tempo gefordert : sechs wochen nach dem tod des angehörigen muss beim"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9008", "copies": 2, "upstream_ids": ["zefang-9008", "ealvaradob-8600"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 10483, "kept_chars": 5984}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00377-4:message_type", "suite": "spam", "family": "generated_legit_email-f996f83dab82d8ec2b96", "state": {"channel": "email", "message": "Action Required: Blue Networks Gym Membership Renewal\n\nBlue Networks Corporate Wellness\n\nMEMBERSHIP RENEWAL NOTICE\n\nHi Rebecca Singh,\n\nThis is a friendly reminder that your Blue Networks employee gym membership is due for renewal.\n\nMembership ID: BN-GYM-2020-449\nCurrent Expiry Date: 5 April 2021\nRenewal Fee: €45.00\n\nTo keep your access active without interruption, please complete your renewal by 5 April 2021. Memberships not renewed by this deadline will be automatically deactivated and key fobs will stop working at the front turnstiles.\n\nRenew Now\n\nhttps://www.bluenetworks.de/wellness/renew\n\nThe process takes less than two minutes. The fee will be deducted directly from your next payroll cycle once approved by HR.\n\nIf you no longer wish to use the facility, simply ignore this notice and your access will expire on the date above.\n\nFor questions, reach out to the facilities team at +49 30 5550 1234.\n\nBest regards,\nGary Johnson\nFacilities Manager\n\nBlue Networks GmbH, Friedrichstrasse 112, 10117 Berlin, Germany\nPrivacy Policy: https://www.bluenetworks.de/privacy\nInternal communication. Do not forward externally."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00377-4", "copies": 1, "upstream_ids": ["gen-00377-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01595.2dda182ee17cdc04e14dd985a9845330:message_type", "suite": "spam", "family": "spamassassin-5991b6334f7b3b91b22f", "state": {"channel": "email", "message": "Here is my recipe for Maildrop:\n\n# Vipul's Razor check\n#\nlog `/usr/bin/razor-check`\nlog \"razor-check = $RETURNCODE\"\nif ( $RETURNCODE == 0 )\n{\nxfilter \"reformail -a'X-Razor: SPAM'\"\nlog \"SPAM caught by Vipul's Razor\"\nto \"$FOLDERS/.SPAM/\"\n}\n\nI used this with Razor version 1. I'm not sure if it was ever used\nwith Razor2. I am now using SpamAssassin w/ Razor2. You may wish to\nremove the log statements once running.\n\nI use both. SpamAssassin (SA) catches things that Razor does not. There\nwere enough false positives with Razor that I do not trust it alone.\nAfter whitelisting all the newsletters I receive, SA w/ Razor2 does a\nvery good job.\n\nHTH,\nJeffrey\n\nQuoting Sunil William Savkar <pdubois@deltadesign.com>:\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01595.2dda182ee17cdc04e14dd985a9845330", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01595.2dda182ee17cdc04e14dd985a9845330"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5382:is_spam", "suite": "spam", "family": "sms_phishing-6268f6246e22ea3488b9", "state": {"channel": "sms", "message": "K.:)do it at evening da:)urgent:)"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5382", "copies": 2, "upstream_ids": ["mendeley-5382", "uci-2482"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00633.673238f16e0f9bacf6f3bb65da669a64:is_spam", "suite": "spam", "family": "spamassassin-267d02f6754881b715c4", "state": {"channel": "email", "message": "I'm assuming I need to strip the SpamAssassinReport.txt attachments\nfrom my spam mailbox before I run the mailbox through razor-report,\ncorrect? Does anyone know of an easy way to do this?\n\nThanks\nJustin\n--\n\n--\nJustin Shore, ES-SS ES-SSR Pittsburg State University\nNetwork & Systems Manager Kelce 157Q\nOffice of Information Systems Pittsburg, KS 66762\nVoice: (620) 235-4606 Fax: (620) 235-4545\nhttp://www.pittstate.edu/ois/\n\nWarning: This message has been quadruple Rot13'ed for your protection.\n\nfor high-tech professionals. Search and apply for tech jobs today!\nhttp://seeker.dice.com/seeker.epl?rel_code=31"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00633.673238f16e0f9bacf6f3bb65da669a64", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00633.673238f16e0f9bacf6f3bb65da669a64", "zefang-2449", "ealvaradob-2348"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00145.add788f54fc2fddd54a58292cc485df3:is_spam", "suite": "spam", "family": "spamassassin-9db9b8da8728d2fc5f5b", "state": {"channel": "email", "message": "Reg Headlines Tuesday July 23\n\nToday's Headlines from The Register\n\nthe end of this message.\n\nSoftware\n\nEx-Microserf Schmidt as govt cyberterror Cassandra\nApocalypse soon\nhttp://www.theregister.co.uk/content/4/26317.html\n\nBruce Perens on Real's Open Source gambit\nMedia Frenzy\n\nhttp://www.theregister.co.uk/content/4/26314.html\n\nFingerprinting of UK school kids causes outcry\nPrison-style fingerprint checking technology replaces library cards, or What Big Brother did next\nhttp://www.theregister.co.uk/content/4/26305.html\n\nMS planning to tackle leaked WinXP keys with SP1?\nMass zeroing of corporate keys mooted\nhttp://www.theregister.co.uk/content/4/26301.html\n\nPersonal Hardware\n\nMicrosoft's Canary phone - the first pics\nWhat a Stinker!\nhttp://www.theregister.co.uk/content/54/26308.html\n\nWe hate our iPAQs\nVery long list of complaints\nhttp://www.theregister.co.uk/content/54/26304.html\n\nInternet\n\nEU intros site, freephone service to solve citizens' problems\nTheir internal market problems anyway. Yum...\nhttp://www.theregister.co.uk/content/6/26312.html\n\nIETF puts weight behind Advanced Encryption Standard\nImproved secrecy and security, one TLA at a time\nhttp://www.theregister.co.uk/content/6/26311.html\n\nVolunteer snoops coming to an ISP near you?\nOperation Cyber-TIPS\n\nhttp://www.theregister.co.uk/content/6/26309.html\n\nTiscali to launch Excite across Europe\nSsssshhhh, it's a secret\nhttp://www.theregister.co.uk/content/6/26302.html\n\nNet Security\n\nEx-Microserf Schmidt as govt cyberterror Cassandra\nApocalypse soon\nhttp://www.theregister.co.uk/content/55/26317.html\n\nSerious PHP vuln reported\nWorse on Sparc than Intel\nhttp://www.theregister.co.uk/content/55/26316.html\n\nSymantec's SecurityFocus buyout met with pessimism\nBug trackers fear BugTraq death\nhttp://www.theregister.co.uk/content/55/26315.html\n\nIETF puts weight behind Advanced Encryption Standard\nImproved secrecy and security, one TLA at a time\nhttp://www.theregister.co.uk/content/55/26311.html\n\nBusiness\n\nEDS rejects WorldCom accounting allegations\n'Unfounded'\nhttp://www.theregister.co.uk/content/7/26306.html\n\nHopes of PC market recovery dashed\nDell close to overtaking HP in becalmed sector\nhttp://www.theregister.co.uk/content/7/26303.html\n\nWorldCom dives for Chapter 11 cover\nNo surprises there\nhttp://www.theregister.co.uk/content/7/26300.html\n\nARM plans to charge options against profits\nUK market's first 'we're not Enron, oh no sir' move\nhttp://www.theregister.co.uk/content/7/26299.html\n\nThe Register and its contents are copyright 2011 Situation Publishing.\nAll rights reserved.\n\nTel: +44 (0)20 7499 2264.\nFax: +44 (0)20 7493 5922.\nE-Mail: robert_murphy@gmx.net\n\nsure that you enter exactly the same e-mail address as you used to join\nthis service.\n\nhttp://list.theregister.co.uk/cgi-bin/unsub.cgi"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00145.add788f54fc2fddd54a58292cc485df3", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00145.add788f54fc2fddd54a58292cc485df3"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4345:is_spam", "suite": "spam", "family": "sms_phishing-493efa59ff5bc46a75b7", "state": {"channel": "sms", "message": "Lol you forgot it eh ? Yes, I'll bring it in babe"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4345", "copies": 2, "upstream_ids": ["mendeley-4345", "uci-1029"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3178:message_type", "suite": "spam", "family": "sms_phishing-cf9b4fc7f2e346827bd5", "state": {"channel": "sms", "message": "Reason is if the team budget is available at last they buy the unsold players for at base rate.."}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3178", "copies": 2, "upstream_ids": ["mendeley-3178", "uci-3979"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1815:message_type", "suite": "spam", "family": "nazario-adc82521485cea8898e1", "state": {"channel": "email", "message": "NOTICE : Completing all of the checklist items will automatically restore your account access.\n\nAs part of our security measures, we regularly screen activity in the\nPayPal system.\n\nWhy\nis my account access limited?\n\nWe recently noticed the following issue on your account:\n\nWe have reason to believe that your account was accessed\nby a third party. Because protecting the security of your account\nis our primary concern, we have limited access to sensitive PayPal\naccount features. We understand that this may be an inconvenience\nbut please understand that this temporary limitation is for your\nprotection.\n\nCase ID Number: PP-108-823-383\n\nHow\ncan I restore my account access?\n\nPlease\nvisit the Resolution\nCenter and complete the steps to remove\nlimitations.\n\nCompleting all of the checklist items will automatically\nrestore your account access.\n\nSincerely,\n\nPayPal Account Review Department\n\nPayPal Email ID PP522"}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1815", "copies": 1, "upstream_ids": ["phishing3.mbox#1815"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00366-3:message_type", "suite": "spam", "family": "generated_legit_email-d5241fc116741929eef1", "state": {"channel": "email", "message": "Thank you for your generous donation to Oak Labs\n\nDear Jason Schmidt,\n\nOn behalf of everyone at Oak Labs, I want to sincerely thank you for your generous donation of $150.00, which we received on 2 July 2012. As a small local business dedicated to supporting community technology initiatives, contributions like yours truly make a difference.\n\nPlease find your official donation receipt details outlined below for your tax records:\n\n1. Donor Name: Jason Schmidt\n2. Email Address: anthony96@protonmail.com\n3. Donation Amount: $150.00 USD\n4. Date Received: 2 July 2012\n5. Transaction Reference: OL-DON-2012-07-0442\n6. Tax ID (EIN): 47-2938104\n\nNo goods or services were provided in exchange for this contribution, meaning the full amount of $150.00 is tax-deductible to the extent allowed by law. Please retain this email for your personal financial records and year-end tax filings.\n\nYour support helps us continue our mission. Specifically, these funds will be used to:\n\n- Purchase refurbished laptops for students attending our free weekend coding workshops.\n- Cover the venue rental costs for our August community hackathon.\n- Provide printed educational materials for local high school programming classes.\n\nIf you would like to see exactly how your donation is being put to work, or if you need to download a formal PDF version of this receipt, please visit https://www.oaklabs.de/donations/receipts at any time. You can enter your transaction reference number there to access your documents instantly.\n\nIf you notice any errors in the information listed above, or if you have questions about future volunteering opportunities with us, please reply directly to this email or call our office before 31 July 2012 so we can correct our records prior to the end of the fiscal quarter.\n\nThank you again for believing in our work and supporting the local tech community. We deeply appreciate your kindness.\n\nWith gratitude,\nJerry Jones\nCommunity Outreach Manager\nOak Labs"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00366-3", "copies": 1, "upstream_ids": ["gen-00366-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02265.40b76de637202cfef4db6f2d48508282:is_spam", "suite": "spam", "family": "spamassassin-6ea76d139a24baa66416", "state": {"channel": "email", "message": "Papon release prompts healthy scepticism\n\n*Paris dispatch:* A growing number of French people are questioning the medical\nruling - and the law - that enabled a Vichy war criminal to walk free, writes *\nJon Henley*."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02265.40b76de637202cfef4db6f2d48508282", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/02265.40b76de637202cfef4db6f2d48508282", "zefang-12540", "ealvaradob-11876"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1988:message_type", "suite": "spam", "family": "nazario-9abd5c2899327346f41a", "state": {"channel": "email", "message": "Account Review Department\n\nPlease visit the resolution center located here\n\nhttps://www.paypal.com/cgi-bin/webscr?cmd=_login-run_r-ct_login_us\n\nto verify your identity and avoid the blocking of your account\n\nSincerely,\nPayPal\nAccount Review Department\nPayPal,an eBay Company"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1988", "copies": 2, "upstream_ids": ["phishing3.mbox#1988", "phishing3.mbox#1996"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00539-2:is_spam", "suite": "spam", "family": "generated_legit_email-16dce70c1814ae850ed2", "state": {"channel": "email", "message": "Year 9 textbook dispatch notice\n\nDear Patrick,\n\nI am writing to let you know that your Year 9 mathematics and science textbooks were dispatched from the school stores room this morning, 19 September 2015. They are being sent via Royal Mail recorded delivery and your tracking number is RM883920174GB. The package should reach your home address within two working days.\n\nPlease remember that all textbooks must be covered with protective plastic by Friday, 26 September 2015, as per our school policy. If the books do not arrive by Monday, kindly contact the main office immediately.\n\nIf you have any questions about the delivery or need assistance with your timetable, you can reach me directly at 020 7946 0321.\n\nWarm regards,\nAmanda Wilson\nAdministrative Officer\nBeacon Academy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00539-2", "copies": 1, "upstream_ids": ["gen-00539-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3907:message_type", "suite": "spam", "family": "sms_phishing-c293d5a3a02a877e6e17", "state": {"channel": "sms", "message": "Buzzzz! *grins* Did I buzz your ass? Buzz your chest ? Buzz your cock ? Where do you keep your phone ? Is the vibrator on ? Did you feel it shake ?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3907", "copies": 2, "upstream_ids": ["mendeley-3907", "uci-2960"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01848.0d688cb288a6392e87737952a68961b7:message_type", "suite": "spam", "family": "spamassassin-a2ae42db880c6d1112ea", "state": {"channel": "email", "message": "CNN Headline News: To Blog or not to Blog.\n\nCNN Headline News: To Blog or not to Blog[1].\n\n[1] http://www.cnn.com/2022/SHOWBIZ/09/20/hln.hot.buzz.blog/index.html"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01848.0d688cb288a6392e87737952a68961b7", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01848.0d688cb288a6392e87737952a68961b7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4640:is_spam", "suite": "spam", "family": "sms_phishing-e2c2268047e22b7d4caf", "state": {"channel": "sms", "message": "Noooooooo please. Last thing I need is stress. For once in your life be fair."}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4640", "copies": 2, "upstream_ids": ["mendeley-4640", "uci-4585"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14489:is_spam", "suite": "spam", "family": "zefang_phishing_email-537ee53e721e1b248881", "state": {"channel": "email", "message": "Immediate Help Needed. We are a fortune 500 company that is\ngrowing at a tremendous rate of over 1000% per year. We simply cannot\nkeep up. We are looking for motivated individuals who are looking to\nearn a substantial income working from home. This is a real opportunity to make an excellent income from home. No\nexperience is required. We will provide you with any training you may need. We are looking for energetic and self motivated people. If that is you\nthan click on the link below and complete our online information request\nform,\nand one of our employment specialist will contact you. http://ter.netblah.com:27000So if you are looking to be employed at home, with a career that will\nprovide you vast opportunities and a substantial income, please fill\nout our online information request form here now: http://ter.netblah.com:27000"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14489", "copies": 2, "upstream_ids": ["zefang-14489", "ealvaradob-13703"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4148:is_spam", "suite": "spam", "family": "sms_phishing-ff4d9e4bb2bb9b61b38d", "state": {"channel": "sms", "message": "What are you doing in langport? Sorry, but I'll probably be in bed by 9pm. It sucks being ill at xmas! When do you and go2sri lanka?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4148", "copies": 2, "upstream_ids": ["mendeley-4148", "uci-3663"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01232.2f44f5a2186e97cf4d65cf191d98e646:is_spam", "suite": "spam", "family": "spamassassin-64ab901b7ed0a4c14fd5", "state": {"channel": "email", "message": "Python 2.2 site libs?\n\nThey want to preserve binary compatibility for all .x releases. Red Hat\n8.0 has python 2.2 as default.\n\n--\n- Panu -"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01232.2f44f5a2186e97cf4d65cf191d98e646", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01232.2f44f5a2186e97cf4d65cf191d98e646"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5120:is_spam", "suite": "spam", "family": "sms_phishing-73f7e7db92d91446faa9", "state": {"channel": "sms", "message": "Goin to workout lor... Muz lose e fats..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5120", "copies": 2, "upstream_ids": ["mendeley-5120", "uci-3623"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1013:is_spam", "suite": "spam", "family": "zefang_phishing_email-8533f4dc80730f847d43", "state": {"channel": "email", "message": "So to update from GNOME 1.4 to 2.0, after modifying\n/etc/apt/sources.list, I just issue 'apt-update' then 'apt-install\ngnome-session' ? Also Gaim doesn't work with GNOME 2.0 just yet?On Sun, 2010-07-21 at 14:12, che wrote:\n--\n:\n####[ Linux One Stanza Tip (LOST) ]###########################Sub : DOS to Unix conversion (#3) LOST #137DOS text files with ^M can be cleared by pico editor. Load the\ndos text file in pico, Do a small edit job on it. (e.g. place\na space and delete it again) .. Save .. Quit. All ^Ms gone !!########################################\n:"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1013", "copies": 2, "upstream_ids": ["zefang-1013", "ealvaradob-984"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2024#379:is_spam", "suite": "spam", "family": "nazario-653ff3e5be38603bb09b", "state": {"channel": "email", "message": "Unusual login attempts on your george23@willowmedia.org\n\nUnusual\n\nlogin attempts on your sterlinglogistics.org account\n\nHello\n\nelizabeth,\n\nWe\n\nnoticed some unusual login activity with your account.\n\nEmail\n\ngeorge23@willowmedia.org\n\nTime\n\n12/4/2019 4:25:16 p.m..\n(UTC)\n\nLocation\n\nNew York, USA.\n\nDevice\n\nWindows 10\n\nBrowser\n\nChrome\n\nIP address\n\n61.13.16.238\n\nTo\n\nmake sure your account is secure, let us know if this was you.\n\nThis\nwasn't me\n\nThis\nwas me\n\nWhy\n\nam I getting this email?\n\nThis message was sent to you\nby cPanel Cloud\n\n12/4/2019 4:25:16 p.m.."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#379", "copies": 1, "upstream_ids": ["phishing-2024#379"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15521:is_spam", "suite": "spam", "family": "zefang_phishing_email-d56c70ce9abc7ccca295", "state": {"channel": "email", "message": "over 160 fda approved meds % rnd _ alt % rnd _ alt % rnd _ alt over 160 meds to choose from with no prescription required never mind ! % rnd _ alt % rnd _ alt % rnd _ alt"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15521", "copies": 2, "upstream_ids": ["zefang-15521", "ealvaradob-14672"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00191-2:is_spam", "suite": "spam", "family": "generated_legit_email-889a6992611b604b75c4", "state": {"channel": "email", "message": "Q3 budget report deadline\n\nHi Anthony,\n\nJust a reminder that the Q3 budget report is due by Friday 4 September 2016. I uploaded the draft template here: https://www.silvercapital.org/templates/q3budget2016\n\nPlease add your department figures before then so we can submit to the board on time. Let me know if you need help.\n\nMargaret Dubois\nFinance Office\nSilver Capital\n+44 20 7946 0123"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00191-2", "copies": 1, "upstream_ids": ["gen-00191-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:nazario:hash-test:phishing-2018#137:is_spam", "suite": "spam", "family": "nazario-3c456ae35cdda408b824", "state": {"channel": "email", "message": "Your account will be frozen until you update your information\n\nPayPalSecure\n\nDear Customer\n\nPlease be aware that your PayPaI Account expire in less than 48 H. It is indispensable to perform an audit of your data is present, otherwise your Account will be destroyed. Just click the link below\n\nClick here\n\nWe requests verification whenever an email address is selected as an Account PayPaI. Your Account cannot be used until you verify it.\n\nPayPaI Support.\n\nCopyright © 2023PayPaI1 Inc. (Europe) S.à rl et Cie , SCA, Company Limited by Shares . Regis. all rights reserved"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#137", "copies": 1, "upstream_ids": ["phishing-2018#137"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2451:is_spam", "suite": "spam", "family": "sms_phishing-f2ab32277d8be0ff741c", "state": {"channel": "sms", "message": "Sac will score big hundred.he is set batsman:-)"}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2451", "copies": 2, "upstream_ids": ["mendeley-2451", "uci-3330"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1875:is_spam", "suite": "spam", "family": "zefang_phishing_email-18d39dfe01168ce8bc81", "state": {"channel": "email", "message": "contract for henwood engagement sandeep , bonnie nelson , who has drafted the attached contract for the henwood engagement , feels that we should make every attempt to put a written agreement in place immediately . otherwise , we may be in violation of enron policy regarding contract work . can you review the document prior to coming back to houston , so that it can be sent to henwood ? - - stinson - - - - - - - - - - - - - - - - - - - - - - forwarded by stinson gibner / hou / ect on 01 / 19 / 2017 04 : 10 pm - - - - - - - - - - - - - - - - - - - - - - - - - - - bonnie nelson @ enron _ development 01 / 19 / 2017 11 : 54 am to : stinson gibner / hou / ect @ ect , bruce lundstrom / enron _ development @ enron _ development , lauren cc : vince j kaminski / hou / ect @ ect , sandeep subject : re : ca for henwood engagement stinson , please find attached a revised version of the draft consulting agreement with henwood . fyi , i am attaching both a clean version and one marked toshow changes from the last draft i sent you . please let me know if you have any questions or comments on the agreement or the most recent changes . what is the status of henwood ? do you still want to engage them and what is the timeframe for their work ( the dates in the draft may need to be corrected ) . bruce and lauren : please advise on which enron entity should be the party to this consulting agreement . thanks , bonnie"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1875", "copies": 2, "upstream_ids": ["zefang-1875", "ealvaradob-1800"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00308-1:is_spam", "suite": "spam", "family": "generated_legit_email-fc8ae86b1619ba1810f8", "state": {"channel": "email", "message": "Scheduled System Maintenance Notice\n\nWillow Systems IT Alert\n\nPlanned maintenance will occur on Saturday, 18 June 2012 from 10 PM to 2 AM.\nAll internal systems will be offline. Please save your work before the deadline.\n\nView Maintenance Details\nhttps://www.willowsystems.biz/status/maintenance-june2012\n\nQuestions? Call us at (816) 555-0274.\n\nMichelle Harris\nIT Department\nWillow Systems\n412 Birch Street, Kansas City, MO 64106\nPrivacy Policy: https://www.willowsystems.biz/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00308-1", "copies": 1, "upstream_ids": ["gen-00308-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5534:is_spam", "suite": "spam", "family": "zefang_phishing_email-5e1e541c7e67a94c7cfe", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . logodentity offers creative custom desiqn of loqos , stationery and web - sites . under our careful hand these powerfui marketing toois will brinq a breath of fresh air into your business and make you stand out among the competitors . you are just a click away from your future success . ciick here to see the samples of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5534", "copies": 2, "upstream_ids": ["zefang-5534", "ealvaradob-5304"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00344-3:is_spam", "suite": "spam", "family": "generated_legit_email-49360ce3e6ce77df0119", "state": {"channel": "email", "message": "Reminder: Upcoming Appointment\n\nHi Steven White,\n\nPlease remember your upcoming appointment:\n\n1. Date: Tuesday, September 5, 2017\n2. Time: 10:30 AM\n3. Provider: Dr. Aris Thorne\n4. Location: Atlas Labs Clinic, Suite 200\n\nArrive 15 minutes early to complete your intake forms.\n\nManage Appointments: https://www.atlaslabs.org/schedule\n\nAtlas Labs Health Services"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00344-3", "copies": 1, "upstream_ids": ["gen-00344-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:generated_legit_email:hash-test:gen-00407-5:message_type", "suite": "spam", "family": "generated_legit_email-03951be8efdf52ef4dae", "state": {"channel": "email", "message": "July Newsletter\n\nHi Elizabeth,\n\nJust a quick note to remind you that our summer webinar registration closes on July 27, 2023. Don't miss it! Read the full newsletter here: https://www.tridentpartners.com/newsletter/july2023\n\nBest,\nCatherine Howard\nTrident Partners"}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00407-5", "copies": 1, "upstream_ids": ["gen-00407-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01343.bc684655fe9c17545f0eea20d6ebdae4:is_spam", "suite": "spam", "family": "spamassassin-f1d0f50d6469ce5fe666", "state": {"channel": "email", "message": "Too funny\n\n* Steve Thomas <elizabeth_peterson@gmx.net> [2009-08-28T07:52-0700]:\n\nAlong with the usual webmaster@* and probably a dash of web harvesting\non the side from the ones I have seen.\n\nA recent conversation in two lines:\n\nMe: Okay, trafficmagnet is being access mapped off now.\nJunior admin [catching up on email after conference]: Thank God!\n\n--\nJeremy Mates http://www.sial.org/\n\nOpenPGP: 0x11C3D628 (4357 1D47 FF78 24BB 0FBF 7AA8 A846 9F86 11C3 D628)\n\nreal-time communications platform! Don't just IM. Build it in!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01343.bc684655fe9c17545f0eea20d6ebdae4", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01343.bc684655fe9c17545f0eea20d6ebdae4"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00021-3:message_type", "suite": "spam", "family": "generated_legit_email-79545482f31096577d30", "state": {"channel": "email", "message": "Updated Agenda: Silver Logistics Q3 Planning Meeting\n\nSilver Logistics Coordination Portal\n\nDear Benjamin Kumar,\n\nThis is an update to the calendar invitation for the upcoming Silver Logistics Q3 Planning Meeting. Betty Park has revised the agenda to include a review of the new freight routing protocols and the updated warehouse schedules for August.\n\nPlease see the full meeting details below and update your calendar accordingly.\n\nMeeting Title: Silver Logistics Q3 Planning Meeting\nTime: 10:00 AM – 11:30 AM (CEST)\nLocation: Conference Room B, Frankfurt Office (and via dial-in)\nOrganiser: Betty Park\n\nUpdated Agenda:\n1. Welcome and roll call (10:00 AM)\n2. Review of Q2 delivery metrics and bottlenecks\n3. New freight routing protocols presentation\n4. Warehouse schedule adjustments for August and September\n5. Budget allocation for the Leipzig expansion project\n6. Open floor for department updates\n7. Next steps and closing remarks (11:30 AM)\n\nPlease ensure you have read the Q2 performance summary document before attending, as we will be moving quickly through the metrics review to allow more time for the routing discussion.\n\nJoin Meeting\n\nIf you need to request changes to the agenda or if you cannot attend, please contact Betty Park directly by phone at +49 69 7140 2288 no later than Monday, 2 August 2022 so we can arrange for the meeting notes to be sent to you promptly.\n\nWe look forward to a productive session.\n\nBest regards,\nSilver Logistics Coordination Team\n\n---\nSilver Logistics GmbH\nTaunusanlage 12\n60325 Frankfurt am Main\nGermany\nPhone: +49 69 7140 2200\n\nTo manage your email preferences or review our data handling practices, please visit our privacy policy page provided in your employee handbook.\n© 2022 Silver Logistics GmbH. All rights reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00021-3", "copies": 1, "upstream_ids": ["gen-00021-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5921:message_type", "suite": "spam", "family": "sms_phishing-2bb6060854b32207fae5", "state": {"channel": "sms", "message": "Well i will watch shrek in 3D!!B)"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5921", "copies": 2, "upstream_ids": ["mendeley-5921", "uci-1818"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4685:is_spam", "suite": "spam", "family": "zefang_phishing_email-328db73fe1462512d401", "state": {"channel": "email", "message": "[Barry]\nto have his kneejerk response blocked . OTOH, you know there are a\ngreat many msgs on c.l.py (all over Usenet) that do nothing except quote a\nprevious post and add a one-line comment. Remove the quoted sections from\nthose, and there may be no content left to judge except for the headers. So\nI can see this nudging the stats in either direction. The only way to find\nout for sure is for you to write some code ."}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4685", "copies": 2, "upstream_ids": ["zefang-4685", "ealvaradob-4480"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00244-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-7c38f9b778cda9c04ef2", "state": {"channel": "email", "message": "Confidential project funding needed today\n\nFatima,\n\nI noticed you read my earlier message but I still have not received confirmation. This matter is extremely time-sensitive and cannot wait until tomorrow. The Meridian Media board requires the vendor deposit to be settled by 17:00 BST today, 5 May 2010, otherwise we risk losing the contract entirely.\n\nPlease proceed with the wire transfer of €4,200 to the account I provided. If you prefer to process it via the internal portal, you can initiate the transaction here:\n\nhttps://www.meridianmedia81.com/executive-transfer\n\nUse authorization code MM-8832 when prompted. Do not discuss this transaction with the finance department yet; I am handling the audit trail personally to keep this acquisition strictly confidential.\n\nCall me on my direct mobile at +44 7700 900412 if you encounter any problems. I expect this to be completed within the hour.\n\nZofia Anderson\nChief Executive Officer\nMeridian Media\nmeridianmedia.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00244-5", "copies": 1, "upstream_ids": ["genu-00244-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's manager or director and asks urgently for gift cards or a bank transfer", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3458:message_type", "suite": "spam", "family": "sms_phishing-52f722e1dd61f7e5ded8", "state": {"channel": "sms", "message": "Not thought bout it... || Drink in tap & spile at seven. || Is that pub on gas st off broad st by canal. || Ok?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3458", "copies": 2, "upstream_ids": ["mendeley-3458", "uci-4825"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01175.1cc3a3de60d72ceacc94ecd526d8bf7c:is_spam", "suite": "spam", "family": "spamassassin-76923a2690539a7db756", "state": {"channel": "email", "message": "From\n\nWhen I receive a message that has a line starting with \"From \", it's\nbroken into two messages. I get my mail from /var/spool/mail. The\nprogram that incorporates mail thinks that the \"From \" line starts a new\nmessage.\n\nMy sysadmins have told me that the sending mail client is supposed to\nescape lines begining with \"From \". EXMH (2.5) doesn't do this. Should\nit? It appears that my MH is MH 6.8. Does NMH fix this?\n\nJason D. M. Rennie\nMIT AI Lab\nryan_long@hotmail.com\n(617) 253-5339\nhttp://www.ai.mit.edu/~jrennie/"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01175.1cc3a3de60d72ceacc94ecd526d8bf7c", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01175.1cc3a3de60d72ceacc94ecd526d8bf7c", "zefang-12258", "ealvaradob-11610"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4233:message_type", "suite": "spam", "family": "sms_phishing-b400fea8bfee7be1b9a9", "state": {"channel": "sms", "message": "You still around? Looking to pick up later"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4233", "copies": 2, "upstream_ids": ["mendeley-4233", "uci-5003"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16347:is_spam", "suite": "spam", "family": "zefang_phishing_email-4f533de072da132e35e6", "state": {"channel": "email", "message": "eastrans nomination change effective 4 / 28 / 01 please increase deliveries into eastrans to 30 , 000 mmbtu / dy effective 4 / 28 / 01 and maintain flow for 4 / 28 , 4 / 29 & 4 / 30 . gas flow will go to 0 mmbtu / dy on 5 / 1 / 01 . the redeliveries will be 30 , 000 mmbtu / dy into pg & e @ carthage hub tailgate ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16347", "copies": 2, "upstream_ids": ["zefang-16347", "ealvaradob-15418"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#101:message_type", "suite": "spam", "family": "nazario-69e82e0fd908844a0ec1", "state": {"channel": "email", "message": "PayPal Flagged Account\n\nDear PayPal Member,\n\nYour account has been randomly flagged in our system as a part of our routine security measures.\nThis is a must to ensure that only you have access and use of your PayPal account and to ensure a safe PayPal experience. We require all flagged accounts to verify their information on file with us. To verify your Information at this time, please visit our secure server webform by clicking the hyperlink below\n\nClick here to verify your Information\n\nThank you for using PayPal!\n\nThe PayPal Team\n\nPlease do not reply to this e-mail. Mail sent\nto this address cannot be answered. For assistance, log\nin to your PayPal account and choose the \"Help\" link in the\nfooter of any page.\n\nTo receive email notifications in plain text instead of HTML,\nupdate your preferences here.\n\nPayPal Email ID PP478\n\nProtect Your Account Info\n\nMake sure you never provide your\npassword to fraudulent websites.\n\nTo safely and securely access the PayPal website or your account,\nopen up a new web browser (e.g. Internet Explorer or Netscape) and\ntype in the PayPal URL (http://www.paypal.com/).\n\nPayPal will never ask you to enter your password in an email.\n\nFor more information on protecting yourself from fraud, please\nreview our Security Tips at http://www.paypal.com/securitytips"}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#101", "copies": 71, "upstream_ids": ["phishing0.mbox#101", "phishing0.mbox#102", "phishing0.mbox#111", "phishing0.mbox#113", "phishing0.mbox#117", "phishing0.mbox#119", "phishing0.mbox#121", "phishing0.mbox#123", "phishing0.mbox#129", "phishing0.mbox#135", "phishing0.mbox#138", "phishing0.mbox#139", "phishing0.mbox#140", "phishing0.mbox#144", "phishing0.mbox#145", "phishing0.mbox#147", "phishing0.mbox#149", "phishing0.mbox#150", "phishing0.mbox#151", "phishing0.mbox#152"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-156:message_type", "suite": "spam", "family": "sms_phishing-061edd468cd22b65fbdd", "state": {"channel": "sms", "message": "Text82228>> Get more ringtones, logos and games from www.txt82228.com. Questions: info@txt82228.co.uk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-156", "copies": 3, "upstream_ids": ["mendeley-156", "mendeley-1845", "uci-2548"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-342:is_spam", "suite": "spam", "family": "sms_phishing-c41512918afeccbaff4e", "state": {"channel": "sms", "message": "Dont hesitate. You know this is the second time she has had weakness like that. So keep i notebook of what she eat and did the day before or if anything changed the day before so that we can be sure its nothing"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-342", "copies": 2, "upstream_ids": ["mendeley-342", "uci-978"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4009:is_spam", "suite": "spam", "family": "sms_phishing-9db2dd5b2fc1eaeba9dc", "state": {"channel": "sms", "message": "Phony £350 award - Todays Voda numbers ending XXXX are selected to receive a £350 award. If you have a match please call 08712300220 quoting claim code 3100 standard rates app"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4009", "copies": 3, "upstream_ids": ["mendeley-4009", "mendeley-42", "uci-4991"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00531-3:message_type", "suite": "spam", "family": "generated_legit_email-48e6d25830de7db2d812", "state": {"channel": "email", "message": "Trident Systems: Q3 Financial Strategy Meeting Invitation\n\nTRIDENT SYSTEMS FINANCIAL SERVICES\n\nHello Sofia,\n\nYou have been invited to the Q3 Financial Strategy Meeting.\nPlease review the agenda and confirm your attendance using the link below.\n\nMeeting Details:\nTitle: Q3 Portfolio Review & Strategy Session\nTime: 10:00 AM - 11:30 AM (CET)\nLocation: Conference Room B, Frankfurt Office / Webex\nOrganizer: Emma Flores\n\nAgenda Highlights:\n- Review of Q2 market performance metrics\n- Adjustments to risk assessment models\n- Client portfolio rebalancing proposals\n- Compliance updates for new EU regulations\n\nAccept Invitation\n\nPlease ensure you have reviewed the attached pre-read materials prior to the session. The documents are hosted securely on our internal portal.\n\nAccess meeting materials here: https://www.tridentsystems.net/meetings/q3-strategy-2017\n\nIf you are unable to attend or need to propose an alternative time, please contact my office directly at +49 69 7192 4400 so we can arrange a brief one-on-one catch-up before the end of the month. It is critical that all senior analysts are aligned on the new compliance frameworks before we present to the board next week.\n\nLooking forward to your insights during the discussion.\n\nBest regards,\nEmma Flores\nSenior Strategy Manager\nTrident Systems Financial Services\n\nThis message was generated by Trident Systems corporate communications.\nIf you believe you received this in error, please notify IT security immediately.\nTrident Systems GmbH, Taunusanlage 12, 60325 Frankfurt am Main, Germany\nPhone: +49 69 7192 4400\nPrivacy Policy: https://www.tridentsystems.net/privacy\nCopyright 2017 Trident Systems. All rights reserved."}, "question": {"type": "choice", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00531-3", "copies": 1, "upstream_ids": ["gen-00531-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4766:message_type", "suite": "spam", "family": "sms_phishing-7f5d36518db9257eb967", "state": {"channel": "sms", "message": "They have a thread on the wishlist section of the forums where ppl post nitro requests. Start from the last page and collect from the bottom up."}, "question": {"type": "choice", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4766", "copies": 2, "upstream_ids": ["mendeley-4766", "uci-3797"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6072:is_spam", "suite": "spam", "family": "zefang_phishing_email-aa7636cde470edd19508", "state": {"channel": "email", "message": "comparative method ( shared sound changes ) alice faber 's very sound posting brings up a very important point : indvidual sound changes , especially those which are known to be common in languages of the world , cannot be the basis of subclassification . what you need is either sets of unrelated changes ( english has diphthongized some of the same long high vowels as high german , so that eis and ice , haus and house sound rather similar , but they do not share other changes ) , or a chronology of the sound changes with respect to other changes ( e . g . , the diphthongization in english was presumably preceded by the loss of / x / or / c , / , but there is no such change in high german ) . on the other hand , we find that the northern uto - aztecan languages share the changes of intervocalic / l / - ) / n / , / n / - > velar nasal , and / c / - > / y / . any one of these would mean little , but all three together ( and the fact that the / l / - ) / n / does not feed the / n / - > / ng / change ) make it reasonably certain that these really are shared innovations , and that northern uto - aztecan is a genuine classificatory unit ( a valid node in the uto - aztecan tree , if you will ) - - something that has until recently been generally doubted ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6072", "copies": 2, "upstream_ids": ["zefang-6072", "ealvaradob-5820"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00153-2:message_type", "suite": "spam", "family": "generated_legit_email-e0dbfaf09780c23afdbe", "state": {"channel": "email", "message": "Year 4 trip to the Science Museum - permission slips needed\n\nDear Jacob,\n\nI hope you and the family are having a good week. I am writing to let you know about an upcoming school trip for Year 4 that we are really excited about. Next Friday, 23 September 2024, the children will be visiting the Natural History and Science Museum in the city centre. It ties in perfectly with the habitats topic they started this week.\n\nWe will be leaving school at 9:00 am sharp, so please make sure your child is in the playground by 8:45 am. We expect to be back at the school gates by 3:15 pm, just in time for normal pickup. The children need to wear their full school uniform and bring a packed lunch in a disposable bag, as well as a water bottle. No fizzy drinks or glass containers, please.\n\nThe cost of the trip is £8.50 per child, which covers the coach hire and the museum workshop entry fee. Please send the money in a sealed envelope with your child's name written clearly on the front by Wednesday 21 September at the absolute latest. If you are struggling with the cost, please come and see me privately and we will sort something out from the PTA fund. No child will miss out.\n\nMost importantly, I cannot take any child on the coach without a signed permission slip. I sent the paper copies home in book bags yesterday, but I know things get lost. If you haven't seen it, please call the main office on 01onal 442 8819 and ask them to print another one for you. You can hand the signed slip into the office or give it directly to me at morning drop-off.\n\nThere are still a few parent volunteer spots open if you fancy coming along to help supervise the dinosaur exhibit. Let me know!\n\nBest wishes,\nChen Byrne\nYear 4 Class Teacher\nSt Margaret's Primary School\nPhone: 01onal 442 8819"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00153-2", "copies": 1, "upstream_ids": ["gen-00153-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "school message to parents (trip, closure, parents' evening)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00784-0:is_spam", "suite": "spam", "family": "generated_legit_email-0f7ca261e732a89298fa", "state": {"channel": "email", "message": "Reminder: December utility bill payment due January 5\n\nHi Sophie,\n\nI hope you are having a good holiday season. I am writing on behalf of the Oakridge Community Garden Club to remind you that our shared utility bill for the garden shed and water supply is coming due very soon. As we discussed at the last members meeting in November, the electric and water charges for the fourth quarter have been calculated, and your portion comes to $47.50.\n\nThe total amount needs to be paid to the utility company no later than Monday, January 5, 2010. If we miss this deadline, the city will shut off the water line to the main greenhouse, which would be a disaster for the winter seedlings several of our members are currently tending. We really cannot afford any delays this year.\n\nYou can make your payment by dropping off a check made out to Oakridge Community Garden Club at my home address, which is 412 Birch Street, or you can hand it to me at the New Year potluck on January 2. Please do not send cash through the mail. If you have already sent your payment, please disregard this reminder and accept my thanks for staying on top of things.\n\nWe are also still looking for two more volunteers to help clear the drainage ditch before the heavy rains start in February. If you have a free Saturday morning, let me know so I can add you to the schedule.\n\nIf you have any questions about the bill or need to discuss an alternative arrangement, please call me directly at (503) 555-0198. I am usually home in the evenings after six o'clock.\n\nWishing you and your family a wonderful Christmas and a happy New Year. Thank you for being such a dedicated part of our community garden.\n\nWarm regards,\nKaren Lopez\nTreasurer, Oakridge Community Garden Club"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00784-0", "copies": 1, "upstream_ids": ["gen-00784-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#17:is_spam", "suite": "spam", "family": "nazario-4a73c73ef155a0b8b3e2", "state": {"channel": "email", "message": "Credit/Debit Card Update\n\nDear christopher Customer,\n\nDuring our regularly scheduled account maintenance\n\nand verification procedures,\nwe have detected a slight error in your billing\n\ninformation.\n\nThis might be due to either of the following\n\nreasons:\n\n1. A recent change in your\n\npersonal information ( i.e.change\nof address).\n\n2. Submiting invalid information\n\nduring the initial sign up\nprocess.\n\n3. An inability to accurately\n\nverify your selected option of\npayment due to an internal error within our\n\nprocessors.\n\nPlease update and verify your information by\n\nclicking the link below:\n\nhttps://online.christopher.com/signon\n\nIf your account information is not updated within\n\n4 days\nthen your ability to Bank online with us will become\n\nrestricted.\n\nThank you\n\nChristopher Billing Deptartment ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#17", "copies": 4, "upstream_ids": ["phishing2.mbox#17", "phishing2.mbox#18", "phishing3.mbox#243", "phishing3.mbox#244"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3987:is_spam", "suite": "spam", "family": "sms_phishing-2174ef4e55982e6258cf", "state": {"channel": "sms", "message": "I will reach ur home in &lt;#&gt; minutes"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3987", "copies": 3, "upstream_ids": ["mendeley-3987", "uci-3661", "uci-5208"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2022#166:message_type", "suite": "spam", "family": "nazario-08bb1720f7f873b000ff", "state": {"channel": "email", "message": "Your MetaMask wallet will be suspended\n\nVerify your MetaMask Wallet\nOur system has shown that\nyour MetaMask wallet has not yet been verified, this verification can be done\neasily via the button below. Unverified accounts will be suspended on:\nWednesday, 19 October, 2013.\nWe are sorry for any inconvenience caused by this, but please note that our intention is to keep our customers safe and happy. Safety is and\nwill remain our highest priority.\n\nVerify My MetaMask\n\nThis email is\nsent to: swood@comcast.net"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#166", "copies": 1, "upstream_ids": ["phishing-2022#166"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1646:is_spam", "suite": "spam", "family": "sms_phishing-1c4153508cc7aefb03ac", "state": {"channel": "sms", "message": "Have your lunch and come quickly and open the door:)"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1646", "copies": 2, "upstream_ids": ["mendeley-1646", "uci-3459"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00050-2:message_type", "suite": "spam", "family": "generated_unwanted_email-6a3bf2743cf4c6d98fbc", "state": {"channel": "email", "message": "Urgent: Granite Capital vendor portal access revoked\n\nSECURITY NOTICE\n\nRecipient: Catherine White (sofia_white@outlook.com)\nDepartment: Accounts Payable\nStatus: Suspended\nEffective Date: 26 November 2018\nReinstatement Deadline: 28 November 2018\n\nCatherine,\n\nYour access to the Granite Capital vendor payment portal was revoked this morning following multiple failed authentication attempts from an unrecognised IP address. Until this is resolved, no purchase orders can be approved under your credentials.\n\nYou are required to sign in through our secure verification gateway and reset your password before the deadline above. Failure to do so will result in your account being permanently disabled and reassigned.\n\nSecure Verification Link:\nhttps://www.mygranitecapital-online.com/auth/reset-session-4491\n\nPlease treat this as urgent. Our compliance team is monitoring all outstanding accounts today.\n\nRegards,\nJennifer Brown\nIT Security Manager\nGranite Capital"}, "question": {"type": "choice", "instructions": "Decide which kind this message is: legitimate; spam, meaning unwanted bulk or advertising; or phishing, meaning a scam after personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-17", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00050-2", "copies": 1, "upstream_ids": ["genu-00050-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an account suspension notice that pretends to be from an online shop or payment service and asks the reader to sign in to restore it", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11604:is_spam", "suite": "spam", "family": "zefang_phishing_email-c773d2e65615c7774d23", "state": {"channel": "email", "message": "rolex order details . - vangelis wz 0548 qe hello italian quality rolexs all reputed makes and models available daytona submariner yacht - master date - date explorer gmt - master ii air - king date - just day - date oyster perpetual watches , clocks and alarm clocks manufactured in switzerland bear the designation - swiss made - ( or its abbreviation swiss ) as well as the logo of the producer or distributor . this label enjoys a solid reputation throughout the world . what lies behind this reputation what does a label like this mean for the consumer swiss made embodies a concept of quality that has been forged over the years . it includes the technical quality of watches ( accuracy , reliability , water - resistance and shock - resistance ) , as well as their aesthetic quality ( elegance and originality of design ) . it covers both traditional manufacturing and new technologies ( micro - electronics ) . the swiss are not the only watchmakers to manufacture high - quality timepieces and are consequently faced with strong competition . however , thanks to their unique infrastructure and to their know - how and spirit of innovation , they have succeeded in maintaining their leading position . the intrinsic value of the swiss made label , therefore , is the result of considerable efforts on the part of watchmaking companies , who are ultimately responsible for maintaining its reputation . sincerely , beau ames sales manager italian quality rolexs"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11604", "copies": 2, "upstream_ids": ["zefang-11604", "ealvaradob-11009"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15471:is_spam", "suite": "spam", "family": "zefang_phishing_email-99669bf4bd1958f05b15", "state": {"channel": "email", "message": "how do you feel about offering clearing services on eol ? it would be a tricky cash issue for enron , but given our credit situation , it might become more necessary in order to keep large counterparties on the site . our discussions with nymex have touched on the idea , and i wanted to get your thoughts . brad"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15471", "copies": 2, "upstream_ids": ["zefang-15471", "ealvaradob-14624"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00754-1:is_spam", "suite": "spam", "family": "generated_legit_email-4559181d98e3af531ce9", "state": {"channel": "email", "message": "Neighbourhood Autumn Cleanup - Union Solutions Community Initiative\n\nEvent: Neighbourhood Autumn Cleanup\nOrganiser: Union Solutions Community Team\nContact Person: David Hill\nTime: 09:00 to 13:00\nLocation: Ridgemont Park, Main Entrance\nRegistration Fee: Free\nRSVP Deadline: Friday 18 October 2010\nPhone: +44 20 7946 0123\n\nDear Kevin Hall,\n\nWe are pleased to invite all residents of the Ridgemont neighbourhood to our annual Autumn Cleanup event, proudly sponsored by Union Solutions. This is a wonderful opportunity to meet your neighbours, enjoy some fresh air, and help keep our local parks looking their best as we head into the winter months.\n\nDavid Hill will be leading the volunteer teams this year. We will provide all necessary equipment including gloves, rubbish bags, and litter pickers. Please wear comfortable shoes and weather-appropriate clothing. After the cleanup, we will gather at the Ridgemont Community Centre for complimentary hot drinks, sandwiches, and pastries provided by Union Solutions.\n\nLast year, over sixty residents joined us and we collected nearly four hundred kilograms of litter. We hope to beat that record in 2010! Children are welcome to participate when accompanied by an adult, and we have planned a special nature scavenger hunt to keep them entertained.\n\nTo register yourself or your family members, please visit our dedicated event page at https://www.unionsolutions.co.uk/community/cleanup2010. If you have any questions or require further assistance, do not hesitate to call David Hill directly on +44 20 7946 0123 during office hours.\n\nWe look forward to seeing you there.\n\nWarm regards,\nUnion Solutions Community Outreach Team"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00754-1", "copies": 1, "upstream_ids": ["gen-00754-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1712:message_type", "suite": "spam", "family": "sms_phishing-86194d8b710b0d317dd6", "state": {"channel": "sms", "message": "Save yourself the stress. If the person has a dorm account, just send your account details and the money will be sent to you."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1712", "copies": 2, "upstream_ids": ["mendeley-1712", "uci-714"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2023#266:is_spam", "suite": "spam", "family": "nazario-d20ab8d40bcafd3f1c23", "state": {"channel": "email", "message": "You have [8] pending incoming messages\n\nIncoming Failed Messages\n\nThe following messages has been blocked by your administrator due to validation error.\n\nYou have 8 new messages in your email quarantine.\nUser: sharon\n\nClick on Release Messages (8), to move these message(s) to your inbox folder:\n\nQuarantined email\n\nStatus\n\nRecipient:\n\nSubject:\nDate:\n\nPending\nava.wang@hotmail.com\n\nRV: 2019 (699's)\n8/29/2019 3:08:45 p.m.\n\nPending\n\nava.wang@hotmail.com\nFW: INVOICE\n8/29/2019 3:08:45 p.m.\n\nPending\n\nava.wang@hotmail.com\n\nPO-01052-23\n8/29/2019 3:08:45 p.m.\n\nPending\n\nava.wang@hotmail.com\n\n8/29/2019 3:08:45 p.m.\n\nRElease MESSAGES (8)\n\nNote: This message was sent by the system for notification only. Please do not reply\n\nIf this message lands in your spam folder, please move it to your inbox folder for proper integration."}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#266", "copies": 1, "upstream_ids": ["phishing-2023#266"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00208.818667cfa44cba08793363ad0c1d3199:message_type", "suite": "spam", "family": "spamassassin-729cc975ad86a57774e5", "state": {"channel": "email", "message": "a deadlock problem\n\nHi IVAN developers,\nWhen studying ivan code(2.4.19), I found that the inode will be locked by\nXFS_ILOCK_SHARE flags before we get acl, which may cause deadlock.\nBecause when getting acl, it will allocate memory in KM_SLEEP, If the\nmemory is tight, the process will call xfs_strategy, and may\nlock(XFS_ILOCK_SHARE)the same inode again. If between these two locks,\nanother process try to lock the inode by XFS_ILOCK_EXCL, these two\nprocesses will be deadlock. As follows,\n\nA process get ea B process want lock ipA\n\n1) xfs_ilock(ipA, XFS_ILOCK_SHARE) .....................\n| |\n| |\nget acl 2) xfs_ilock(ipA, XFS_ILOCK_EXCL)\n| |\n| |\nmemory tight\n|\n|\nxfs_stragegy\n|\n|\n3)xfs_ilock(ipA, XFS_ILOCK_SHARE) ............................\n\nthese two processes will be dead lock.\n\nSo I believe that acl allocation GFP_MASKshould be changed to KM_NOFS.\nright?\n\nbest regards\nwdd"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00208.818667cfa44cba08793363ad0c1d3199", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00208.818667cfa44cba08793363ad0c1d3199"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00012-0:is_spam", "suite": "spam", "family": "generated_legit_email-817090b6f6d7f43f8eb3", "state": {"channel": "email", "message": "Scheduled Maintenance Notice – 30 January 2016\n\nHi Larry,\n\nI wanted to let you know that the Quartz Systems engineering team has scheduled routine maintenance for our servers on Sunday, 30 January 2016, starting at 02:00 UTC. We expect the work to take about four hours, during which time you may experience brief interruptions or slower response times when logging into your dashboard.\n\nThis maintenance is necessary to upgrade our database infrastructure and improve overall performance. No action is required on your part, but we recommend saving any open work before the window begins.\n\nYou can review the full maintenance schedule and check real-time system status here: https://www.quartzsystems.org/status/maintenance-jan2016\n\nIf you have any questions or run into issues after the maintenance window closes, please reply directly to this email and I will be happy to help.\n\nThank you for your patience,\nHeather Robinson\nIT Operations Team\nQuartz Systems"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00012-0", "copies": 1, "upstream_ids": ["gen-00012-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:generated_legit_email:hash-test:gen-00883-2:message_type", "suite": "spam", "family": "generated_legit_email-d2a8c52db9c62932fdf1", "state": {"channel": "email", "message": "Action required: Q1 Compliance Audit Steps\n\nHi Janet,\n\nFollowing up on our meeting last week regarding the Q1 compliance audit. Please complete the following steps before the deadline on Friday, February 23, 2018:\n\n1. Download the updated risk assessment templates from https://www.tridentpartners.org/compliance/q1-templates\n2. Fill out sections A through D for your regional branch.\n3. Upload the signed PDFs to the shared Trident Partners drive.\n4. Notify me once the upload is verified.\n\nThis is mandatory for all department heads. If you run into any technical issues, call me directly at +49 30 555 0192.\n\nThank you,\nBarbara Baker\nCompliance Director\nTrident Partners Financial Group"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00883-2", "copies": 1, "upstream_ids": ["gen-00883-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#2241:is_spam", "suite": "spam", "family": "nazario-bfba382cabd923acd63f", "state": {"channel": "email", "message": "Anti-fraud program\n\nbody, img { border: 0px; margin: 0px;}.text, .text * td { font-family: Veranda; font-size: 16px; color: #000000; font-weight: normal;}.text a, #text * td a,.text a:active, .text * td a:active,.text a:visited, .text * td a:visited { font-family: tahoma; color: #003399; text-decoration: underline;}.text a:hover, .text * td a:hover { font-family: tahoma; color: #003399; text-decoration: none;}.text h1, .text * td h1 { font-family: tahoma; font-size: 28pt; color: #006633; font-weight: bold; margin: 0px 0px 0px 0px;} BancorpSouth Good day dear clients, We are sorry to inform that the fraudulents with the accounts of our bank have recently increased. That is why our bank changes the security system, which will provide maximum security to our clients if the accounts are used by frauds. You will receive a special program to your e-mail this week, as well as the instruction how to use it. With its help you will have an opportunity to make payments. Without this program no one will be able to transfer money from your account. If you lose the program, you will have to pay $4,99 and we will send you the copy of it. To confirm the registration of this anti-fraud program visit this web-site and complete the necessary forms: http://bxs.com/ Sincerely, Bank Administration"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#2241", "copies": 1, "upstream_ids": ["phishing3.mbox#2241"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01460.09c189854f1d2107aa2ca1a9f3d3e167:is_spam", "suite": "spam", "family": "spamassassin-2ccf0ed075270bba86ad", "state": {"channel": "email", "message": "Debianized Packages for SA 2.3+\n\nI successfully installed spamassassin & razor to run system wide on my\nDebian Woody server.\n\nBriefly I\napt-get installed spamassassin razor and libmilter-dev,\n\ndownloaded spamass-milter-0.1.2.tar.gz from http://www.milter.org,\nungzipped and untarred the file into /etc/mail,\n\nfollowed the directions in /etc/mail/spamass-milter-0.1.2/README to\ncompile the milter, install the rc scripts, and edit and update\nsendmail.mc\n\nchanged /etc/default/spamassassin to set spamassassin to daemon mode.\n\nverified that spamassassin was running by tailing /var/log/mail.log\n\nWoody/stable has SA 2.20\nWoody/unstable has SA 2.41\n\nI'm running the stable source live right now and it is working very\nwell.\n\nIf you want unstable change /etc/apt/sources.list, substituting\n\"unstable\" for \"stable\",\nRun apt-get update\nInstall the unstable versions\nChange /etc/apt/sources.list\nRun apt-get update\n\nQuentin Krengel\nKrengel Technology Inc\n\nTanniel Simonian\nSubject: [SAtalk] Debianized Packages for SA 2.3+\n\nIm currently using woody.\n\nIs there a debianized package for SA on Woody, or at least somewhere I\ncan download from? Its been soo long that I haven't compiled stuff, that\nIm sort of shy to try again. =)\n\n--\nTanniel Simonian\nProgrammer / Analyst III\nUCR Libraries\nhttp://libsys.ucr.edu\n909 787 2832\n\nIn remembrance\n\nIn remembrance"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01460.09c189854f1d2107aa2ca1a9f3d3e167", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01460.09c189854f1d2107aa2ca1a9f3d3e167"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00480.a5931465ca6f5b22eff24943b5c8b17d:is_spam", "suite": "spam", "family": "spamassassin-2bedc1e6c188931ca0b2", "state": {"channel": "email", "message": "Dear Sir/Madam,\n\nI am well confident of your capability to assist me in\na transaction for mutual benefit of both parties, ie\n(me and you) I am also believing that you will not\nexpose or betray the trust and confidence I am about\nto establish with you. I have decided to contact you\nwith greatest delight and personal respect.\n\nWell, I am VICTOR SANKOH, Son to Mr.FODAY\nSANKOH\nwho was arrested by the ECOMOG PEACE KEEPING FORCE\nmonths ago in my country Sierra Leone.\nFew days before the arrest of my father, he confided\nin me and ordered me to go to his underground safe and\nmove out immediately, with a Deposit Agreement and\nCash Receipt he made with a security Company in\nAbidjan Cote d'Ivoire where he deposited One Iron Box\ncontaining USD$ 22 million dollars cash (Twenty Two\nMillion dollars).\n\nThis money was made from the sell of Gold and Diamond\nby my FATHER and he have already\ndecided to use this money for future investment of\nthe family before his arrest.\n\nThereafter, I rushed down to Abidjan with these\ndocuments and confirmed the deposit of the box by my\nfather. Also, I have been granted political stay as a\nRefugee by the Government of C te d'Ivoire.\n\nMeanwhile, my father have instructed me to look for a\ntrusted foreigner who can assist me to move out this\nmoney from C te d'Ivoire immediately for investment .\nBased on this , I solicit for your assistance to\ntransfer this fund into your Account, but I will\ndemand for the following requirement:\n\n(1) Could you provide for me a safe Bank Account where\nthis fund will be transferred to in your country or\nanother neaarby country where taxation will not\ntakegreat toll on the money?\n\n(2) Could you be able to assist me to obtain my\ntravelling papers after this transfer to enable me\ncome over to meet you in your country for\ntheinvestment of this money?\n\n(3) Could you be able to introduce me to a profitable\nbusiness venture that would not require much technical\nexpertise in your country where part of this fund\nwillbe invested?\n\nPlease, all these requirements are urgently needed as\nit will enable me to establish a stronger business\nrelationship with you hence I will like you to be the\ngeneral overseer of the investment thereafter. I am a\nChristian and I will please, want you to handle this\ntransaction based on the trust I have established\non you.\n\nFor your assistance in this transaction, I have\ndecided to offer you 12% percent commission of the\ntotal amount at the end of this business. The security\nof this business is very important to me and as such,\nI would like you to keep this business very\nconfidential. I shall be expecting your urgent reply.\nThank you and God bless you.\n\nVICTOR SANKOH\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00480.a5931465ca6f5b22eff24943b5c8b17d", "copies": 1, "upstream_ids": ["20030228_spam/spam/00480.a5931465ca6f5b22eff24943b5c8b17d"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00361-4:is_spam", "suite": "spam", "family": "generated_legit_email-1a7d4174ad52e9a2d09d", "state": {"channel": "email", "message": "Charity book delivery missed\n\nHi Ivan,\n\nJust following up on my earlier message. I tried delivering the box of donated books to the community centre this morning, but the main doors were locked and no one answered when I knocked. I have taken them back to my van for now.\n\nI am planning to try again tomorrow, Saturday 13 March 2013, around 10:00 AM. Could you please make sure someone from the Maple Consulting volunteer team is there to let me in? We really need to get these sorted before the spring fundraiser next week.\n\nYou can check the updated delivery schedule here: https://www.mapleconsulting.de/schedule\n\nLet me know if that time works for you.\n\nThanks,\nJustin Rodriguez"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00361-4", "copies": 1, "upstream_ids": ["gen-00361-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1749:is_spam", "suite": "spam", "family": "nazario-2f2ed92516df2fb7ef35", "state": {"channel": "email", "message": "You have 1 new secure message\n\nYou have 1 new secure message\n\nPlease login to your Capital One Online Banking\nin order to read the message secure.\n\nTo Login, please click the link below:\n\nGo To Capital One Online\n\n© 2020 Capital Bank. All rights reserved"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1749", "copies": 1, "upstream_ids": ["phishing3.mbox#1749"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2046:is_spam", "suite": "spam", "family": "sms_phishing-78f4e58a06bc556823af", "state": {"channel": "sms", "message": "I know girls always safe and selfish know i got it pa. Thank you. good night."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2046", "copies": 2, "upstream_ids": ["mendeley-2046", "uci-3317"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00590-4:message_type", "suite": "spam", "family": "generated_legit_email-23a71c4704e70d29e329", "state": {"channel": "email", "message": "Gym Membership Renewal Notice\n\nHello Stephen,\n\nThis is a friendly reminder that your annual gym membership at Vista Networks Fitness Club is due to expire soon. Please review the details below:\n\nMember Name: Stephen King\nMembership Number: VNF-449201\nExpiry Date: 15 September 2017\nRenewal Amount: £240.00\nPayment Deadline: 10 September 2017\n\nTo keep your access uninterrupted, please ensure your renewal payment of £240.00 is completed by 10 September 2017. You can pay at the front desk using cash or card during our opening hours, Monday to Friday between 6:00 AM and 9:00 PM.\n\nIf you choose not to renew, please return your key fob to reception before your expiry date to avoid a £15 replacement fee.\n\nThank you for being a valued member of our club.\n\nBest wishes,\nJustin Rodriguez\nClub Manager\nVista Networks Fitness Club"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00590-4", "copies": 1, "upstream_ids": ["gen-00590-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:sms_phishing:hash-test:mendeley-752:is_spam", "suite": "spam", "family": "sms_phishing-fe28cab8c9180e337c2e", "state": {"channel": "sms", "message": "Oh yah... We never cancel leh... Haha"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-752", "copies": 2, "upstream_ids": ["mendeley-752", "uci-4924"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2237:message_type", "suite": "spam", "family": "sms_phishing-f5b2ae5b116b0cdbc0a8", "state": {"channel": "sms", "message": "Aight, I'll ask a few of my roommates"}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2237", "copies": 2, "upstream_ids": ["mendeley-2237", "uci-1810"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7926:is_spam", "suite": "spam", "family": "zefang_phishing_email-abd437f4a8f29a69bb24", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . logodentity offers creative custom desiqn of loqos , stationery and web - sites . under our careful hand these powerful marketing toois wili brinq a breath of fresh air into your business and make you stand out amonq the competitors . you are just a ciick away from your future success . click here to see the sampies of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7926", "copies": 2, "upstream_ids": ["zefang-7926", "ealvaradob-7587"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00275-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-7e710e2e217ab060fb16", "state": {"channel": "email", "message": "Urgent: Verify your recent transaction\n\nDear George Rossi,\n\nWe noticed an unusual transaction of £430.00 on your account dated 5 June 2018. To protect your funds, please verify your identity immediately by visiting https://www.crestsolutions-secure.org/verify or calling us at 0800 774 2910. Failure to confirm within 24 hours may result in a temporary suspension of your account.\n\nSincerely,\nKathleen Wood\nFraud Prevention Department\nCrest Solutions"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00275-1", "copies": 1, "upstream_ids": ["genu-00275-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's bank and asks them to verify their identity or a recent transaction", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3239:message_type", "suite": "spam", "family": "sms_phishing-91ec5f2fc11fcaf31749", "state": {"channel": "sms", "message": "K k :-):-) then watch some films."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3239", "copies": 2, "upstream_ids": ["mendeley-3239", "uci-3179"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00717-4:message_type", "suite": "spam", "family": "generated_legit_email-d500a3bc5707fcede452", "state": {"channel": "email", "message": "Spring Training Schedule and Upcoming Fixtures\n\nHi Arjun,\n\nI hope you had a good weekend. I am writing to share the updated spring training schedule for the North Logistics company football team. We have a few important fixtures coming up next month, and Coach Miller wants to ensure everyone is match-fit and ready to go. Because of the upcoming regional tournament, we are adding an extra midweek session starting next week.\n\nTraining will now take place every Tuesday and Thursday evening from 18:30 to 20:00 at the municipal sports grounds near the main warehouse. Saturday morning sessions remain unchanged, running from 09:00 to 11:00. Please make sure you arrive at least fifteen minutes early so we can start warm-ups on time. We lost too much time last month waiting for people to lace up their boots.\n\nOur first competitive fixture is scheduled for Saturday, 10 April 2010, against the Riverside Distribution squad. This means you must confirm your availability to me no later than Wednesday, 31 March 2010, so I can finalise the roster and submit our squad list to the league secretary. If you cannot commit to attending at least two of the remaining training sessions before the match, please let me know as soon as possible so we can call up someone from the reserve list.\n\nAlso, a quick reminder that the annual club membership fee of €35.00 is due by 31 March 2010. This covers pitch hire, referee fees, and our new away kits for the season. You can pay via bank transfer or drop the cash in the envelope marked \"Football Fund\" in the breakroom on the second floor.\n\nYou can view the full league table and our complete fixture list on the company intranet here: https://www.northlogistics.de/sports/football-spring2010. Please bookmark that page, as Coach Miller will post any weather-related cancellations there rather than sending out individual emails.\n\nLet me know if you have any questions about the schedule or the fees. Looking forward to seeing you on the pitch this Tuesday.\n\nBest regards,\nSophie Watson\nTeam Captain, North Logistics FC"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00717-4", "copies": 1, "upstream_ids": ["gen-00717-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11663:is_spam", "suite": "spam", "family": "zefang_phishing_email-1c522ebbefd12c66a7f7", "state": {"channel": "email", "message": "call for white papers submission dear paliouras , on behalf of wowgao , we would like to invite you to submit your white papers to be published on www . wowgao . com . on receipt , your white papers would be converted to an electronic format and published on www . wowgao . com , a website targeted at it professionals with monthly traffic of 20 million hits and 30 , 000 unique visitors . publishing your white paper on our website generates exceptional exposure to technical experts and business executives in it industry . this offer is provided to you as a free service , with no cost or obligation . in closing , we thank you for considering this offer , and look forward to hearing soon . best regards , worldexpo team note : if you do not wish to be contacted again , please click here and enter your e - mail address in the specified field . if the link is not working , copy the following in your browser : http : / / www . wowgao . com / newsletter / unsubscription . php to"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11663", "copies": 2, "upstream_ids": ["zefang-11663", "ealvaradob-11064"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18447:is_spam", "suite": "spam", "family": "zefang_phishing_email-50c7227e9ec92f7683ea", "state": {"channel": "email", "message": "earthquake and tsunamis in indonesia ( how we were affected ) greetings , pardon my intrusion into your privacy . this i know may cause you some apprehension due to the unexpected nature , but the circumstance which i am in now warrant that i do so my name is marco dula ; i am a victim of the recent earthquake followed by the tsunami that wrecked our whole society of banda aceh province in indonesia resulting in painful death of my parents . my late father mr . alfredo nula is from paramaribo in suriname ( south america ) and my mother from banda of aceh province in indonesia , they got married in suriname because indonesia like suriname was a colony of the netherlands , but they moved to settle in indonesia when my sister and i were born and because indonesia has better economy than suriname , but my sister and i was away in school in the capital jakarta when this sorrowful incidence happened to my late parents and all other families affected by the quake and the tsunamis all around sumatra and aceh province . my father and mother owned a tourist resort and grocery store at no 71 panglima polim street , banda aceh in indonesia , it was visited by numerous tourists from different countries on holidays each year but this tragic and devastating tsunamis took the lives of my parents and many others . my late parents saved much of their money in a bank in the netherlands , not only because we were dutch colony but also because we speak dutch as an official language in suriname , i contacted my parents lawyer in hague and he has confirmed to me that my parents has the sum of 9 million dollars deposited in savings in the netherlands which will be claimed by me as next of kin , but he also explained to me that because i was not nationalized in netherlands after suriname got independence from the netherlands i had no permission to settle there in that country . we have recovered the corpses of my late parents , although private , international and government aids is coming in , it will not be any where enough to settle our problems , please i am hereby soliciting for your assistance in clearing my late father ' s money , while i will have the lawyer arrange the necessary document that will enable you have the power of attorney to effect the funds release from netherlands . as soon as you show a sincere intentions to help me and my sister , if you are business oriented with experience in holiday , hotel and resort business or have some idea on how to run a groceries shop , i am willing to recommit the money for the full benefit of all ( my sister you and i ) apart from that i shall be willing to give a negotiable percentage of the money to you otherwise or alternatively , please contact me on my email address dun 479 @ netscape . net as the telephone system is not functioning at the moment . thank you , i hope you understand our predicament and come to our assistance . marco dula dun 479 @ netscape . net check - out go . com go get your free go e - mail account with expanded storage of 6 mb ! http : / / mail . go . com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18447", "copies": 2, "upstream_ids": ["zefang-18447", "ealvaradob-17346"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-39:is_spam", "suite": "spam", "family": "zefang_phishing_email-9053148cadd133a5d46a", "state": {"channel": "email", "message": "6 . 381 words that are their own opposites several people submitted \" overlook \" and \" oversight \" , which are fine examples of this phenomenon in english ( though i think that mary neff 's \" outgoing : retiring \" is perhaps the most elegant submission to date . ) perhaps my current work on the various shades of meaning in english prepositions has biased me , but in any case i think that the difference in the various senses of \" oversight \" and \" overlook \" stems largely from their compounding with \" over - \" . \" over \" is sneaky ; at first glance it seems to be fairly limited in expressive power , but deeper analysis reveals that in it lurk a number of distinctions of meaning , some of them quite subtle indeed . in addition to nuances of physical location , \" over \" can indicate power relationships ( both outright force , and more subtle authority ) , value judgements , and the general notion of ( metaphorically ) moving on to another thing , as in \" get over it \" and \" skip over \" . so my analysis of \" oversight \" and \" overlook \" would be that in one sense , \" over \" takes on the meaning of authority-over , and in the other sense it takes on the meaning of skipping-over . perhaps a similar argument could be make for the \" sight / see / look \" part of the compound ? for instance , useages such as \" see to it \" \" look to your own interest \" seem to carry some of this \" authority \" meaning . i think the \" over \" analysis is more clear-cut , but it would be interesting to see if someone will make a case for the other half . - - marion kee marion kee | all opinions are my own ; knowledge engineer , center for machine translation | when cmu wants my opinions carnegie mellon university pittsburgh , pa , usa | it pays for them ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-39", "copies": 2, "upstream_ids": ["zefang-39", "ealvaradob-38"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2150:is_spam", "suite": "spam", "family": "sms_phishing-1302ec48a205c4dc106c", "state": {"channel": "sms", "message": "Been running but only managed 5 minutes and then needed oxygen! Might have to resort to the roller option!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2150", "copies": 2, "upstream_ids": ["mendeley-2150", "uci-4608"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1141:is_spam", "suite": "spam", "family": "nazario-8122652ae38c2d83bdf5", "state": {"channel": "email", "message": "Login and update your Amazon.com account by checking the link below immediately\n\nDear Customer,\n\n-\nDue to recent account takeovers and unauthorized\nlistings, Amazon is\nrequesting a new account verification procedure.\ntime, randomly selected accounts (seller and/or\nbuyer)are placed\nunder an advanced updating process based on\nmerchant accounts/bank\nrelationsand on-file credit cards. Amazon may also\nrequest in an\nemail message scanned/faxed copies of one or more\nphoto ID's. Your\naccount confirmation may go wrong if your credit\ncard/bank account\nhas expired, or if you have changed/replaced your\ncredit card without letting us know about the change.\n\nYour\naccount is not suspended, but if in 36\nhours after you receive\nthis message your account is not confirmed\nwe reserve the right\nto terminate your Amazon\nsubscription.\n\nIf\nyou received this notice and you are not\nan authorized Amazon\naccount holder, please be aware that it is\nin violation of Amazon\npolicy to represent oneself as an Amazon\nuser. Such action may also\nbe in violation of local, national, and/or\ninternational law.\n\nAmazon\nis committed to assist law enforcement\nwith any inquires related\nto attempts to misappropriate personal\ninformation with the\nintent to commit fraud or theft.\n\nInformation\nwill be provided at the request of law\nenforcement agencies to\nensure that perpetrators are prosecuted to\nthe full extent of the\nlaw.\n\nTo confirm your identity with\nus click the link bellow:\n\nhttp://www.amazon.com/exec/obidos/sign-in.html\n\nWe\napologize in advance for any inconvenience this\nmay cause you and\nwe would like to thank you for your cooperation as\nwe review this\nmatter.\n\nRespectfully,\nAmazon.com,\nInc.\n\nCopyright\n2009 Amazon.com, Inc. All rights reserved.\n\nAmazon\nsent this e-mail to you because your Notification Preferences\nindicate\nthat you want to receive information about Special Events &\nPromotions.\nAmazon will request personal data (password, credit card/bank\nnumbers)\nonly on our home site, wich is securely incrypted with\nSLL."}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1141", "copies": 1, "upstream_ids": ["phishing3.mbox#1141"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3000:message_type", "suite": "spam", "family": "sms_phishing-bd724d350bccd06ad202", "state": {"channel": "sms", "message": "I wud never mind if u dont miss me or if u dont need me.. But u wil really hurt me wen u need me &amp; u dont tell me......... Take care:-)"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3000", "copies": 2, "upstream_ids": ["mendeley-3000", "uci-4288"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2527:is_spam", "suite": "spam", "family": "zefang_phishing_email-22ad830fc729f3a82537", "state": {"channel": "email", "message": "sapling clothier cork contraceptive operand bruceg , + we are your your convenient , safe and private on ^ line source for fda a . ppro ` ved prescriptions . if you need x ^ an @ x , v @ | ium , vi ^ co ` din , s . oma , paxil or meridia we have it . overnight sh ~ ipping get it today : http : / / ahtrrzz . constrict 4459 rneds . com / 15 simple or - dering system nope , not for me : http : / / menelaus . bureaucrat . gf 45 y 7 d . com expectorate atypic ca brahms comic valerie expeditious batik tumult paranoiac taboo edwards drummond afflict swanson inalienable bothersome persecute roe permalloy terminal bindle heath presto digram ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2527", "copies": 2, "upstream_ids": ["zefang-2527", "ealvaradob-2425"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16539:is_spam", "suite": "spam", "family": "zefang_phishing_email-7709e3fdd56e44dafd9d", "state": {"channel": "email", "message": "nt 4 . 0 terminal server update pc laptop magazine : review results after a thorough comparison of the various retailers , the best offer is : wlndows x ' p pro + offlce x ' p pro - 80 doiiar ( 80 % off ! ) full survey results bilinear excuseepiscopate papua cowpunchladyfern pledge titanate doctrinaldecember colorado andyrosenblum southeast egotistornamentation inflate lichenarmenia swag dentonfm dashboard buseschance"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16539", "copies": 2, "upstream_ids": ["zefang-16539", "ealvaradob-15598"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-900:message_type", "suite": "spam", "family": "sms_phishing-90a5dccb58923a532e4d", "state": {"channel": "sms", "message": "Bring tat cd don forget"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-900", "copies": 2, "upstream_ids": ["mendeley-900", "uci-1690"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1641:is_spam", "suite": "spam", "family": "sms_phishing-d3e72b4966aa2b720971", "state": {"channel": "sms", "message": "Or ill be a little closer like at the bus stop on the same street"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1641", "copies": 2, "upstream_ids": ["mendeley-1641", "uci-237"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01343.bc684655fe9c17545f0eea20d6ebdae4:message_type", "suite": "spam", "family": "spamassassin-f1d0f50d6469ce5fe666", "state": {"channel": "email", "message": "Too funny\n\n* Steve Thomas <elizabeth_peterson@gmx.net> [2009-08-28T07:52-0700]:\n\nAlong with the usual webmaster@* and probably a dash of web harvesting\non the side from the ones I have seen.\n\nA recent conversation in two lines:\n\nMe: Okay, trafficmagnet is being access mapped off now.\nJunior admin [catching up on email after conference]: Thank God!\n\n--\nJeremy Mates http://www.sial.org/\n\nOpenPGP: 0x11C3D628 (4357 1D47 FF78 24BB 0FBF 7AA8 A846 9F86 11C3 D628)\n\nreal-time communications platform! Don't just IM. Build it in!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01343.bc684655fe9c17545f0eea20d6ebdae4", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01343.bc684655fe9c17545f0eea20d6ebdae4"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2885:message_type", "suite": "spam", "family": "sms_phishing-81e3c918b53d2201effd", "state": {"channel": "sms", "message": "Don know. I did't msg him recently."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2885", "copies": 2, "upstream_ids": ["mendeley-2885", "uci-3075"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1757:is_spam", "suite": "spam", "family": "zefang_phishing_email-8b4ea5ad1b39eff12e4d", "state": {"channel": "email", "message": "marking chairs hello all : unfortunately , in the last two weeks we have had two of our research \" chairs \" disappear from their location . we have reported this to security , but in all likelihood they will be almost impossible to locate . facilities has told us that they are not responsible for missing chairs and we will have to order new ones . since they are very expensive , we have decided to \" mark \" our chairs underneath the seat with a location or name . sam is going to order some \" silver or white \" markers and we will begin marking each chair . it is a shame we have to do this , but know of no other alternative . we will let you know when this will take place . thanks ! shirley"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1757", "copies": 2, "upstream_ids": ["zefang-1757", "ealvaradob-1688"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16693:is_spam", "suite": "spam", "family": "zefang_phishing_email-bf5d2b17dd918ab640fe", "state": {"channel": "email", "message": "Help wanted. We are a 14 year old fortune 500 company, that is\ngrowing at a tremendous rate. We are looking for individuals who\nwant to work from home.This is an opportunity to make an excellent income. No experience\nis required. We will train you.So if you are looking to be employed from home with a career that has\nvast opportunities, then go:http://www.basetel.com/wealthnowWe are looking for energetic and self motivated people. If that is you\nthan click on the link and fill out the form, and one of our\n4592gPjt0-916msGW0934HwlS5-965Tqzv4189Rjvx0-174yaja0756SEjNl56"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16693", "copies": 2, "upstream_ids": ["zefang-16693", "ealvaradob-15739"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#98:is_spam", "suite": "spam", "family": "nazario-0fca742a1b91aa454a1a", "state": {"channel": "email", "message": "PayPal account unusual sign-in activity\n\nPayPal account\n\nUnusual sign-in activity\n\nWe detected something unusual about a recent sign-in to the PayPal account\n. To help keep you safe, we required an extra security challenge.\n\nSign-in details:\n\nCountry/region: Russian Federation\n\nIP address: 31.23.209.25\n\nIf this was you, then you can safely ignore this email.\n\nIf you're not sure this was you, a malicious user might have your password. Please review your recent activity and we'll help you take corrective action.\n\nReview\nrecent activity\n\nclick here.\n\nThanks,\n\nThe PayPal account team"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#98", "copies": 1, "upstream_ids": ["phishing-2016#98"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00491-2:is_spam", "suite": "spam", "family": "generated_legit_email-5247882c9ed8df06b9c9", "state": {"channel": "email", "message": "Your tickets for the Sterling Networks Annual Charity Gala\n\nDear Sandra Robinson,\n\nThank you for purchasing tickets to the Sterling Networks Annual Charity Gala! Your order has been confirmed.\n\nHere are your event details:\n\n- Order Number: SN-2023-8842\n- Event Date: Saturday, 20 August 2023\n- Venue: The Grand Ballroom, Riverside Hotel, London\n- Doors Open: 6:30 PM\n- Tickets Purchased: 2 Adult General Admission\n- Total Paid: £150.00\n\nNext steps:\n1. Please download your e-tickets from your account portal at https://www.sterlingnetworks.net/events/gala2023/tickets\n2. Print the tickets or save them to your mobile device for scanning at the door.\n3. Submit any dietary requirements for the dinner service by Friday, 12 August 2023.\n\nAll proceeds from the evening will support local youth technology programs. We look forward to seeing you there!\n\nWarm regards,\nOlivia Watson\nEvents Coordinator\nSterling Networks Community Trust"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00491-2", "copies": 1, "upstream_ids": ["gen-00491-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4548:message_type", "suite": "spam", "family": "sms_phishing-eb6a1426ddb3d0f347ad", "state": {"channel": "sms", "message": "Please sen :)my kind advice :-)please come here and try:-)"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4548", "copies": 2, "upstream_ids": ["mendeley-4548", "uci-2551"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2095:message_type", "suite": "spam", "family": "sms_phishing-ac6583e43f9d2ba3ecd2", "state": {"channel": "sms", "message": "Ok... U enjoy ur shows..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2095", "copies": 2, "upstream_ids": ["mendeley-2095", "uci-2928"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00850-4:is_spam", "suite": "spam", "family": "generated_legit_email-c897bccec2aa67dc2d7a", "state": {"channel": "email", "message": "Did you get that weird update email?\n\nHey Sandra,\n\nYeah, I got that exact same message! I actually called their support line yesterday because I was worried it was a phishing scam trying to steal our info, but they confirmed it is completely legitimate. Silver Partners updated their Terms of Service for everyone starting February 1st, 2015.\n\nBasically, they changed how they handle data sharing with third-party vendors and added some new clauses about automatic subscription renewals. The biggest thing you need to watch out for is that if you don't log into your account and click \"Accept\" by January 31, 2015, they automatically downgrade your profile to the free tier. That means you lose access to the premium analytics dashboard we both use for tracking our small business expenses. I already clicked accept on mine just to be safe so I don't have to deal with setting everything up again later.\n\nIt is super annoying that they only gave us like twelve days' notice. My cousin had her account downgraded last year when they did a similar update in November and it took her three weeks on the phone to get her historical reports restored. Don't let that happen to you!\n\nAnyway, just go into your settings when you have a minute today or tomorrow and accept the new terms. I'm pretty sure there is a checkbox near the bottom of the billing page. Let me know if you can't find it and I'll walk you through it over the phone tonight after I put the kids to bed.\n\nTalk soon,\nSusan"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00850-4", "copies": 1, "upstream_ids": ["gen-00850-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:nazario:hash-test:phishing-2023#266:message_type", "suite": "spam", "family": "nazario-d20ab8d40bcafd3f1c23", "state": {"channel": "email", "message": "You have [8] pending incoming messages\n\nIncoming Failed Messages\n\nThe following messages has been blocked by your administrator due to validation error.\n\nYou have 8 new messages in your email quarantine.\nUser: sharon\n\nClick on Release Messages (8), to move these message(s) to your inbox folder:\n\nQuarantined email\n\nStatus\n\nRecipient:\n\nSubject:\nDate:\n\nPending\nava.wang@hotmail.com\n\nRV: 2019 (699's)\n8/29/2019 3:08:45 p.m.\n\nPending\n\nava.wang@hotmail.com\nFW: INVOICE\n8/29/2019 3:08:45 p.m.\n\nPending\n\nava.wang@hotmail.com\n\nPO-01052-23\n8/29/2019 3:08:45 p.m.\n\nPending\n\nava.wang@hotmail.com\n\n8/29/2019 3:08:45 p.m.\n\nRElease MESSAGES (8)\n\nNote: This message was sent by the system for notification only. Please do not reply\n\nIf this message lands in your spam folder, please move it to your inbox folder for proper integration."}, "question": {"type": "choice", "instructions": "Decide which kind this message is: legitimate; spam, meaning unwanted bulk or advertising; or phishing, meaning a scam after personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-17", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#266", "copies": 1, "upstream_ids": ["phishing-2023#266"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2700:is_spam", "suite": "spam", "family": "sms_phishing-f415191981b4e2b60bf2", "state": {"channel": "sms", "message": "That sucks. So what do you got planned for your yo valentine? I am your yo valentine aren't I?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2700", "copies": 2, "upstream_ids": ["mendeley-2700", "uci-4519"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1733:message_type", "suite": "spam", "family": "sms_phishing-bafcab53a115dac140fc", "state": {"channel": "sms", "message": "Am going to take bath ill place the key in window:-)"}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1733", "copies": 2, "upstream_ids": ["mendeley-1733", "uci-3091"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2366:message_type", "suite": "spam", "family": "sms_phishing-a785e311ee1c0b0c9d63", "state": {"channel": "sms", "message": "Yes but I don't care cause I know its there!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2366", "copies": 2, "upstream_ids": ["mendeley-2366", "uci-3445"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4096:message_type", "suite": "spam", "family": "sms_phishing-34da5c7009b6af303e08", "state": {"channel": "sms", "message": "My sister in law, hope you are having a great month. Just saying hey. Abiola"}, "question": {"type": "choice", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4096", "copies": 2, "upstream_ids": ["mendeley-4096", "uci-693"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3604:is_spam", "suite": "spam", "family": "sms_phishing-ed9b4922dd7bf402ef59", "state": {"channel": "sms", "message": "Pls convey my birthday wishes to Nimya.. Today is her birthday"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3604", "copies": 1, "upstream_ids": ["mendeley-3604"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1988:is_spam", "suite": "spam", "family": "nazario-9abd5c2899327346f41a", "state": {"channel": "email", "message": "Account Review Department\n\nPlease visit the resolution center located here\n\nhttps://www.paypal.com/cgi-bin/webscr?cmd=_login-run_r-ct_login_us\n\nto verify your identity and avoid the blocking of your account\n\nSincerely,\nPayPal\nAccount Review Department\nPayPal,an eBay Company"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1988", "copies": 2, "upstream_ids": ["phishing3.mbox#1988", "phishing3.mbox#1996"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00043-3:is_spam", "suite": "spam", "family": "generated_legit_email-0cb02e9e56cb971deacc", "state": {"channel": "email", "message": "Yoga mat listing\n\nHey Amara, yes I'm still selling the purple yoga mat! It's barely used. I can drop it off at your place tomorrow around 4pm if that works. Let me know!\n\nAva Hassan\nhttps://www.willowhealth.io/profile/ava"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00043-3", "copies": 1, "upstream_ids": ["gen-00043-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:generated_unwanted_email:none:genu-00256-4:message_type", "suite": "spam", "family": "generated_unwanted_email-a8414f9f164b55effde4", "state": {"channel": "email", "message": "Notice: Payment failed for your Granite Solutions account\n\nGranite Solutions\nBilling Department\n\nDear Sharon Long,\n\nWe attempted to process your monthly subscription payment of USD 49.99 on 10 July 2010, but the transaction was declined by your card issuer.\n\nBecause your current billing information appears to be invalid or expired, your account has been temporarily suspended. To avoid permanent loss of your data and access to our platform, please update your payment method immediately.\n\nOutstanding Invoice: GS-2010-8834\nAmount Due: USD 49.99\nDue Date: 10 July 2010\nAccount Email: benjamin.sato@graniteconsulting.com\n\nUpdate your payment method now\n\nYou can resolve this by logging into your client dashboard and entering a new credit card number. Our system accepts Visa, MasterCard, and American Express. Once your new details are saved, the pending charge will be retried automatically within the hour.\n\nIf you believe this notice was sent in error, or if you have already updated your billing information today, please disregard this message or contact our accounts department directly at billing@granitesolutions.org.\n\nWe value your continued partnership and apologise for any inconvenience this interruption may cause.\n\nSincerely,\nMateo Carter\nAccounts Receivable\nGranite Solutions\n\n---\nGranite Solutions Inc.\n1400 Tech Parkway, Suite 200\nSan Christopher, CA 95110\nUnited States\n\nPrivacy Policy: https://www.granitesolutions.org/privacy"}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00256-4", "copies": 1, "upstream_ids": ["genu-00256-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00654-5:is_spam", "suite": "spam", "family": "generated_legit_email-2f4c4ae700233a418b77", "state": {"channel": "email", "message": "Question about the vintage record player\n\nHi Mary,\n\nI saw your listing for the vintage record player on the marketplace yesterday evening. I am very interested in buying it, but I had a few quick questions before we finalize everything. Could you get back to me when you have a moment?\n\nHere is what I need to confirm:\n\n1. Does the turntable still spin smoothly at both 33 and 45 RPM without any stuttering or wobbling?\n2. Is the original dust cover included, and does it have any deep scratches or cracks?\n3. Are you open to negotiating the price down to £140 if I pick it up myself this weekend?\n4. Can you confirm the exact model number printed on the back plate?\n\nI have been looking for one of these for months to finish restoring my living room setup, so I am quite eager to move forward. If everything checks out, I would like to come collect it before Sunday 10 November 2012, because I am hosting a small gathering that afternoon and would love to play some vinyl for my guests.\n\nIf you prefer to discuss this over the phone rather than typing out long messages, just give me a ring anytime after 5 PM. My mobile number is 07700 900412. I am usually free most evenings after work, so reaching me should not be a problem.\n\nThanks so much for taking the time to read this. I really hope we can work something out soon!\n\nCheers,\nSamuel Martin"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00654-5", "copies": 1, "upstream_ids": ["gen-00654-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02265.40b76de637202cfef4db6f2d48508282:message_type", "suite": "spam", "family": "spamassassin-6ea76d139a24baa66416", "state": {"channel": "email", "message": "Papon release prompts healthy scepticism\n\n*Paris dispatch:* A growing number of French people are questioning the medical\nruling - and the law - that enabled a Vichy war criminal to walk free, writes *\nJon Henley*."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02265.40b76de637202cfef4db6f2d48508282", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/02265.40b76de637202cfef4db6f2d48508282", "zefang-12540", "ealvaradob-11876"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15001:is_spam", "suite": "spam", "family": "zefang_phishing_email-6375e7075f9c81ceef97", "state": {"channel": "email", "message": "penn working papers * * * penn working papers in linguistics volume 2 spring 2018 * * * the university of pennsylvania linguistics club is pleased to announce the publication of volume 2 of the penn working papers in linguistics . articles appearing in volume 2 are : verb movement in kashmiri rajesh bhatt clitics and island effects sabine iatridou adding to the inventory : contemplating anti - perfect marking in french antillean creoles jon f . pressman nominative - accusative syncretism and syntactic case don ringe null subjects in early child english and the theory of economy of projection bernhard rohrbacher and tom roeper the distribution of object clitics in koine greek ann taylor functional projections in finnish non - finite constructions anne vainikka copies of this volume are $ 12 apiece . we also have subscriptions available ( volumes 1 and 2 ) for $ 18 . checks should be made payable to ` ` penn linguistics club ' ' and orders may be sent to the editors at : working papers department of linguistics 619 williams hall university of pennsylvania philadelphia , pa 19104-6305 . the editorial committee roumyana izvorski victoria tredinnick ( working-papers @ ling . upenn . edu )"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15001", "copies": 2, "upstream_ids": ["zefang-15001", "ealvaradob-14184"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3986:message_type", "suite": "spam", "family": "sms_phishing-8b3fd6c3a6a550b24657", "state": {"channel": "sms", "message": "Yeah my usual guy's out of town but there're definitely people around I know"}, "question": {"type": "choice", "instructions": "Say what kind of message this is: legitimate, spam (unwanted bulk or advertising), or phishing (a scam aiming to get personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-19", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3986", "copies": 2, "upstream_ids": ["mendeley-3986", "uci-3872"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00774-0:message_type", "suite": "spam", "family": "generated_legit_email-41c233d2741d1565e0d6", "state": {"channel": "email", "message": "September invoice for cloud hosting\n\nHi Sandra,\n\nThanks for your note. I have attached the corrected invoice for September 2017. The total is now €142.50, reflecting the extra storage we added last week.\n\nYou can view and download your full billing history here: https://www.oakfoods.de/billing/invoices\n\nPlease let me know if you need anything else before the payment deadline on 30 September.\n\nBest regards,\nCynthia Rivera\nOak Foods IT Services"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00774-0", "copies": 1, "upstream_ids": ["gen-00774-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "software or cloud service invoice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-615:message_type", "suite": "spam", "family": "sms_phishing-41298cafa32626b4d460", "state": {"channel": "sms", "message": "MAKE SURE ALEX KNOWS HIS BIRTHDAY IS OVER IN FIFTEEN MINUTES AS FAR AS YOU'RE CONCERNED"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-615", "copies": 2, "upstream_ids": ["mendeley-615", "uci-623"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00553.a34829179595f5aefb083a26b5bc3576:is_spam", "suite": "spam", "family": "spamassassin-89fa3ce64032f8c86b83", "state": {"channel": "email", "message": "As I understand it - the central database keeps a score of a reporters\nelectronic \"reputation\". Is there any way for me to read this? I want to\nbe able to tell how many messages I sent and if there were any revokes?\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00553.a34829179595f5aefb083a26b5bc3576", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00553.a34829179595f5aefb083a26b5bc3576", "zefang-461", "ealvaradob-447"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00021-0:message_type", "suite": "spam", "family": "generated_legit_email-3883bfc7a29c0f86c481", "state": {"channel": "email", "message": "Thank you for your donation to Orbit Health Foundation\n\nOrbit Health Foundation\n\nDear Chen Rossi,\n\nThank you so much for your generous donation of £150.00 received on 4 November 2012. Your support helps us continue our mission to provide accessible healthcare resources and wellness programmes to underserved communities across the United Kingdom.\n\nThis email serves as your official tax receipt. Please keep it for your records, as no goods or services were provided in exchange for this contribution. Your donation is fully tax-deductible to the extent permitted by law.\n\nDonation Details:\nDonor: Chen Rossi (debra12@outlook.com)\nAmount: £150.00\nDate Received: 4 November 2012\nTransaction ID: ORB-2012-88492\n\nYour generosity allows us to fund critical research, distribute educational materials, and run community clinics that serve thousands of families every year. We could not do this work without partners like you.\n\nAs a reminder, our annual Winter Giving Campaign deadline is 15 December 2012. If you would like to make an additional contribution before the end of the tax year, you can do so easily through our secure portal.\n\nView your donation receipt\nhttps://www.orbithealth.com/receipts/ORB-2012-88492\n\nWith sincere gratitude,\nCarolyn Wilson\nDirector of Development\nOrbit Health Foundation\n\nYou are receiving this email because you made a donation to Orbit Health Foundation.\n\nOrbit Health Foundation\n42 Wellington Road\nLondon, SW1A 1AA\nUnited Kingdom\n\nPrivacy Policy: https://www.orbithealth.com/privacy"}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00021-0", "copies": 1, "upstream_ids": ["gen-00021-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:sms_phishing:hash-test:mendeley-529:is_spam", "suite": "spam", "family": "sms_phishing-fea009f257fbd09b6b43", "state": {"channel": "sms", "message": "LOOK AT THE TIME. WHAT YOU THINK IS UP"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-529", "copies": 1, "upstream_ids": ["mendeley-529"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5804:message_type", "suite": "spam", "family": "sms_phishing-38253df9348f83f204d9", "state": {"channel": "sms", "message": "Annoying isn't it."}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5804", "copies": 2, "upstream_ids": ["mendeley-5804", "uci-1186"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01350.a0f7f7dbe59f334cd83793d518e603c5:is_spam", "suite": "spam", "family": "spamassassin-b2f665795176fe0fc697", "state": {"channel": "email", "message": "2.40: ready for release?\n\nOK guys -- I reckon it's now Good Enough, modulo some minor score\ntweaking, or commenting of some more broken/high-FP-ing rules.\n\nWhat do you all think? are we ready to go? anyone run into any trouble\nwith the new autoconf code, or found a bug from the merge of that spamc\nBSMTP-support patch?\n\nI expect there *will* be a 2.41 BTW.\n\n--j.\n\nreal-time communications platform! Don't just IM. Build it in!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01350.a0f7f7dbe59f334cd83793d518e603c5", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01350.a0f7f7dbe59f334cd83793d518e603c5", "zefang-684", "ealvaradob-662"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00626-2:message_type", "suite": "spam", "family": "generated_legit_email-af600258928307abb630", "state": {"channel": "email", "message": "Your package is out for delivery\n\nVISTA WORKS DELIVERY UPDATE\n\nHello Ananya Cooper,\n\nGreat news! Your package is out for delivery today, 2 July 2014.\n\nTracking number: VW-8837291044-UK\nEstimated delivery window: 11:00 AM - 3:00 PM\nCourier: Express Logistics\n\nIf you are not available to receive the parcel, the driver will leave it in your designated safe place or return it to our local depot for redelivery tomorrow.\n\n[ Track My Delivery ]\n\nNeed to change your delivery instructions? Call us on 0800 555 0192 between 8 AM and 8 PM.\n\nThank you for using Vista Works.\n\n---\nVista Works Ltd, 45 Industrial Way, Bristol, BS1 4TR, United Kingdom\nPrivacy Policy: https://www.vistaworks.co.uk/privacy-policy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00626-2", "copies": 1, "upstream_ids": ["gen-00626-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1541:is_spam", "suite": "spam", "family": "sms_phishing-14462d38ac657bfcc5a6", "state": {"channel": "sms", "message": "I love you !!! You know? Can you feel it? Does it make your belly warm? I wish it does, my love ... I shall meet you in your dreams, Ahmad ... *adoring kiss*"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1541", "copies": 2, "upstream_ids": ["mendeley-1541", "uci-3791"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4498:is_spam", "suite": "spam", "family": "sms_phishing-58e6a2c5d5994e395d73", "state": {"channel": "sms", "message": "So that takes away some money worries"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4498", "copies": 2, "upstream_ids": ["mendeley-4498", "uci-5449"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00885-3:is_spam", "suite": "spam", "family": "generated_legit_email-392494761d21ea818f0f", "state": {"channel": "email", "message": "Password reset instructions\n\nHi Yuki,\n\nHere is the temporary password you requested for your Vista Partners portal account: TempPass992!\n\nPlease log in and change it immediately to something only you know. If you need any help resetting it permanently, call me directly at 020 7946 0123.\n\nBest,\nLucia Green\nVista Partners IT Support"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00885-3", "copies": 1, "upstream_ids": ["gen-00885-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:generated_legit_email:hash-test:gen-00851-2:is_spam", "suite": "spam", "family": "generated_legit_email-466034f9c53cde2e97a2", "state": {"channel": "email", "message": "Your password reset link\n\nHi Amara,\n\nI triggered the password reset for your Atlas Labs account like you asked during our call. Here is the link you need: https://www.atlaslabs.biz/reset?token=8f3a9c2b\n\nIt expires tomorrow, 14 March 2017, so make sure you set your new password before then. Let me know if you hit any issues.\n\nCharles Sato"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00851-2", "copies": 1, "upstream_ids": ["gen-00851-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00198.9b71c90c298d453025eae7bbcc46018b:message_type", "suite": "spam", "family": "spamassassin-fb5a1447906be7c9d6dc", "state": {"channel": "email", "message": "Tribute MovieMail - Vol. 1 #48\n\n<http://www.enprimeur.ca?newsletter=number48>\n<http://www.tribute.ca?newsletter=number48>\n\n<http://www.tribute.ca/contest/wampole081602/details.asp?referrer=newsle\ntter48&newsletter=number48>\n\nVideoClipstream Player Please click on the image to play the trailer.\n<http://www.tribute.ca/trailer/1943.html>\n\nGo out and see a movie tonight!\n\n<http://www.tribute.ca/showtimes/search_by_movie.asp?newsletter=number48\n\nENTER FOR YOUR CHANCE TO WIN!\n\nJames Bond\n\n<http://www.tribute.ca/contest/bond082002/details.asp?referrer=newslette\nr48&newsletter=number48>\n\nWampole Dissolve/ Evolve\n\n<http://www.tribute.ca/contest/wampole081602/details.asp?referrer=newsle\ntter48&newsletter=number48>\n\nThe Adventures of Pluto Nash\n\n<http://www.tribute.ca/contest/plutonash081402/details.asp?referrer=news\nletter48&newsletter=number48>\n\nSpider-Man\n\n<http://www.tribute.ca/contest/spiderman080902/details.asp?referrer=news\nletter48&newsletter=number48>\n\nMen in Black\n\n<http://www.tribute.ca/contest/mib080902/details.asp?referrer=newsletter\n48&newsletter=number48>\n\nCity by the Sea\n\n<http://www.tribute.ca/contest/citybythesea080902/details.asp?referrer=n\newsletter48&newsletter=number48>\n\nFeardotcom\n\n<http://www.tribute.ca/contest/feardotcom080202/details.asp?referrer=new\nsletter48&newsletter=number48>\n\nNeutrogena\n\n<http://www.tribute.ca/contest/neutrogena080202/details.asp?referrer=new\nsletter48&newsletter=number48>\n\nMaybelline\n\n<http://www.tribute.ca/contest/maybelline080202/details.asp?referrer=new\nsletter48&newsletter=number48>\n\nRalph Fragrances\n\n<http://www.tribute.ca/contest/ralphlauren080202/details.asp?referrer=ne\nwsletter48&newsletter=number48>\n\nTribute?s Bonnie Laufer talks to Friends star Jennifer Aniston\n<http://www.tribute.ca/all_actors/bios/1067.htm?newsletter=number48> ,\ndirector Miguel Arteta and writer Michael White about working on the\nfeature film, The Good Girl.\n<http://www.tribute.ca/movie_spec/5204.htm?newsletter=number48>\n\n<http://www.tribute.ca/newsletter/48/starchat_01.html?newsletter=number4\n8>\n\nTribute?s Bonnie Laufer chats with Ricardo Montalban\n<http://www.tribute.ca/all_actors/bios/9078.htm?newsletter=number48>\nabout getting back on the big screen as Grampa Cortez in Spy Kids 2.\n<http://www.tribute.ca/movie_spec/4990.htm?newsletter=number48>\n\n<http://www.tribute.ca/newsletter/48/starchat_02.html?newsletter=number4\n8>\n\nTribute?s Bonnie Laufer talks to actor Jeremy Northam\n<http://www.tribute.ca/all_actors/bios/1553.htm?newsletter=number48>\nabout starring in the romantic drama, Possession.\n<http://www.tribute.ca/movie_spec/2024.htm?newsletter=number48>\n\n<http://www.tribute.ca/newsletter/48/starchat_03.html?newsletter=number4\n8>\n\nS1MØNE\nA desperate down-on-his-luck director uses a computer generated actress\nin his new film. When she becomes an overnight success, he struggles to\nkeep the truth under wraps.\n\n<http://www.tribute.ca/movie_spec/3142.htm?newsletter=number48>\n<http://www.tribute.ca/TRAILER/3142.HTML?newsletter=number48>\n<http://www.tribute.ca/showtimes/search_by_movie.asp?newsletter=number48\n\nServing Sara\nA wealthy bombshell enlists a process server to help her bring down her\nnasty husband in a divorce settlement.\n\n<http://www.tribute.ca/movie_spec/2574.htm?newsletter=number48>\n<http://www.tribute.ca/TRAILER/2574.HTM?newsletter=number48>\n<http://www.tribute.ca/showtimes/search_by_movie.asp?newsletter=number48\n\nThe Good Girl\nA depressed, married cashier starts a passionate affair with an oddball\nstockboy who thinks he's Holden Caulfield, the main character in the\nclassic novel The Catcher in the Rye. (opened Aug 21)\n\n<http://www.tribute.ca/movie_spec/5204.htm?newsletter=number48>\n<http://www.tribute.ca/TRAILER/5204.HTML?newsletter=number48>\n<http://www.tribute.ca/showtimes/search_by_movie.asp?newsletter=number48\n\nOne Hour Photo\nA suburban family finds themselves the objects of obsession of an\nemployee at a film-processing center in their local mall.\n\n<http://www.tribute.ca/movie_spec/2314.htm?newsletter=number48>\n<http://www.tribute.ca/TRAILER/2314.HTM?newsletter=number48>\n<http://www.tribute.ca/showtimes/search_by_movie.asp?newsletter=number48\n\nAn island getaway\nAn island in Tracadie harbour is about to become the Nova Scotia getaway\nfor movie stars Ethan Hawke\n<http://www.tribute.ca/all_actors/bios/1010.htm?newsletter=number48>\nand Uma Thurman\n<http://www.tribute.ca/all_actors/bios/1347.htm?newsletter=number48>\nand their two children. Owner Marie Kelly confirmed she is finalizing\nthe sale of her 3.6-hectare island, which comes complete with two\ncottages and road access across a 60-metre land bridge. She didn't\ndivulge the price. The couple, whom she met through a mutual friend in\nthe area, had discussed buying the island four years ago. But she didn't\nmake the decision to sell until January when her family was no longer\ninterested in keeping their summer home, purchased in the late 1960s.\nHawke, an Oscar nominee for his role in Training Day in 1993, visited\nthe Tracadie area in June. He is now on tour to promote his second book,\nAsh Wednesday. His first novel, Hottest State, was published in 1988.\nThurman is known for her 1986 lead roles in Even Cowgirls Get the Blues\nand Pulp Fiction, for which she received an Oscar nomination.\n\nBritish boys reserved?\nGorgeous Gwyneth Paltrow\n<http://www.tribute.ca/all_actors/bios/1833.htm?newsletter=number48> ,\ncurrently single and searching for love, has complained that British men\njust don't play the dating game the way she's used to. The 29-year-old\nactress, who has a home in London and was there to perform on stage in\nProof, says: \"British people don't seem to ask each other out on dates.\nIf someone asks you out they're really going out on a limb, whereas in\nAmerica, it happens all the time. It's no big deal and no weight should\nbe attached to it. It's only dinner, for God's sake.\" Gwyneth,\npreviously attached to Hollywood heartthrobs Brad Pitt\n<http://www.tribute.ca/all_actors/bios/1389.htm?newsletter=number48>\nand"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00198.9b71c90c298d453025eae7bbcc46018b", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00198.9b71c90c298d453025eae7bbcc46018b"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 9466, "kept_chars": 5998}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4254:is_spam", "suite": "spam", "family": "sms_phishing-debd8595099df0205e81", "state": {"channel": "sms", "message": "Jesus christ bitch I'm trying to give you drugs answer your phone"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4254", "copies": 1, "upstream_ids": ["mendeley-4254"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_unwanted_email:none:genu-00174-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-f34cd2c1896bf0e9900c", "state": {"channel": "email", "message": "Urgent: Suspicious activity detected on your Vista Capital account\n\nVista Capital Member Trust\n\nDear Priya Torres,\n\nWe are writing to inform you of an urgent security matter regarding your Vista Capital member account ending in 7731.\nOur automated monitoring systems flagged a series of unauthorized login attempts originating from an unrecognized device earlier today.\nAs a valued member of our community trust, protecting your personal and financial information is our highest priority.\nTo ensure your account remains secure, we require you to verify your identity and review your recent activity immediately.\n\nPlease confirm your identity by clicking the secure link below before 20 December 2023.\nIf we do not receive your verification by this deadline, your account access will be temporarily suspended to prevent potential fraud.\n\nSecure My Account\nhttps://www.vistacapital-secure.com/member-verify/step1\n\nDuring the verification process, you will be asked to confirm your date of birth and answer your security questions.\nNo one from Vista Capital will ever ask for your password via email or phone.\nIf you did not initiate any recent logins, or if you believe someone else has accessed your account, please contact our dedicated member support team right away at 1-866-555-0122.\nOur representatives are available Monday through Friday, 8 AM to 8 PM Eastern Time, to assist you with any concerns.\n\nWe apologize for any inconvenience this may cause, but these measures are strictly enforced to keep our members safe.\nThank you for your prompt attention to this matter and for being a trusted part of the Vista Capital community.\n\nSincerely,\nRuth Singh\nMember Security Division\nVista Capital Community Trust\n\nVista Capital Community Trust\n1200 Harbor Boulevard, Suite 400\nPortland, OR 97204\nPrivacy Policy: https://www.vistacapital.com/privacy\nCopyright (c) 2023 Vista Capital Community Trust. All rights reserved."}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00174-4", "copies": 1, "upstream_ids": ["genu-00174-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's bank and asks them to verify their identity or a recent transaction", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00856-4:message_type", "suite": "spam", "family": "generated_legit_email-6e60a031fc1d3950c225", "state": {"channel": "email", "message": "Farmers market this weekend\n\nYeah I saw that! They posted the vendor list here: https://www.crestfoods.biz/market-vendors-may\n\nI'm definitely going. Want to meet at 9 near the entrance?\n\nMatthew Wilson"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00856-4", "copies": 1, "upstream_ids": ["gen-00856-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:nazario:hash-test:phishing-2022#103:message_type", "suite": "spam", "family": "nazario-85729c0472dcc518f063", "state": {"channel": "email", "message": "UNCONFIRMED CRYPTO TRANSACTION\n\n- This mail is in HTML. Some elements may be ommited in plain text. -\n\nBlöckchain\n?\n..com\nBitcoin Wallet Payment Not Rectified\nHi there,\nYou have a Pending Transaction of $7,000,000.00BTC that was directed to your wallet email address ( christopher_robinson@aol.com ) We need your confirmation with your Wallet Address before it can be redirected to your provided Wallet address. Reply with Your ticket number (#2660112) and your Wallet address for reconfirmation before crediting you.\nBest,\nThe Blockchain.com Team\n\n© Blockchain.com\nBlockchain Access UK Ltd\n2 Tallis Street\nLondon EC4Y 0AB\nThis is an agreement between Blockchain Luxembourg S.A. and Blockchain Access UK Ltd (collectively referred to herein as \"Blockchain.com\", \"we\", \"us\", or \"our\") and you (together with Blockchain.com, the \"Parties\" and each a \"Party\"). By using any Blockchain.com service, whether through\nblockchain.com\n, any associated website, API, or mobile application, you agree that you have read, understood, and accept all of the terms and conditions contained herein (the \"User Agreement\"), as well as our Privacy Policy available at\nblockchain.com/legal\n, Cookie Policy, available at\nblockchain.com/cookies\n, API Agreement, available at\nblockchain.com/legal/api-\nterms\nand Trading Principles, located at\nexchange.blockchain.com/\nlegal\nImportant Note\nDigital asset markets are unregulated and not currently governed by any specific European or US regulatory framework. Digital currencies are not bank deposits, are not legal tender, are not backed by the government, and accounts and value balances. Blockchain Access UK Ltd's products and services are not within the jurisdiction of the UK Financial Ombudsman Scheme, nor are they subject to the UK Financial Services Compensation Scheme, the US Federal Deposit Insurance Corporation or Securities Investor Protection Corporation, or any other non-UK or non-US governmental or government-backed protections.\nLegislative and regulatory changes or actions in any jurisdiction in which Blockchain.com's customers are located may adversely affect the use, transfer, exchange, and value of digital currencies."}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#103", "copies": 1, "upstream_ids": ["phishing-2022#103"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6228:is_spam", "suite": "spam", "family": "zefang_phishing_email-4898425f9b0848a43eca", "state": {"channel": "email", "message": "from 10 but janis abel , % on linedr ! ci @ lis , _ _ v @ lium , * x @ n @ x , \" som @ , $ vioxx , \" vilgr @ , @ 70 % save ! http : / / yfzaz . heardtaza . net / amite / mxl . htm borg , crockery . } , repartee , weldon ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6228", "copies": 2, "upstream_ids": ["zefang-6228", "ealvaradob-5968"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5860:message_type", "suite": "spam", "family": "sms_phishing-7aec875d056d63848ee4", "state": {"channel": "sms", "message": "Aight, text me tonight and we'll see what's up"}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5860", "copies": 2, "upstream_ids": ["mendeley-5860", "uci-5174"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#467:is_spam", "suite": "spam", "family": "nazario-912738b58b08962882e3", "state": {"channel": "email", "message": "Your account with us [Tue, 10 Apr 2010 12:28:02 -0500]\n\nYou were right. cordage conduct \"You think they pay their taxes on time?\nI'll duck one of the two capsules she gives me every other time she brings them. \"\"Oh. Help me! The caretaker burned it down. \"Don't do anything stupid like trying to choke me, Paul. In his current situation, however, such niceties hardly seemed worth examination. The next kid might well say something like \"Just then this great big bird an Andean vulture, I think flew down. consonantal"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#467", "copies": 1, "upstream_ids": ["phishing3.mbox#467"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8540:is_spam", "suite": "spam", "family": "zefang_phishing_email-c2784b2b4c408036f38e", "state": {"channel": "email", "message": "fortune ' s article hi louise , here is the final layout for the fortune article , just wanted to get your seal of approval . have a great weekend . ~ heather"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8540", "copies": 2, "upstream_ids": ["zefang-8540", "ealvaradob-8161"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5613:is_spam", "suite": "spam", "family": "zefang_phishing_email-8956fb29118610750cb2", "state": {"channel": "email", "message": "overall netco ee ' s acceptance stats 650 budgeted headcount 679 actual offer made ( some were replacements some it overage ) 564 actual signed docs as of monday 7 pm houston time . 41 official declines 75 outstanding for various reasons ( of which 9 have verbally accepted )"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5613", "copies": 2, "upstream_ids": ["zefang-5613", "ealvaradob-5378"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00466.cfc9f0d8a4e28c000bc8962d4d3924d9:message_type", "suite": "spam", "family": "spamassassin-10c6cc91ce7f50877cd4", "state": {"channel": "email", "message": "Margaret at UCSC looking for an experienced IT support person\n\nHi all,\n\nWe're looking for an experienced IT support person in the School of\nEngineering at UC Santa Cruz -- please foward to anyone who you think might\nbe interested.\n\n- Jim\n\nSubject: Recruiting for PAIII-IV Supervisor\n\nDear Margaret Community,\n\nForgive the spam, but I wanted to make sure that everyone is aware that\nwe are recruiting to replace the position vacated by Gary Moro.\n\nThis is a technical position with supervisor responsibilities. The focus is\non Solaris and Linux systems administration with Veritas and Irix experience\na plus.\n\nThe posting is here:\n\nhttp://www2.ucsc.edu/staff_hr/employment/listings/020809.htm\n\nRegards,\n\nMichael Perrone"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00466.cfc9f0d8a4e28c000bc8962d4d3924d9", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00466.cfc9f0d8a4e28c000bc8962d4d3924d9"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4021:message_type", "suite": "spam", "family": "sms_phishing-cf54953b361a90d3532b", "state": {"channel": "sms", "message": "Thanx a lot 4 ur help!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4021", "copies": 2, "upstream_ids": ["mendeley-4021", "uci-5434"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00173-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-b83b84874d0e44e99171", "state": {"channel": "email", "message": "Tax Refund Notification – Case 4491028\n\nDear Aisha Hill,\n\nOur records indicate that you are eligible for a tax refund following your recent annual assessment. Please review the details below and provide your bank account information so we can process the transfer.\n\nReference number: TR-4491028\nTax year: 2017–2018\nRefund amount: £312.47\nStatus: Pending recipient confirmation\nDate of notice: 9 July 2018\n\nTo receive your funds, please reply to this message with your full bank name, sort code, and account number by 23 July 2018. If we do not hear from you by this date, the refund will be returned to the general fund.\n\nThank you for your prompt attention to this matter.\n\nKind regards,\nOlivia Ali\nFinance Coordinator\nRiverside Community Trust"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00173-0", "copies": 1, "upstream_ids": ["genu-00173-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00262-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-6a0a4c5d2f6a35f5d5d8", "state": {"channel": "email", "message": "E-Signature Requested: Vendor Agreement DeltaWorks\n\nLaura Kelly,\n\nYou have received a secure document requiring your electronic signature via the DeltaWorks E-Sign Portal. Please review the details below carefully.\n\nDocument Reference: DW-2014-08-4491\nSender: Thomas Weber, Procurement Department\nOrganization: DeltaWorks GmbH\nDate Issued: 4 August 2014\nSignature Deadline: 9 August 2014\n\nDescription:\nThe attached vendor agreement outlines the updated terms for third-party software licensing. Your department head has already reviewed the contents and approved the initial draft. To finalize the contract and authorize the procurement transfer, your verified electronic signature is mandatory.\n\nInstructions to Sign:\nPlease click the secure link below to authenticate your identity and access the signing interface. You will be prompted to enter your ProtonMail credentials to confirm your authorization level within the DeltaWorks network.\n\nhttps://www.deltaworks-secure.de/esign/portal/DW-2014-08-4491\n\nFailure to complete the signature process by 9 August 2014 will result in the automatic cancellation of the vendor agreement and may delay scheduled project deliverables for your team.\n\nIf you believe you have received this notification in error, please disregard this message and contact the IT Security Office immediately.\n\nRegards,\nNancy Ivanov\nSystems Administrator\nDeltaWorks GmbH\nwilliam11@aol.com\n\nEnd of secure transmission. This message was generated automatically by the DeltaWorks Document Management System."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00262-4", "copies": 1, "upstream_ids": ["genu-00262-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a shared document or e-signature request that pretends to be from a colleague and leads to a sign-in page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2016#481:message_type", "suite": "spam", "family": "nazario-5b53bbcb7c1949b91a4f", "state": {"channel": "email", "message": "Notification: Please Reactivate Your Account.\n\nDear Richard. Customer,\n\nAlert: Reactivate Your Account Information's\nAs soon as possible. Click on the Link below to complete the activation process\n\nLog in to activate now.\n\nThank you for helping us to protect you.\nSecurity Advisor\n2008 Richard Security Team."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#481", "copies": 1, "upstream_ids": ["phishing-2016#481"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5698:is_spam", "suite": "spam", "family": "sms_phishing-38912646a8598344ed92", "state": {"channel": "sms", "message": "What your plan for pongal?"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5698", "copies": 2, "upstream_ids": ["mendeley-5698", "uci-1255"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10934:is_spam", "suite": "spam", "family": "zefang_phishing_email-821f643573e8a37f173d", "state": {"channel": "email", "message": "rice / enron speakers for fall 2019 and spring 2020 david kendrick from the university of texas may be good . martin vince j kaminski 04 / 24 / 2019 05 : 11 pm to : stinson gibner / hou / ect @ ect , vasant shanbhogue / enron @ enronxgate , rakesh bharati / na / enron @ enron , pinnamaneni krishnarao / hou / ect @ ect , zimin lu / hou / ect @ ect , iris mack / enron @ enronxgate , martin lin / hou / ect @ ect , lance cunningham / na / enron @ enron , vince j kaminski / hou / ect @ ect cc : wangfa @ rice . edu subject : rice / enron speakers for fall 2019 and spring 2020 any recommendations . please , let me know asap . vince - - - - - - - - - - - - - - - - - - - - - - forwarded by vince j kaminski / hou / ect on 04 / 24 / 2019 05 : 09 pm - - - - - - - - - - - - - - - - - - - - - - - - - - - albert wang on 04 / 23 / 2019 12 : 37 : 55 pm to : vince . j . kaminski @ enron . com cc : subject : rice / enron speakers for fall 2019 and spring 2020 hi , vince : we are considering a preliminary list of speakers for rice / enron seminar series in finance for fall 2019 and spring 2020 . do you have any persons in mind that you and your group want to include in the list ? finance faculty will meet to finalize the list later . thanks , albert p . s . : is ronnie chahal still around ? she is currently in my enron distribution list with email address : rchahal @ ess . enron . com . i have received an error message indicating a failure of delivering email to her address . fu - kuo albert wang assistant professor jones graduate school of management - - ms 531 rice university 6100 main street houston , tx 77005 phone : 713 - 348 - 5404 fax : 713 - 348 - 5251 email : wangfa @ rice . edu http : / / www . ruf . rice . edu / ~ wangfa /"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10934", "copies": 2, "upstream_ids": ["zefang-10934", "ealvaradob-10388"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6959:is_spam", "suite": "spam", "family": "zefang_phishing_email-173549da05f908d5118a", "state": {"channel": "email", "message": "program on indigenous languages of brazil a typo in my recent announcement about the specialization program on indigenous languages of brazil has been brought to my attention by several list members . the program intends to prepare linguists to do research on indigenous languages from brazil providing intensive training on methodologies for description and analysis of data as well as on the evaluation and reanalysis of published and unpublished materials on brazilian indigenous languages . it will take place between august / 95 and june / 96 in the national museum of the federal university of rio de janeiro . note that the application period was not correct on the previous posting . the correct date is july / 95 . for further information , please contact maia @ vms1 . nce . ufrj . br * exit *"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6959", "copies": 2, "upstream_ids": ["zefang-6959", "ealvaradob-6669"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-222:message_type", "suite": "spam", "family": "sms_phishing-106488882044107f86b7", "state": {"channel": "sms", "message": "When did i use soc... I use it only at home... Ü dunno how 2 type it in word ar..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-222", "copies": 2, "upstream_ids": ["mendeley-222", "uci-3684"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2022#167:message_type", "suite": "spam", "family": "nazario-83ddea4823efe9c48b90", "state": {"channel": "email", "message": "Last reminder : Your membership will be cenceled tomorrow , please\nupdate your information\n\nDear customer,\n\nPlease note that, your monthly payment has been failed.\n\nOur billing team can't debit your nominated card due a missing information on your payment details.\n\nPlease verify your details again to avoid any delay on your service.\n\nUpdate your details\n\nWe appreciate the opportunity to do business with you and ask for your understanding.\n\nBest regards,\nMaria depay\n\nDear customer,\n\nPlease note that, your monthly payment has been failed.\n\nOur billing team can't debit your nominated card due a missing information on your payment details.\n\nPlease verify your details again to avoid any delay on your service.\n\nUpdate your details\n\nWe appreciate the opportunity to do business with you and ask for your understanding.\n\nBest regards,Maria depay"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#167", "copies": 1, "upstream_ids": ["phishing-2022#167"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-49:is_spam", "suite": "spam", "family": "sms_phishing-ecd954fd23fd48bd1f67", "state": {"channel": "sms", "message": "HEY MATE! HOWS U HONEY?DID U AVE GOOD HOLIDAY? GIMMI DE GOSS!x"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-49", "copies": 2, "upstream_ids": ["mendeley-49", "uci-3841"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-983:is_spam", "suite": "spam", "family": "sms_phishing-5648f56092508be91b62", "state": {"channel": "sms", "message": "Y?WHERE U AT DOGBREATH? ITS JUST SOUNDING LIKE JAN C THAT’S AL!!!!!!!!!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-983", "copies": 2, "upstream_ids": ["mendeley-983", "uci-793"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6351:is_spam", "suite": "spam", "family": "zefang_phishing_email-9d66c276f19a854b13cc", "state": {"channel": "email", "message": "funds flow greg adams in corp is preparing a 9 / 30 look at funds flow / operating cash flow at the corporate and business unit levels for delivery monday . i ' d prefer to distribute that to you than cobble together figures from 9 / 24 ( latest data dump ) given the large amount of activity ( wimpy , inventory , mahonia ) that took place the last week of september ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6351", "copies": 2, "upstream_ids": ["zefang-6351", "ealvaradob-6087"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01671.572d5d58699f0b03e959bbdc6ee14e83:is_spam", "suite": "spam", "family": "spamassassin-cece94486fa5b955cefc", "state": {"channel": "email", "message": "Deployment\n\n[Guido]\n\nWRT the last, it's a small pile of Windows .exe files along with\ncygwin1.dll. The .exes are cmdline programs. One is a POP3 proxy. If I\ncurrently have an email server named, say, mail.comcast.net, with user name\ntimmy, then I change my email reader to say that my server is 127.0.0.1, and\nthat my user name on that server is mail.comcast.net:timmy. In that way the\nproxy picks up both the real server and user names from what the mail reader\ntells it the user name is.\n\nThis is an N-way classifier (like ifile that way), and \"all it does\" is\ninsert a\n\nX-Text-Classification: one_of_the_class_names_you_picked\n\nheader into your email before passing it on to your mail reader. The user\nthen presumably fiddles their mail reader to look for such headers and \"do\nsomething about it\" (and even Outlook can handle *that* much <wink>).\n\nThe user is responsible for generating text files with appropriate examples\nof each class of message, and for running the cmdline tools to train the\nclassifier."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01671.572d5d58699f0b03e959bbdc6ee14e83", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01671.572d5d58699f0b03e959bbdc6ee14e83"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5736:is_spam", "suite": "spam", "family": "zefang_phishing_email-6e02a7db69027a2b0514", "state": {"channel": "email", "message": "boobytraps his house to get his family if they try to break in, and seemingly\nis killed himself by his own traps.\" Link[1] Discuss[2] (_Thanks, Steve[3]!_)[1] http://story.news.yahoo.com/news?tmpl=story2&cid=573&ncid=757&e=2&u=/nm/20021007/od_nm/boobytraps_dc\n[2] http://www.quicktopic.com/boing/H/K9nShVkkrRxi\n[3] http://www.portigal.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5736", "copies": 2, "upstream_ids": ["zefang-5736", "ealvaradob-5495"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3817:is_spam", "suite": "spam", "family": "sms_phishing-f696021c38b24d956e2b", "state": {"channel": "sms", "message": "As usual..iam fine, happy &amp; doing well..:) How r u?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3817", "copies": 1, "upstream_ids": ["mendeley-3817"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1516:is_spam", "suite": "spam", "family": "sms_phishing-a08df70610412fc034bc", "state": {"channel": "sms", "message": "Finally the match heading towards draw as your prediction."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1516", "copies": 2, "upstream_ids": ["mendeley-1516", "uci-216"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00349-3:is_spam", "suite": "spam", "family": "generated_legit_email-a20cbb24946ba2fff24a", "state": {"channel": "email", "message": "Reminder: Water Bill Payment Due\n\nDear Pierre Fischer,\n\nThis is a reminder regarding your outstanding water bill. Please review the following details:\n\n1. Account Number: WF-7729104\n2. Billing Period: 1 December 2023 – 31 December 2023\n3. Amount Due: £47.85\n4. Payment Deadline: 12 February 2024\n\nTo avoid a late payment charge of £15.00, please ensure your balance is cleared by the deadline above. You may pay by direct debit, bank transfer, or by calling our billing line on 0800 555 0199.\n\nAccount details for bank transfer:\n- Sort Code: 40-22-18\n- Account Number: 88391022\n- Reference: WF-7729104\n\nIf you have already made this payment, please disregard this notice.\n\nRegards,\nStephen Gray\nBilling Department\nClearwater Municipal Utilities"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00349-3", "copies": 1, "upstream_ids": ["gen-00349-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:generated_legit_email:hash-test:gen-00795-0:is_spam", "suite": "spam", "family": "generated_legit_email-783c5dfbff2c25bb5e9c", "state": {"channel": "email", "message": "Marketplace Listing: Vintage Oak Dining Chairs – Ember Foods Charity Sale\n\nDear Zofia Tanaka,\n\nThank you for your interest in the items listed on our community marketplace. A seller from our local network has confirmed availability for the vintage oak dining chairs you enquired about.\n\nPlease review the details of this transaction below:\n\nSeller: Thomas Green, Elmbridge Community Trust\nBuyer: Zofia Tanaka (paul_russo@icloud.com)\nListing Reference: EF-2023-4490\nItem: Set of 4 Vintage Oak Dining Chairs\nAmount: £185.00\nCollection Deadline: Friday 25 June 2023 by 4:00 PM\n\nThe seller has held these chairs for you since yesterday, but we kindly ask that you arrange collection or confirm payment before the deadline above. If the items are not collected by 25 June 2023, they will be relisted for other buyers and proceeds will go directly to the Elmbridge Community Trust summer fundraiser.\n\nYou can view the full listing and message the seller directly through our secure portal here: https://www.emberfoods.co.uk/marketplace/listing/EF-2023-4490\n\nAll sales made through this marketplace support our ongoing charity initiatives, including the local food bank drive running throughout July. We appreciate your participation and your willingness to buy secondhand within the community.\n\nIf you have any trouble reaching the seller or need assistance with the payment process, please call our volunteer support team on 020 7946 0321 during office hours (Monday to Friday, 9 AM to 5 PM).\n\nThank you for supporting local charities and sustainable shopping.\n\nWarm regards,\nEmily Morgan\nMarketplace Coordinator\nEmber Foods Community Board\nhttps://www.emberfoods.co.uk"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00795-0", "copies": 1, "upstream_ids": ["gen-00795-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00895.d7895e10504f34149655062fe20d5174:message_type", "suite": "spam", "family": "spamassassin-50ce1f208f4a87a0bd6a", "state": {"channel": "email", "message": "REQUEST FOR ASSISTANCE\n\nBARRISTER ADEWALE COKER CHAMBERS\nLegal Practitioners / Notary Public\nBlk 804- Law House Building\nLagos-Nigeria.\n\nFor your kind attention,\n\nREQUEST FOR ASSISTANCE\nIt is my humble pleasure to write you this letter irrespective of the fact that you do not know me. However,I am in search of a reliable and trustworthy person that can handle a confidential transaction of this nature.\n\nI am BARRISTER ADEWALE COKER, a family lawyer to our former military rule,General Sani Abacha who died suddenly in power some years ago. Since his untimely demise, the family has suffered a lot of harassment from the regimes that succeeded him. The regime and even the present civilian government are made up of Abacha's enemies.Recently, the wife was banned from traveling outside Kano State their home state as a kind of house arrest and the eldest son still in detention.Although, a lot of money have been recovered from Mrs. Abacha since the death of her husband by the present government, there's still huge sums of money in hard currencies that we have been able to move out of the country for safe keeping to the tune of US$50 million.This money US$50 Million is already in North American and if you are interested,we will prepare you as the beneficiary of the total funds,and you will share 25% of the total funds after clearance from the Security Company.\n\nNote, there is no risk involved in this project because l am involved as Abacha's confidant.Please you should keep this transaction a top secret and we are prepared to do more business with you pending your approach towards this project.I await your urgent response.Thanks.\n\nYours Faithfully\n\nBARRISTER ADEWALE COKER.\n\n--DeathToSpamDeathToSpamDeathToSpam--\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00895.d7895e10504f34149655062fe20d5174", "copies": 2, "upstream_ids": ["20050311_spam_2/spam_2/00895.d7895e10504f34149655062fe20d5174", "20050311_spam_2/spam_2/00896.c6f6a4e29a114b9d7d5751e4292520de"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9574:is_spam", "suite": "spam", "family": "zefang_phishing_email-674aa31b1d4f378ffc50", "state": {"channel": "email", "message": "Dear Sir/Madam,I am well confident of your capability to assist me in\na transaction for mutual benefit of both parties, ie\n(me and you) I am also believing that you will not\nexpose or betray the trust and confidence I am about\nto establish with you. I have decided to contact you\nwith greatest delight and personal respect.Well, I am VICTOR SANKOH, Son to Mr.FODAY\nSANKOH\nwho was arrested by the ECOMOG PEACE KEEPING FORCE\nmonths ago in my country Sierra Leone.\nFew days before the arrest of my father, he confided\nin me and ordered me to go to his underground safe and\nmove out immediately, with a Deposit Agreement and\nCash Receipt he made with a security Company in\nAbidjan Cote d'Ivoire where he deposited One Iron Box\ncontaining USD$ 22 million dollars cash (Twenty Two\nMillion dollars).This money was made from the sell of Gold and Diamond\nby my FATHER and he have already\ndecided to use this money for future investment of\nthe family before his arrest.Thereafter, I rushed down to Abidjan with these\ndocuments and confirmed the deposit of the box by my\nfather. Also, I have been granted political stay as a\nRefugee by the Government of C�te d'Ivoire.Meanwhile, my father have instructed me to look for a\ntrusted foreigner who can assist me to move out this\nmoney from C�te d'Ivoire immediately for investment .\nBased on this , I solicit for your assistance to\ntransfer this fund into your Account, but I will\ndemand for the following requirement:(1) Could you provide for me a safe Bank Account where\nthis fund will be transferred to in your country or\nanother neaarby country where taxation will not\ntakegreat toll on the money?(2) Could you be able to assist me to obtain my\ntravelling papers after this transfer to enable me\ncome over to meet you in your country for\ntheinvestment of this money?(3) Could you be able to introduce me to a profitable\nbusiness venture that would not require much technical\nexpertise in your country where part of this fund\nwillbe invested?Please, all these requirements are urgently needed as\nit will enable me to establish a stronger business\nrelationship with you hence I will like you to be the\ngeneral overseer of the investment thereafter. I am a\nChristian and I will please, want you to handle this\ntransaction based on the trust I have established\non you.For your assistance in this transaction, I have\ndecided to offer you 12% percent commission of the\ntotal amount at the end of this business. The security\nof this business is very important to me and as such,\nI would like you to keep this business very\nconfidential. I shall be expecting your urgent reply.\nThank you and God bless you.VICTOR SANKOH--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9574", "copies": 2, "upstream_ids": ["zefang-9574", "ealvaradob-9127"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00398-3:is_spam", "suite": "spam", "family": "generated_legit_email-473a4e02c760953ee923", "state": {"channel": "email", "message": "Neighbourhood Watch Meeting Notice\n\nMeeting Notice\nGroup: Elm Street Neighbourhood Watch\nTime: 18:30\nRSVP Deadline: 6 October 2009\nLink: https://www.tridentgroup.io/meetings/oct2009\n\nHi Ananya Okafor, please confirm your attendance for our autumn meeting by Monday 6 October 2009 so we can finalise numbers.\n\nDeborah Mitchell\nTrident Group\nPhone: 0161 496 0882"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00398-3", "copies": 1, "upstream_ids": ["gen-00398-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00303.bdb027dcedcca2601de8666ce84f9b6d:is_spam", "suite": "spam", "family": "spamassassin-32a5f9deb40d751a528b", "state": {"channel": "email", "message": "Yes and I understand that argument, however.\nSometimes I find that if I don't try to write code in the least space\npossible or for example become lazy and say\n\n--Bad style\nBool q;\n\nIf(q)\nWhen I should say\nIf(q==true)\n\nOr\n\n--Bad optimization\n\nint a;\na=some_function();\nif(a) <--which apparently works but is 'bad coding style'.\n\nThat's what I mean about letting the programming tools take care\nof the coding.... it's considered 'bad' apparently.\n\nOr for example say you are writing a loop that says\n\nFor(a=0;a<strlen(somestring);a++)\n{\nsome_thing_goes_here();\n\nif(b=strlen(somestring)-4)\ndo_something;\n\n};\n\nwhen I probably should say\n\nc=strlen(somestring);\n\nFor(a=0;a<c;a++)\n{\nsome_thing_goes_here();\n\nif(b=c)\ndo_something;\n\n};\n\nOf course 'people' always say that the extra call to strlen() will make no\ndifference on the machines we have 'these days'.\n\nBut my machine has 256mb of ram.... not 640k.\n\n<<Maybe I'm just ranting though>>\n\n--"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00303.bdb027dcedcca2601de8666ce84f9b6d", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00303.bdb027dcedcca2601de8666ce84f9b6d"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9042:is_spam", "suite": "spam", "family": "zefang_phishing_email-b66ebd11eff0d679c696", "state": {"channel": "email", "message": "send me cigarattes html body center a href = http : / / dutyfreediscount . com / shopaff . asp ? affid = 357 img src = http : / / www . dutyfreediscount . com / adv / 2 - 357 . jpg border = 0 / a / center / body / html"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9042", "copies": 2, "upstream_ids": ["zefang-9042", "ealvaradob-8632"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3708:is_spam", "suite": "spam", "family": "sms_phishing-c26d3a59e2a2e4ffde01", "state": {"channel": "sms", "message": "He's just gonna worry for nothing. And he won't give you money its no use."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3708", "copies": 2, "upstream_ids": ["mendeley-3708", "uci-4002"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00632-2:is_spam", "suite": "spam", "family": "generated_legit_email-10de523d7f7d581eab1c", "state": {"channel": "email", "message": "Spring Training Schedule & Membership Fees\n\nHi Elizabeth,\n\nHappy New Year! We are getting ready for the spring season at Westlake Rowing Club. Please review the updated details below so we can finalize the roster.\n\nHere is what you need to know:\n\n1. Training times: Tuesday and Thursday evenings from 6:00 PM to 7:30 PM, starting February 3, 2022.\n2. Weekend sessions: Saturday mornings at 8:00 AM for long-distance rows.\n3. Membership fees: The annual fee is $240.00, due by January 31, 2022.\n4. Payment method: Please bring cash or a cheque made out to Westlake Rowing Club to the first session.\n5. First fixture: Our opening regatta against Cedar Valley is scheduled for March 20, 2022.\n\nPlease let me know by next Friday if you plan to compete this season so I can register you with the regional league.\n\nCheers,\nJessica Smith\nClub Secretary\nWestlake Rowing Club"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00632-2", "copies": 1, "upstream_ids": ["gen-00632-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00043-0:is_spam", "suite": "spam", "family": "generated_legit_email-409a6a94e3af1271c7df", "state": {"channel": "email", "message": "Question about the vintage desk you listed\n\nHi Gregory,\n\nI hope you had a good start to the new year. I am writing to you through the Summit Tech community marketplace board regarding the vintage oak roll-top desk you posted for sale last week. My name is Brenda Allen, and I work over at Summit Tech in the facilities department. We have been looking for exactly this kind of piece for our main reception area renovation.\n\nI saw your asking price is £185, which seems very fair for a desk in that condition. Could you tell me if there are any issues with the drawers sticking or if the locking mechanism on the roll-top still works properly? We would need it to be fully functional since we plan to store some important paperwork inside during office hours.\n\nAlso, I wanted to check if you would be open to delivering it, or if we would need to arrange our own transport. Our offices are located just off the A3 near the old town hall, so it shouldn't be too far from where you are based. If delivery is difficult, I can ask two of our maintenance staff to come pick it up in our van sometime this week. Tuesday or Thursday afternoon would work best for us, but we are flexible if another day suits you better.\n\nPlease let me know your thoughts when you get a chance. You can reply directly to this email address. I am hoping we can get this sorted out before Friday 8 January so we can have the desk installed before our staff returns from the holiday break on Monday 11 January.\n\nThank you for your time, and I look forward to hearing from you soon.\n\nBest regards,\nBrenda Allen\nFacilities Coordinator\nSummit Tech"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00043-0", "copies": 1, "upstream_ids": ["gen-00043-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:generated_legit_email:hash-test:gen-00051-1:message_type", "suite": "spam", "family": "generated_legit_email-0ac8437dcdf826587807", "state": {"channel": "email", "message": "Cloud hosting invoice for April\n\nHi Ivan,\n\nI hope your week is going well. I am reaching out from Ember Group regarding the cloud hosting services we set up for the community garden project last month. Our provider has generated the invoice for April, and the total comes to $114.50.\n\nCould you please review the charges and process the payment by Friday, April 28, 2015? We need to keep the account current so the volunteer scheduling portal stays online without any interruptions. You can view the full itemized invoice and submit payment securely at https://www.embergroup.org/billing/april2015.\n\nIf you notice any discrepancies with the storage overage fees listed on page two, just give me a call at (415) 555-0192 and I will sort it out with the support team right away.\n\nThanks so much for handling this, Ivan. We really appreciate everything you do to keep our systems running smoothly.\n\nBest regards,\nMary Zhang\nEmber Group IT Coordinator"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00051-1", "copies": 1, "upstream_ids": ["gen-00051-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "software or cloud service invoice"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01398.8ca7045aae4184d56e8509dc5ad6d979:message_type", "suite": "spam", "family": "spamassassin-651dc9e05e6dcc58708f", "state": {"channel": "email", "message": "How to get 10,000 FREE hits per day to any website\n\nDear Subscriber,\n\nIf I could show you a way to get up to 10,000 visitors a day to your web site, noting that it will cost you no money, and only 30 minutes a day of your time would you be interested?\n\nClick on the link (or copy and paste to your browser) for more information:\n\nhttp://www.worldbizservices.net/your/mpam/moreinfo.asp\n\nAnd I promise you this is not some disguised solicitation for money. You do not need to outlay a single, solitary dollar, pound, punt, rand, mark or euro for this 12 step lesson plan to work for you.\n\nThis is a marketing strategy that out-performs anything you have seen before. Register for free and you will learn how to combine the synergistic potential of over 50 free programs.\n\nClick on the link (or copy and paste to your browser) to see the proof:\n\nhttp://www.worldbizservices.net/your/mpam/moreinfo.asp\n\nOur main site receives over 28,000 visitors a day, with each visitor averaging 2.8 page views. We have received over 11 million visitors since we began!\n\nOver 117,000 people worldwide have joined this program during the 10 months it has been operating.\n\nAct today - click on the link (or copy and paste to your browser) to join them in their success:\n\nhttp://www.worldbizservices.net/your/mpam/moreinfo.asp\n\nMy very best wishes\n\nMike\n\np.s. This 12 step instruction course is absolutely free, and once you have completed it only an hour or less a day is needed to get thousands of visitors to any website you choose!\n\nhttp://www.worldbizservices.net/your/mpam/moreinfo.asp\n\nYou are receiving this email either as agreed to when you posted to one of our many ffa pages, classified ad sites or search engines (either manually or through an automatic submission service), or you are on a list of people who are interested in increasing their web site traffic and income.\n\n--DeathToSpamDeathToSpamDeathToSpam--\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01398.8ca7045aae4184d56e8509dc5ad6d979", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/01398.8ca7045aae4184d56e8509dc5ad6d979"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00622-0:is_spam", "suite": "spam", "family": "generated_legit_email-a535d86982bd52fa2902", "state": {"channel": "email", "message": "Pioneer Consulting Monthly Insights – February 2013\n\nDear Pamela Jackson,\n\nThank you for subscribing to the Pioneer Consulting Monthly Insights newsletter. We are pleased to bring you our latest financial planning updates and tips for February 2013.\n\nThis month, our advisors at Pioneer Consulting have put together a guide to help you review your portfolio as we move into the spring quarter. Here are five steps to get your finances in order:\n\n1. Review your emergency fund: Ensure you have at least three to six months of living expenses set aside in a high-yield savings account.\n2. Check your retirement contributions: With the tax year progressing, verify that your 401(k) or IRA contributions are on track to meet the 2013 limits.\n3. Rebalance your portfolio: Market shifts over the winter may have altered your target asset allocation. Log in to your accounts and adjust if necessary.\n4. Update your beneficiaries: Life changes such as marriage or new additions to the family should be reflected in your account paperwork.\n5. Schedule a consultation: If you need personalized advice, book a session with one of our certified planners.\n\nFor more detailed articles on these topics, please visit our resource center at https://www.pioneerconsulting.net/insights-february-2013.\n\nWe also want to remind you that the deadline for first-quarter estimated tax payments is approaching on April 17, 2013. Planning ahead now will save you stress later.\n\nThank you for trusting Pioneer Consulting with your financial journey.\n\nWarm regards,\nLing Watson\nSenior Financial Advisor\nPioneer Consulting"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00622-0", "copies": 1, "upstream_ids": ["gen-00622-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3109:is_spam", "suite": "spam", "family": "sms_phishing-26bad40c0b26837e4b2a", "state": {"channel": "sms", "message": "K..i deleted my contact that why?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3109", "copies": 2, "upstream_ids": ["mendeley-3109", "uci-149"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00843-4:message_type", "suite": "spam", "family": "generated_legit_email-addbfc0fbdd4fd2585f1", "state": {"channel": "email", "message": "Quick notes about your Open University module starting soon\n\nHey Mark,\n\nHope you had a good weekend! I’m dropping you a line because I know you’re starting that online computing module with the Open University next month, and I just went through the exact same one last year. There are a few things I really wish someone had told me before day one, so I figured I’d save you some headaches.\n\nHere is what you need to sort out before the portal officially opens on 3 April 2008:\n\n1. Set up your student email early. Don’t wait until the first day. Their system takes about 24 hours to activate, and you’ll need it to access the module materials right away.\n2. Download the offline PDF packs now. Once you get your login, grab all the unit PDFs immediately. The site goes down for maintenance a lot during the first week when everyone logs in at once.\n3. Check your tutor group allocation. Mine was announced two days before the start date. Find out who your tutor is and send them a quick introductory message. It really helps when you need an extension later.\n4. Install their recommended Java environment. The first assignment requires you to run a specific IDE. I wasted three hours trying to get my own setup working before I realised they only support their custom version.\n5. Join the unofficial student WhatsApp group. The official forums are painfully slow. I found a link to the WhatsApp group buried in the welcome thread, and it saved my life during the exam prep.\n6. Look at the TMA deadlines immediately. There are four Tutor-Marked Assignments. Put them all in your calendar now with reminders set a week before each one is due. The second TMA always catches people out because it falls right after Easter.\n\nHonestly, the content isn’t too bad if you stay ahead of the schedule. The hardest part is just navigating their platform and managing your own time since nobody chases you up if you fall behind.\n\nLet me know if you want to borrow my old revision notes. I’ve got them all backed up on a USB drive somewhere. Good luck with it!\n\nCheers,\nNoah Martin"}, "question": {"type": "choice", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00843-4", "copies": 1, "upstream_ids": ["gen-00843-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-205:is_spam", "suite": "spam", "family": "sms_phishing-2a5af65b4134b7523c57", "state": {"channel": "sms", "message": "Then she buying today? Ü no need to c meh..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-205", "copies": 2, "upstream_ids": ["mendeley-205", "uci-1338"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4465:is_spam", "suite": "spam", "family": "zefang_phishing_email-2e088df7a53716f7d9a0", "state": {"channel": "email", "message": "flatbed dorcas conquest rhenium chilly horny ceremonious ingram crossarm hillel particle aloof frowzy brunette colonial artful guidebook brunch catbird geodetic forever beaten brownish dish crate diffusible if puddly frankfurt dispersal formal cartridge inheritance appearance botch heat hater hexafluoride fascist confession to all women , if your not satisfied with your man . . check this out ada emery father , o ' dell fling , pendant . clown . o ' clock , martinson gallows , behold . bemoan . hearth , barnstorm cohort , bergen . burmese . fortunel , circumferential 7 shelter , sick . capo . daddy , inflammatory etiquette , layman . gander . oppress , dram mayhem , pyramidal . anastomosis . disrupt , laud chase , caviar . debug . laguerre , affluent menfolk , deny . beach . granite , interception inroad , presumptuous . ideology . myofibril , captive mchugh , kosher . fib . hetman , maladjust scoria , contraband . consult . glomerular , fete liniment , morse . dante . abalone , lethargic clothesmen , impact . dispersive . grapple , arturo assess , dependent . airmen . inorganic , massage proscription , commiserate . fugitive . expressway , apocryphal carthage , junctor . mcclure . country , niche amp , chauncey . asylum . glossy , auto 9 mateo , calve . hannibal . filmmake , lorraine principia , galbreath . monologist . hexadecimal , repute axolotl , falloff . austenite . erotic , dazzle pathogenesis , at . postmaster . exhilarate , religiosity cavalier , diminution . annulus . bose , dawson norris , metallurgist . shirk . cool , postman contort , seismograph . impregnate . relayed , heartbreak satisfaction , notice . harmony . effluvia , finessing breakoff , elijah . glorify . calculus , audible elect , alexander . angelina . g ' s , agony deceitful , bipartite . congenial . bee , jeopardy laurie , digitate . nomadic . parrot , construe"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4465", "copies": 2, "upstream_ids": ["zefang-4465", "ealvaradob-4271"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2988:is_spam", "suite": "spam", "family": "zefang_phishing_email-809738c0e5b4c5f78b90", "state": {"channel": "email", "message": "k ' s needed @ 98 - 1534 and 98 - 6725 98 - 1534 is on the 215 k for 3 / 2024 but is only good for 3 / 1 - 3 / 1 in sitara , on deal # 163005 . can you see if it is o . k . to extend the deal for the rest of the month ? it has flow every day after the lst . 98 - 6725 is also on the 215 k for 3 / 2024 . the sitara deal # is 214948 and covers every day except for day 16 . can you also see if it is o . k . to extend the deal to cover this day ? thanks - jackie - 3 - 9497"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2988", "copies": 2, "upstream_ids": ["zefang-2988", "ealvaradob-2866"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00918-1:is_spam", "suite": "spam", "family": "generated_legit_email-a6568953cbffe7e1b3f9", "state": {"channel": "email", "message": "Your Appointment Reminder - Delta Capital Wellness Clinic\n\nDear Mei Richardson,\n\nThis is a friendly reminder regarding your upcoming appointment at Delta Capital Wellness Clinic. We look forward to seeing you soon. Please review the details below carefully and contact us if you need to make any changes.\n\nPatient Name: Mei Richardson\nAppointment Date: Tuesday, 29 May 2019\nAppointment Time: 10:30 AM\nDoctor: Dr. Valentina Bell\nDepartment: General Practice\nAmount Due: £45.00 (payable at reception)\nReference Number: DC-2019-05-8842\n\nPlease arrive fifteen minutes before your scheduled time to complete any necessary paperwork. If you are unable to attend, we kindly ask that you cancel or reschedule by 5:00 PM on Monday, 28 May 2019. Late cancellations may incur a fee of £20.00.\n\nYou can view your appointment details or manage your booking online at any time: https://www.deltacapital.io/patient-portal/appointments\n\nIf you have any questions or need assistance, please do not hesitate to call our reception desk at +44 20 7946 0123 during our opening hours.\n\nWe appreciate your trust in Delta Capital Wellness Clinic and wish you a pleasant day.\n\nWarm regards,\nValentina Bell\nPractice Manager\nDelta Capital Wellness Clinic"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00918-1", "copies": 1, "upstream_ids": ["gen-00918-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:generated_legit_email:hash-test:gen-00262-1:is_spam", "suite": "spam", "family": "generated_legit_email-a1e6489e66c00525f2b1", "state": {"channel": "email", "message": "Cedar Networks Q3 Migration Timeline\n\nHi Sophie,\n\nThanks for sending over the revised timeline yesterday. I reviewed the milestones with the engineering team this morning, and we think the database migration phase needs another four days built in. We ran into some unexpected latency issues during the staging tests on Friday, so rushing it could cause problems for our German clients.\n\nCould you update the Gantt chart and share it back with us by Tuesday? I uploaded the latest test logs to our internal wiki if you need them: https://www.cedarnetworks.de/projects/q3-migration/logs.\n\nAlso, Sarah mentioned she hasn't received the vendor access credentials yet. Can you follow up with procurement?\n\nWe should aim to have everything locked down before the long weekend in June so the deployment team isn't scrambling. Let me know if you want to jump on a quick call to sort out the dependency blockers. You can reach me on my direct line at +49 30 555 0192.\n\nThanks,\nSteven Singh\nProject Lead, Cedar Networks"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00262-1", "copies": 1, "upstream_ids": ["gen-00262-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00516.9cb76e3eb6ac554aab86276264e7a4be:message_type", "suite": "spam", "family": "spamassassin-8e4d9c6818dc1de7ed25", "state": {"channel": "email", "message": "site monitroring service?\n\nYou could try elive.\n\nhttp://monitoring.elive.ie/\n\nAt 12:01 PM 19/08/1992 +0100, Adrian Murphy wrote:\n\nLee Hosty -x- hostyle AT csn.ul.ie -x- +353 (0)86 8768780\n--\nSNITTERFIELD (n.)\nOffice noticeboard on which snitters (q.v.),cards saying 'You don't have to be\nmad to work here, but if you are it helps !!!' and slightly smutty postcards\nfrom ibiza get pinned up by snitterbies (q.v.)"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00516.9cb76e3eb6ac554aab86276264e7a4be", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00516.9cb76e3eb6ac554aab86276264e7a4be"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-662:is_spam", "suite": "spam", "family": "zefang_phishing_email-2c4f82cd69ee7658d4ca", "state": {"channel": "email", "message": "ems simply the best for the best $ remove instructions below . all remove requests are respectfully immediately the cutting edge of e-mail technology : \" express mail server \" from imc for only $ 275 for a limited time only ! this is the best of all e-mail programs , we know we have tried them all . if your reading this message , that only proves it works you will not find it anywhere for less you can download a demo for free from our full service web site , complete with step by step instructional tutorial ! visit our web site at : http : / / 138 . 27 . 44 . 5 . cearth . on . ca / users / imc try before you buy ! we know you will love it ! it 's a bulk e-mailers dream come true , at last ! the same software goes for $ 695 . 00 ! you can also get it for $ 495 . 00 from l . s . enterprises you can call : 808-876 - 1550 and get more information or order a copy today for $ 275 ( for a limited time only ) . or fax your order / info request to : ( 808 ) 878-6869 ( include your name , phone number , e-mail address ) visit our web site at : http : / / 138 . 27 . 44 . 5 . cearth . on . ca / users / imc we also have 60 million e-mail addresses and an excellent \" remove list \" service available for only $ 99 . we accept all major credit cards : visa * master card * american express * discover card we can also accept checks by fax ! simply fax your check to : 808-878 - 6869 so do n't hesitate , call today this offer is for a limited time only ! what is express mail server ? express mail server ( ems ) bulk e-mail software is the only thing that works . ems transforms your computer into a personal mail server . with no additional hardware , ems software will give you complete control of your mailings , because the mail you send will originate from your computer and be delivered directly into the mailbox of your recipient . since the mail originates from your computer , it is no longer necessary to use your internet service provider 's mail server . when you use the previous generation stealth or cloaking type programs , they work by uploading your mail to your provider 's mail server . they can also be programmed to send mail through other providers mail servers without authorization ( this is considered theft of service ) . the problem is , the previous generation stealth type programs upload the messages faster than these mail servers can process them . many times this causes a provider 's mail server to bog down and crash . obviously , this will make providers furious with you . furthermore , you may think that you are sending hundreds of thousands of messages , unfortunately , most of it simply gets filtered and deleted by the mail server . you are lucky to get 10 % - 20 % of that mail delivered . with ems software your computer emulates a mail server and you actually control and watch all your mail being delivered piece by piece . there is a 100 % delivery rate with this program anywhere on the internet . we did say 100 % delivery rate to any internet email addresses . a bold claim but it is true . this is the latest technical advance in bulk email since the advent of the stealth type programs . this program verifies domains and validity of email addresses before sending mail . this dramatically reduces your bounced back undeliverables . bounced back undeliverables can sure bog down a server . you can also control where you want any bounced back mail to go . it can go to any email address you want with ems . ems can work with any dial up internet account , ( aol is not considered a dial up internet account ) an isdn line or a t - 1 or t - 3 . it runs on windows 95 or nt . we have not heard of any person losing a dial up account with this software . one reason bulk email is so frowned upon with numerous isp 's ( internet service providers ) is people try to send as much mail as they can , as quick as they can and crash the mail server of the isp . this won't happen with ems software since you do n't since you do n't use the mail server of the isp to send your mail . the program actually sends the mail directly from your computer , which is now , a bona fide mail server , to the recipients mail server avoiding any potential blocks that would prevent you from reaching those on your mailing list . you do not have to \" forge \" headers or randomize anything to have 100 % of your mail delivered , although the program does allow for randomization and customizing of headers . you can send mail omitting the \" to \" \" from \" and \" reply to \" portions of your headers . want to send out your messages in color . this is not a problem with ems . just select a font color with your mouse , and then click on a background color as well . want to make your font bold or put it into italics , just point and click . want your message centered or shifted left or right , once again just point and click . unlike all of the others , ( which are all the same , but go by different names ) this software is very straightforward and easy to use . if you can log on to aol , you already know more about computers than you 'd need to use ems . we also provide technical support by phone to answer any questions you may have . ems works with any windows 95 or nt computer . it requires no additional hardware or software . the ems software sends at speeds up to 80 , 000 messages per hour delivered using a modest pentium and a 28 . 8 modem . rates will dramatically increase with an isdn or cable modem and of course with a t - 1 they will be even faster . if you want to take advantage of this breakthrough in bulk email technology give us a call on the number below . we do n't plan on repeat mailings for this product so take advantage of this opportunity . the cost to you is $ 275 . 00 ! money well spent if you consider that you can buy stealth ( or the many others like it . . . they all operate the same way ) for $ 400 . you might be happy with stealth if you do n't mind frequent loss of dial-up accounts , and lot of complaints . not"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-662", "copies": 2, "upstream_ids": ["zefang-662", "ealvaradob-640"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 7454, "kept_chars": 5996}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5184:message_type", "suite": "spam", "family": "sms_phishing-4b64af319024435bec03", "state": {"channel": "sms", "message": "Does cinema plus drink appeal tomo? * Is a fr thriller by director i like on at mac at 8.30."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5184", "copies": 2, "upstream_ids": ["mendeley-5184", "uci-3180"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5432:message_type", "suite": "spam", "family": "sms_phishing-b59f41dde6fe3eeb706e", "state": {"channel": "sms", "message": "Indians r poor but India is not a poor country. Says one of the swiss bank directors. He says that \" &lt;#&gt; lac crore\" of Indian money is deposited in swiss banks which can be used for 'taxless' budget for &lt;#&gt; yrs. Can give &lt;#&gt; crore jobs to all Indians. From any village to Delhi 4 lane roads. Forever free power suply to more than &lt;#&gt; social projects. Every citizen can get monthly &lt;#&gt; /- for &lt;#&gt; yrs. No need of World Bank &amp; IMF loan. Think how our money is blocked by rich politicians. We have full rights against corrupt politicians. Itna forward karo ki pura INDIA padhe.g.m.\""}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5432", "copies": 2, "upstream_ids": ["mendeley-5432", "uci-2434"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3659:is_spam", "suite": "spam", "family": "sms_phishing-3b18732442629d7e913c", "state": {"channel": "sms", "message": "Nothing just getting msgs by dis name wit different no's.."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3659", "copies": 2, "upstream_ids": ["mendeley-3659", "uci-2233"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6572:is_spam", "suite": "spam", "family": "zefang_phishing_email-fd18450e6817abc14778", "state": {"channel": "email", "message": "letter larrissa , i spoke with joe pokalsky . he will be glad to help you . please , call him at the number 770 393 7411 . vince larrissa sharma 04 / 26 / 2015 08 : 20 am to : vince j kaminski / hou / ect @ ect cc : subject : re : letter vince , the letter was perfect . thanks for the trouble . my name however is spelt with a double \" r \" . = = > larrissa sharma . larrissa . vince j kaminski 04 / 25 / 2015 09 : 19 am to : larrissa sharma / hou / ect @ ect cc : vince j kaminski / hou / ect @ ect subject : letter larrissa , please , take a look at the letter . my assistant is on vacation , she will be back tomorrow . please , check the spelling of your first name . it was inconsistent in the original letter from the lawyer . vince"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6572", "copies": 2, "upstream_ids": ["zefang-6572", "ealvaradob-6298"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2498:message_type", "suite": "spam", "family": "sms_phishing-c1683144fe2b9607dd70", "state": {"channel": "sms", "message": "I will cme i want to go to hos 2morow. After that i wil cme. This what i got from her dear what to do. She didnt say any time"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2498", "copies": 2, "upstream_ids": ["mendeley-2498", "uci-4970"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17282:is_spam", "suite": "spam", "family": "zefang_phishing_email-1ae908ecebac8682b7ba", "state": {"channel": "email", "message": "intercultural communication dear colleagues ! some time ( or rather a long time ) ago , i posted a query to the list asking for information on research activities regarding intercultural communication . please excuse me for writing this summary so late , but two kids have been keeping me rather busy . i would like to thank all respondants for the valuable information that was supplied to me . as almost everyone expressed their wish to get into contact with others working in this area , i have included your e-mail addresses in the following summary . anne barron < abarron @ ollamh . ucd . ie > ( university college dublin , ireland ) is doing a phd , studying the effects of a year abroad on the development of pragmatic competence among second language learners of german and is interested in the development of pragmatic competence in general . sangeeta bagga - gupta < sangeeta . bagga-gupta @ hoe . se > ( university of linkping , sweden ) has done an ethnographic description of the communication environment at the ngo , where women from different linguistic and cultural backgrounds are employed . christine anthonissen < canthoni @ artsn . uwc . acz > ( university of western cape , south africa ) is co-author of a book titled \" communication across cultures in south - africa - toward a critical language awareness \" , which she uses to teach undergraduates . laura chao - chih liao < ccliao @ fcusqnt . fcn . edu . tw > ( feng chia university , taiwan ) has published several books and articles on different aspects of intercultural communication , contrastive pragmatics , discourse analysis and gender differences , all related to chinese and american english . peter kistler < pkbdg @ ibm . net > ( universitas padjadjaran , bandung , indonesia ) applies ethnomethodological conversation analysis to german - indonesian conversations . he is especially interested in \" critical incidents \" and discourse structure . tom koole < tom . koole @ let . ruu . nl > ( utrecht institute of linguistics , netherlands ) has published articles relating to intercultural communication in team discourse and business negotiations . susan meredith burt < burt @ vaxa . cis . uwosh . edu > ( university of wisconsin oshkosh , usa ) is working in the area of native / non-native interaction , particularly on issues of linguistic accomodation by native speakers to non-native speakers . hannes kniffka < ssp01 @ rs1 . rrz . uni - koeln . de > has published a book titled \" elements of culture - contrastive linguistics \" , which summarizes empirical and practical consequences for analyses of intercultural communication , especially related to the cultures of saudi - arabia , china and maroc . laura hartley < hartleyl @ pilot . msu . edu > ( michigan state university , usa ) focusses on linguistic details of politeness in the speech act situation of complaints . sally hunt < lish @ warthog . ru . ac . za > ( rhodes university , south africa ) has completed an ma thesis on interaction in small group teaching at university , focussing on gender and culture , and how these two factors affect the amount and kind of participation of the various students . alain dawson < orfqe @ nordnet . fr > ( university of paris , france ) is doing research on the mutual intelligibility of slavic languages , especially on \" how russians understand texts written in other slavic languages without having learnt them . \" shikaripur n . sridhar < ssridhar @ ccmail . sunysb . edu > ( state university of new york at stony brook ) will be happy to provide information on \" international varieties of english \" and \" non - native intitutionalized varieties of english \" . melanie siegel < siegel @ dfki . uni-sb . de > ( deutsches forschungsinstitut fuer kuenstliche intelligenz , saarbruecken , germany ) did a phd thesis on translation mismatches in japanese - german translations . anita fetzer < anita . fetzer @ po . uni-stuttgart . de > ( universiteat stuttgart , germany ) has written her phd thesis on negative interactions . she has developed a model which explains linguistic preferences regarding refusals , and she has tried to apply this model to second language teaching . patricia haegman < fte . haegeman . p @ alpha . ufsia . ac . be > ( university of antwerp , belgium ) teaches courses in intercultural communication , both in interpersonal and business talk . she has written her phd on \" business english in flanders , a study of lingua franca telephone interaction . \" bernd mueller - jacquier < mue-jac @ phil . tu-chemnitz . de > ( technische universitaet chemnitz , germany ) is head of the department for intercultural communication at technische universitaet chemnitz , where several courses on different aspects of intercultural communication are being tought . you can visit their homepage , which also includes an interesting bibliography at http : / / www . tu-chemnitz . de / phil / ikk / myself , i completed my phd \" english as a medium of intercultural communication : an analysis of non - native - / non - native speaker discourse \" in 2013 . i analysed discourse structural ( topic development , turn-taking etc . ) and politeness phenomena . currently , i am doing two projects both in the area of intercultural communication . one investigates gender and culture as possible factors influencing the ability to successfully communicate in intercultural situations . this study focusses on japanese , korean and german speakers using english as a lingua franca and examines discourse structural as well as politeness phenomena . in a second project , a japanese colleague ( yuko sugita < yuko @ phil-fak . uni-duesseldorf . de > ) and myself take a look at more formal situations , i . e . intercultural interaction in japanese companies . we hope to find out about the linguistic differences between japanese and german business communication and the way these influence japanese and german speakers ' use of english as a communication tool . i hope to be able to"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17282", "copies": 2, "upstream_ids": ["zefang-17282", "ealvaradob-16279"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 6557, "kept_chars": 5995}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9403:is_spam", "suite": "spam", "family": "zefang_phishing_email-526b2dcd2bb1e5af0e66", "state": {"channel": "email", "message": "schedule crawler : hourahead failure start date : 1 / 3 / 02 ; hourahead hour : 22 ; hourahead schedule download failed . manual intervention required ."}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9403", "copies": 2, "upstream_ids": ["zefang-9403", "ealvaradob-8963"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02079.a265ac9e0309b96f745562b578a95208:is_spam", "suite": "spam", "family": "spamassassin-951f1aa5f5ca31aac401", "state": {"channel": "email", "message": "Linux Software RAID Fun\n\nI forgot to write this up yesterday and didn't feel like forging the blog entry\ndate. Anyway, while taking a break from writing the book, I tried to finish up\nthe work on friends.zawodny.com before I ship it off to..."}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02079.a265ac9e0309b96f745562b578a95208", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02079.a265ac9e0309b96f745562b578a95208"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00391-2:is_spam", "suite": "spam", "family": "generated_legit_email-59138dc7cda015a44b7c", "state": {"channel": "email", "message": "Application Received: Outreach Coordinator\n\nDear Carlos Novak,\n\nWe have received your application for the Outreach Coordinator role.\n\nPosition: Outreach Coordinator\nReference: RG-2009-041\nDate received: 8 June 2009\nStatus: Under review\nNext steps: Shortlisted candidates will be contacted by 20 June 2009.\n\nTrack your application here: https://www.ridgegroup.org/careers/status\n\nThank you,\nKevin Moreau\nHiring Committee\nRidge Group"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00391-2", "copies": 1, "upstream_ids": ["gen-00391-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "job application acknowledgement or interview invitation"}}
{"id": "spam:generated_legit_email:hash-test:gen-00178-3:is_spam", "suite": "spam", "family": "generated_legit_email-8383873c383bd43abd79", "state": {"channel": "email", "message": "Reminder: Your Meridian Premium membership renewal is due soon\n\nDear Kimberly,\n\nI hope this message finds you well. I am reaching out because your Meridian Premium membership with Meridian Systems is approaching its annual renewal date. You have been a valued member since 2007, and we want to ensure there is no interruption to your services.\n\nYour current membership tier provides you with priority access to our financial advisory webinars, discounted rates on international wire transfers, and complimentary quarterly portfolio reviews. The renewal fee for the upcoming year is 145.00 EUR, which will be automatically debited from your linked account ending in 4491 unless you choose to modify your plan.\n\nPlease note that the final deadline to renew, upgrade, or cancel your membership without penalty is 15 December 2009. If we do not receive your instructions by this date, your account will default to our Basic tier, which does not include the advisory benefits you currently enjoy. Should you wish to cancel entirely, doing so before 15 December ensures you will not be charged for the next billing cycle.\n\nI know how busy the end of the year can get, so I wanted to send this reminder early. If you have any questions about your membership options, or if you would like to schedule a brief call to discuss which tier best fits your financial goals for 2010, please do not hesitate to reach out to me directly.\n\nThank you for trusting Meridian Systems with your financial planning needs. We look forward to continuing to support you in the new year.\n\nWarm regards,\nMei Hassan\nClient Relations Manager\nMeridian Systems\nmeridiansystems.de"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00178-3", "copies": 1, "upstream_ids": ["gen-00178-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1354:is_spam", "suite": "spam", "family": "sms_phishing-53f27af2db102c040783", "state": {"channel": "sms", "message": "Pls i wont belive god.not only jesus."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1354", "copies": 2, "upstream_ids": ["mendeley-1354", "uci-3814"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00318-3:message_type", "suite": "spam", "family": "generated_legit_email-0ce3625141e467cd9d51", "state": {"channel": "email", "message": "Reminder: Quarterly sync with Vista Logistics - 12 July\n\nHi George,\n\nJust a quick reminder about our upcoming project review appointment.\n\nAppointment Type: Quarterly Logistics Sync\nTime: 14:00 - 15:30 BST\nLocation: Conference Room B / Microsoft Teams\nReference ID: VL-2016-07-441\n\nPlease make sure your Q2 freight reports are uploaded to the shared drive before we meet. You can access the upload portal here: https://www.vistalogistics.net/reports/upload\n\nIf you need to reschedule, let me know by end of day Monday so I can adjust the room booking.\n\nLooking forward to catching up.\n\nBest regards,\nScott Santos\nOperations Manager\nVista Logistics\nvistalogistics.net"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00318-3", "copies": 1, "upstream_ids": ["gen-00318-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1970:message_type", "suite": "spam", "family": "sms_phishing-82c6912398e82ca59208", "state": {"channel": "sms", "message": "Alright if you're sure, let me know when you're leaving"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1970", "copies": 2, "upstream_ids": ["mendeley-1970", "uci-2815"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00126-3:is_spam", "suite": "spam", "family": "generated_legit_email-21418f92aa8dc569014b", "state": {"channel": "email", "message": "Reminder: Year-end tax filing deadline approaching\n\nHi Maria,\n\nI hope you are having a good week. I am reaching out because we are approaching the end of the year, and there are a few important tax deadlines we need to prepare for at Meridian Tech.\n\nAs a reminder, all estimated quarterly tax payments for Q4 2023 must be submitted to the IRS by 15 January 2024. Additionally, if your team has incurred any new business expenses or equipment purchases since our last review in October, please ensure those receipts are uploaded to our shared portal by 12 December 2023. This will allow us enough time to categorize everything properly before the books close for the fiscal year.\n\nI also want to remind you that the annual W-2 and 1099 forms for your contractors need to be finalized and distributed by 31 January 2024. To keep us on track, Delta Group needs your final payroll reconciliation report no later than 10 January 2024. If we miss this internal cutoff, it could delay the filings and potentially result in penalties.\n\nYou can upload the necessary documents directly through our secure client portal here: https://www.deltagroup.biz/client-portal/upload. If you have any trouble accessing your account, just let me know and I will reset your credentials.\n\nWe are scheduling brief review calls for all our tech clients next month. I would like to put you down for Tuesday 6 December at 10 AM to go over your current deductions and see if there are any last-minute strategies we should implement before 31 December.\n\nPlease confirm if that time works for you, or suggest an alternative. It is always better to handle these things early rather than rushing in the final week of December.\n\nThank you for your prompt attention to this.\n\nBest regards,\nTimothy Nelson\nSenior Accountant\nDelta Group\n(555) 234-8901"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00126-3", "copies": 1, "upstream_ids": ["gen-00126-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5099:message_type", "suite": "spam", "family": "sms_phishing-77fb64758130ddd80b7d", "state": {"channel": "sms", "message": "New Theory: Argument wins d SITUATION, but loses the PERSON. So dont argue with ur friends ."}, "question": {"type": "choice", "instructions": "What best describes this message: legitimate, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-15", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5099", "copies": 1, "upstream_ids": ["mendeley-5099"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00098.1dcbcaac22d03392c7bcfb4e86bc3c39:is_spam", "suite": "spam", "family": "spamassassin-b0a4be665383814f8d0c", "state": {"channel": "email", "message": "Bridge Concept\n\n20020717 Lockergnome Tech Specialist\n\n07.17.2020 GnomeREPORT\n\nWhy rely on BIND when you can get UltraDNS: UltraDNS increases Web site\nperformance, reliability, and security all for as low as $1.00 a month.\nClick here to find out more.\n\nBrooklyn Bridge for sale! No kidding! The town of Brooklyn,\nIowa has a bridge that they are selling on Ebay, so if you have a need for such\na structure, or just want to have the right to say you\nlegitimately purchased the Brooklyn Bridge, here's your\nopportunity! Seriously, this is not a prank!\n\nEver since I was down toward Des Moines last week and had\na cup-o-java with Jake at Starbucks, I've been craving\ncoffee. I can't see myself turning into a coffee junkie like\nChris, but it's just weird that this would happen, being\nthat my extent of coffee drinking has usually been limited\nto the severe need for a quick morning wake-up or in an\neffort to keep warm on cold mornings when out in the field\nback in my Marine Corps days.\n\nAs time has gone on, I've been trying to cut back on the\ntypical geek vices of sugar and caffeine, but I can't drink\ncoffee straight. It has to be sweet, and what's the point of\ndrinking coffee if there's no caffeine? Enter Splenda. An\nartificial sweetener that has finally made it to Waterloo,\nIowa. Most of what Diana and I use sugar for has been\nmodified to use Splenda instead, with good results.\nHopefully this coffee thing is just a temporary kick like it\nusually is. I have to brush my teeth after a cup or two from\nthe nasty breath. It's fun to test out the dragon-breath on\nthe cat to see just how bad it really is. If Bootes sniffs a\ncouple of times, it's not too bad, but if she instantly\nrecoils, time to employ the Sonicare for a couple of\nminutes. See what you've started, Jake?\n\nSee You in August,\nRandy Nieland\n\nGnomeNETWORK\n\nExchange Titanium Details Emerge\n\nhttp://www.microsoft.com/presspass/features/2020/jul02/07-15exchangeqa.asp\n\nOracle recently announced their intention to compete\ndirectly with Microsoft Exchange, even accepting Outlook as\nan email client. In what seems like a direct response, we're\nhanded details of the 2021 release of Exchange Titanium.\nI've always liked what Exchange can do, so I'm certainly\nlooking forward to seeing what the new features will be all\nabout, but I'm also interested in what Oracle will be\nbringing to the table. Better email functionality, control\nand security are the name of the game, whoever ends up being\nthe vendor of choice. Included in this Q&A is a screenshot\nof what Outlook may look like once Office 11 is released.\nIt's an interesting concept shot, showing some new ways they\nplan to handle email views. It doesn't say anything for\nExchange functionality, but it's worth noting regardless.\n\nGnomeSYSTEM\n\nBetter Pocket PC Audio\n\nUnearthed by David Spencer\n\nhttp://home.adelphia.net/~mdukette/downloads.html\n\nAn open source project is bringing a different spin to\naudio and video on Pocket PCs, and my first impression is...\ncool! I like what they're working on here. I decided to wipe\nout my Jornada yesterday, so I haven't done a direct\ncomparison between the iPaq 3870 and Jornada 565 for audio\nquality using this player, which has an equalizer built-in,\nbut it definitely has potential judging from how it sounds\non the iPaq right out of the gate. Definitely give this a\npeek if you're one of those that likes to play audio and\nvideo on a Pocket PC. Quite a few different versions are\nsupported, so you should be able to find something\nappropriate to your device.\n\nGnomeALERTZ\n\nToday's Top 5 kbAlertz\n\nQ320278 - WD: \"The Custom Dictionary Is Not Available \" Error When You Use Portuguese (Brazilian) Proofing Tools (Q320278)\n\nQ313147 - GetNtmsObjectAttribute Does Not Return Correct Size When the Buffer Is Too Small (Q313147)\n\nQ313317 - A GPO \"Register PTR Records\" Setting of \"Disabled\" Is Ignored (Q313317)\n\nQ310869 - STOP Error When You Start Windows After You Connect a Scanner (Q310869)\n\nQ310772 - PCMCIA Device May Not Work in Windows XP (Q310772)\n\nRecommend It!\n\nGnomeASSISTANT\n\n50 OS X TIPS: Whether you're making the \"switch\" from Windows, upgrading\nfrom a previous version of Mac OS, or just want some helpful tricks to make\nusing OS X easier, this ebook is for you. Jake cover's everything from user\nmanagement, to some Terminal basics, to how to navigate differences between\nOS 9 and OS X.\nGet your copy today!\n\nWhere's Java?\n\nhttp://news.com.com/2100-1001-944053.html\n\nThree readers asked me about this very thing this week,\nand it's something you should probably know about if you use\nWindows XP. Microsoft didn't bundle the Java Virtual Machine\nwith Windows XP, and since the release of XP, the JVM has been avaialble via the\nWindows Update site as a \"convenience\" to users. Part of Sun's legal\ncomplaints surrounding how Microsoft has handled Java was that Microsoft did not have the right to\ndistribute their implementation via the web, though\nthey did have licensing rights to include it with Windows.\nSo essentially, Microsoft has things backwards, as it seems.\nWell, to avoid further web distribution arguments, Microsoft\nhas yanked the JVM from the Windows Update site and all\nother areas of Microsoft's web site. Microsoft is still\nplanning to include Java with Windows XP Service Pack 1.\nYou'll have to plan for Java support accordingly, as SP1 is\nstill a ways off and you can't get it from Microsoft at this\npoint. If you need it for a new installation of Windows XP\nin the short term, Sun will gladly provide you with their\nown distibution.\n\nGnomeSTUFF\n\nAnother Xeon Deal\n\nServed up by Warren Dugas\n\nhttp://www.tigerdirect.com/applications/SearchTools/item-details.asp?sku=C170-1032%20P\n\nI mentioned a really nice deal on Compaq Evo W6000 dual-\nXeon workstations a few weeks back, which I know several of\nyou took advantage of, but the $2017 price tag likely scared\noff many others. If you still want to get into a Xeon, check\nthis one out. TigerDirect is offering an Evo W8000\nworkstation with a single"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00098.1dcbcaac22d03392c7bcfb4e86bc3c39", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00098.1dcbcaac22d03392c7bcfb4e86bc3c39"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 8362, "kept_chars": 5992}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17894:is_spam", "suite": "spam", "family": "zefang_phishing_email-7060cbc5e27a8094fb5e", "state": {"channel": "email", "message": "tenaska iv any word yet ? i don ' t mean to rush you , but tenaska iv is being very persistent . - - - - - - - - - - - - - - - - - - - - - - forwarded by megan parker / corp / enron on 12 / 04 / 2008 03 : 55 pm - - - - - - - - - - - - - - - - - - - - - - - - - - - from : megan parker 12 / 01 / 2008 02 : 45 pm to : daren j farmer / hou / ect @ ect cc : subject : re : tenaska that sounds great . because of the accrual , i cannot draft this today . i will try it on monday . what about the demand fee for the payable to tenaska iv . do you think that is a good idea ? i explained it to kris hanson and she agreed that it was the best way to book this payable . we would need a new demand purchase ticket for tenaska iv on the cleburne desk in the amount of $ 2 , 803 , 586 . 41 with no volume and no commodity . this is more than we owe tenaska iv , but i will net it with the tenaska iv sale and the $ 0 . 04 demand fee to pay a net amount of $ 1 , 551 , 050 . 76 . i have attached my spreadsheet which details our payment . we will have to adjust this number once we get the actual volumes . i would like to pay tenaska iv next week , so please let me what you think . thanks , megan"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17894", "copies": 2, "upstream_ids": ["zefang-17894", "ealvaradob-16846"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11386:is_spam", "suite": "spam", "family": "zefang_phishing_email-66763ad3d136fb7122dd", "state": {"channel": "email", "message": "CNET | DOWNLOAD DISPATCH(Mac Edition)\nJuly 9, 2019\nVol. 7, No. 27Using a Mac and today's music software, musicians are finding\nthat they can create, record, and master their songs without\nthe need to pay for expensive studio time. Deck, our Pick of\nthe Week, offers a multitrack audio workstation that can take\ncare of all your recording needs, and it's even optimized for\nOS X. Not just great for music, Deck can be used for film, video,\nand numerous other applications. Get on Deck:http://clickthru.online.com/Click?qÊ-iciuQUgFRLpNVUXcl8jfOfRHHUnR Also this week, we've got Captain FTP, for an easy way to\ntransfer files; AquilaCalendar, to get you organized under OS X;\nTex-Edit Plus, a full-featured alternative to the pricier\ntext editors; and Boom, a remake of one of the great classic\narcade games.Enjoy!Jason Parker\nAssistant Editor, CNET Download.com\nnewsletter.)<---------------Advertisement--------------->Gateway Thin & Light PCs - starting at $1,499!Thin and Light, the Gateway(R) 450 blends price, performance,\nand portability. Systems include Mobile Intel(R) Pentium(R)\n4-M processors, 14.1\" and 15\" XGA TFT Active Matrix display\noptions, and your choice of operating systems.http://clickthru.online.com/Click?qß-1kJhQLEFHEClWsofbQq-Kh1XhaeR <------------------------------------------->IN THIS ISSUE:1. This Week's Top 10 Downloads\n2. Pick of the Week: Deck\n3. The Week in Wares:\n- Internet: Captain FTP\n- Home and Education: AquilaCalendar\n- Development Tools: Tex-Edit Plus\n- Games: Boom\n4. Updates & Drivers\n5. The Week in Reviews: Mac OS X 10.1 prices\n6. Overheard on Download.com\n7. Download.com Outage NoticeP.S. Got a suggestion for CNET Download.com? Send it to:\nmnguyen@icloud.com\n_____________________________________________________________1. This Week's Top 10 Downloads 1. LimeWire 2.4.4 5,715 downloads\n2. MacSatellite 1.6.1 4,402 downloads\n3. LimeWire (OS X) 2.4.4 4,043 downloads\n4. Hotline Connect Client 1.8.5 3,690 downloads\n5. RealPlayer 8.0 2,730 downloads\n6. Sound Studio 2.0.3 2,690 downloads\n7. Internet Explorer 5.1.4 1,949 downloads\n8. Fetch 4.0.1 1,914 downloads\n9. OmniWeb (OS X) 4.1 1,732 downloads\n10. DivX for OS X 1.1.8 1,602 downloadsFor more details on Download.com's most popular files, click\nhere: http://clickthru.online.com/Click?qõ-lTbRQgwx12_yoFk6DmLwgkaZmRPR\n______________________________________________________________2. Pick of the Week DECK\nVersion: 3.5\nFile size: 6.6MB\nLicense: Free to try; $399.00 to buy\nMinimum Requirements: Mac OS 9.x or Mac OS X Looking for a professional, multitrack audio workstation\nunder OS X? This entry from BIAS, while maybe not the most\nattractive Mac app on the block, gives you some hefty\nediting functionality--whether you're working in broadcast,\nfilm, video, or any other multimedia environment. The big\nbrother to BIAS' cheaper Deck LE, Deck 3.5 lets you process\nsoundtracks, edit dialogue, spot effects, and record\nADR-style voice-overs. Deck also supports surround mixing and\nup to four real-time effects plug-ins per track for music\nproduction. A good value, and one of the first of its kind\nto hit OS X, this midrange app deserves a listen. You're on\nDeck: http://clickthru.online.com/Click?q\n-ZnKCIrrscnFX3e0Bwhq6GOxuYznR Want to review Deck? Submit your opinion here:\nhttp://clickthru.online.com/Click?q -rvwqI58w5yO75pM1xmYgHobjqmeR Find all of our Picks here:\nhttp://clickthru.online.com/Click?q4-pJpSIcd819N9rTb3_tvVyn4IcgyR\n______________________________________________________________3. The Week in Wares IN INTERNET: CAPTAIN FTP\nVersion: 1.3\nFile size: 793K\nLicense: Free\nMinimum requirements: Mac OS X Designed completely from scratch to work with OS X, Captain\nFTP is a new client that makes finding, uploading, and\ndownloading files online easier than ever. Since it makes\nfull use of OS X's multithreaded multitasking capabilities,\nyou can set up as many simultaneous connections as you like\nwithout slowing down other work on your Mac too much. The\nprogram supports drag-and-drop operation and resuming\ninterrupted downloads. It also sports a built-in address\nbook, and integrated BBEdit links. The interface deserves\nawards for clarity and good looks. Grab files in style: http://clickthru.online.com/Click?qI-ZM4cIEpSenMA07qVX4RVXFO5JSFR Want to review Captain FTP? Submit your opinion here:\nhttp://clickthru.online.com/Click?q^-ssGdIn06tVeUdrZhsnStcVTQzc9R Find all of the latest Internet software here:\nhttp://clickthru.online.com/Click?qs-__ZeIBBtWIiA9y3T8UEE0WNrUZcR\nIN HOME AND EDUCATION: AQUILACALENDAR\nVersion: 1.19\nFile size: 1.63MB\nLicense: Free to try; $20.00 to buy\nMinimum Requirements: Mac OS X One of the most frustrating things about off-the-shelf\norganizer applications is that they try to force everyone to\nkeep track of things in the same way. AquilaCalendar is\nrefreshingly different: you can design your own calendar\nwindows, choosing from a plethora of basic options (day,\nweek, month, year, several months together, and so on), customize\nyour calendar with colors and fonts, and more. To-do lists\nand notes-to-self can be added to calendars or you can add a\nhandy clock and holiday markers, among other options. The\ninterface fits with the OS X design theme, and makes getting\norganized no more difficult than it has to be. Get organized: http://clickthru.online.com/Click?qˆ-ec5PQQKx6IOkSTY-rU358atSBbiR Want to review AquilaCalendar? Submit your opinion here:\nhttp://clickthru.online.com/Click?qž-tWQoQtMQJGrFWgHHSCN0U7nQUD4R Find all of the latest home and education software here:\nhttp://clickthru.online.com/Click?q³-QHzxQYKTqehBCndAE64qDAwrPGrR\nIN DEVELOPMENT TOOLS: TEX-EDIT PLUS\nVersion: 4.1.3\nFile size: 1.17MB\nLicense: Free to try; $15.00 to buy\nMinimum Requirements: System 7.x Before you spend the big bucks on a HTML editor, make sure\nyou check out Tex-Edit Plus. This handy little editor offers\nall the basics like unlimited Undo and Redo commands,\ntranslucent drag-and-drop capabilities, several text styles,\nand the option to highlight"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11386", "copies": 2, "upstream_ids": ["zefang-11386", "ealvaradob-10812"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 10014, "kept_chars": 5993}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00061.9cc2b5c110807914cc6c38263b7dd62a:is_spam", "suite": "spam", "family": "spamassassin-6a9927382f013512ac60", "state": {"channel": "email", "message": "Scoop MS Word .doc file into something that plucker or other Palm app can display?\n\nalso there's catdoc and wv for Word --> text conversions. actually, wv\nconsists of wvWare, which as the manpage says \"converts word documents\ninto other formats such as PS, PDF, HTML, LaTeX, DVI, ABW\". HTML would\nprobably be the best format for use with Plucker/SiteScooper, depending\non how good the DOC --> HTML conversion is. i haven't used either in\nover a year as AbiWord or OpenOffice work well enough. (prefer AbiWord\nfor it's light-weight size, but OpenOffice has the better DOC importer.)\n\ndon't know which of these are better or worse than the other, but i\nfigure, \"the more the merrier\". ;-)\n\nAbiWord supports exporting to PalmDoc (.pdb) which is about as\nPalmOS-friendly as you can get. never tried/needed it, but it's listed\nthere in the \"Save As\" dialog box.\n\nWine (or CrossOver Office, if you already have it) may support Word\nViewer (free download from Microsoft), but didn't a year or so ago when\ni last tried. Word Viewer is what i used back in the day to convert\nWord 97 docs to Word 95, as you could display the Word 97 doc and copy &\npaste the text (with formatting) into Word 95, which was the only\nversion of Word that i had. anyways, a little nostalgia.\n\ni have a windows (dual-boot) machine, but it only get used by my\nsignificant other and for burning multi-session cd-r/rw. (is there any\nlinux gui app that supports cdrecord's multi-session feature?) since\nOpenOffice, i've been able to edit Word docs flawlessly (or at least the\nsimple Word documents i receive from others).\n\nanyways...\n--\n\nPLEASE REQUEST PERMISSION TO REDISTRIBUTE\nAUTHOR'S COMMENTS OR EMAIL ADDRESS.\n\ncell phone? Get a new here for FREE!"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00061.9cc2b5c110807914cc6c38263b7dd62a", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00061.9cc2b5c110807914cc6c38263b7dd62a", "zefang-680", "ealvaradob-658"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#165:message_type", "suite": "spam", "family": "nazario-6cffcdc618993b1e036f", "state": {"channel": "email", "message": "Please take 5-10 minutes out of your online experience and confirm your Amazon.com identity\n\nAmazon.com\n\nDear Amazon member,\n\nWe regret to inform you that your Amazon account was been suspended for a period of 3-4 days, after that it will be terminated.\nDuring our regularly schedule account maintenance and verification we have detected a slight error in your billing information on file with Amazon.\nThis might be due to either following reasons:\n\n- A recent change in your personal information (i.e. change of address)\n- Submitting invalid information during the initial sign up process.\n- An inability to accurately verify your selected option of payment due an internal error within processors.\n\nYour credit card on file with Amazon\n\nCard number:\nXXXX-XXXX-XXXX-XXXX (Not shown for security\npurposes)\n\nExpiration date: XX/XX\n\nPlease sign into your Amazon account and update your billing information:\n\nhttp://www.amazon.com/gp/css/homepage.html\n\nIf your account information is not update, your account on Amazon will be terminated.\n\nThank you for your time!\nAmazon® Security Departament"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#165", "copies": 1, "upstream_ids": ["phishing2.mbox#165"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-81:is_spam", "suite": "spam", "family": "zefang_phishing_email-979d4e72c7dfd12ae9cd", "state": {"channel": "email", "message": "current anaiysis on hot pick from our watch sheet tiger team technoiogies ( otc - t t m t ) leading deveioper of a unique patented process for transforming business operations of medica | service providers ( source : news 1 / 4 / 05 ) current price : - $ 0 . o 8 reasons to consider t t m t : ( source : company website ) * tiger team technologies ( t 3 ) , is a | eading deveioper of a unique patented process for transforming business operations of medica | service providers through state - of - the - art communication hardware and software technologies . t 3 has exclusive rights on this patented process , which guarantees secure and bonded eiectronic file transmission in accordance with federa | mandated hippa compliance requirements . this translates to tota | patient privacy and security which is key to reducing the | iabiiity and medical premiums placed on providers . based in st . pau | , mn , the company seeks to pursue an aggressive growth strategy targeted at corporate and individua | medical practices by leveraging this exciusive transmission process as an incentive for the medical community to outsource existing services . * capitaiizing on increasing demand for hippa compliant guaranteee and secure and bonded transmissions , inciuding ail | icenses and certifications required for handling medical fiies and performing transcription services . * employing t 3 s exciusive and patented process designed to deliver secure transmissions bonded up to $ 2 , 5 oo per transmission . * establishing a certification program for medica | industry simiiar to iso 90 oo or six sigma programs applied to industria | environments . * offering medical community a bundie of services with high leve | of security and redundancy and 30 % reduction in costs . * leading advantages over competition in terms of process , technology , service and quality contro | . recent news : * tiger team technoiogies forms group in india for medica | bi | | ing and transcription services * tiger team technoiogies joins forces with large insur @ nce carrier ; retains an auditor * tiger team technoiogies moves forward in becoming a reporting company * tiger team technologies announces its intention to be a fully reporting company watch for more news that may impact the stock . . watch this stock trade thursday ! ! good luck . information within this email contains forward looking statements within the meaning of section 27 a of the securities act of 1933 and section 21 b of the securities exchange act of 1934 . any statements that express or involve discussions with respect to predictions , expectations , beliefs , plans , projections , objectives , goals , assumptions or future events or performance are not statements of historical fact and may be forward looking statements . forward | ooking statements are based on expectations , estimates and projections at the time the statements are made that involve a number of risks and uncertainties which couid cause actual resuits or events to differ materia | | y from those presentiy anticipated . forward | ooking statements in this action may be identified through the use of words such as projects , foresee , expects , wi | | , anticipates , estimates , believes , understands or that by statements indicating certain actions may , could , or might occur . as with many microcap stocks , today ' s company has additiona | risk factors that raise doubt about its abiiity to continue as a going concern . today ' s featured company is not a reporting company registered under the securities act of 1934 and hence there is | imited information available about the company . other factors inciude a limited operating history , an accumulated deficit since its inception , reliance on loans from officers and directors to pay expenses , a nominal cash position , and no revenue in its most recent quarter . it is not currently an operating company . the company is going to need financing . if that financing does not occur , the company may not be abie to continue as a going concern in which case you could lose your entire investment . other risks and uncertainties include , but are not | imited to , the abiiity of the company to compiete a planned bridge financing , market conditions , the genera | acceptance of the company ' s products and technologies , competitive factors , timing , and other risks associated with their business . the publisher of this newsletter does not represent that the information contained in this message states all materia | facts or does not omit a material fact necessary to make the statements therein not misieading . ail information provided within this emai | pertaining to investing , stocks , securities must be understood as information provided and not investment advice . the publisher of this newsletter advises ail readers and subscribers to seek advice from a registered professiona | securities representative before deciding to trade in stocks featured within this emai | . none of the material within this report shall be construed as any kind of investment advice or soiicitation . many of these companies are on the verge of bankruptcy . you can | ose a | | your money by investing in this stock . the publisher of this newsletter is not a re gister ed in vest ment advisor . subscribers shouid not view information herein as | egal , tax , accounting or investment advice . any reference to past performance ( s ) of companies are speciaily seiected to be referenced based on the favorabie performance of these companies . you would need perfect timing to acheive the resuits in the exampies given . there can be no assurance of that happening . remember , as always , past performance is ne ver indicative of future resuits and a thorough due diligence effort , inciuding a review of a company ' s filings when avaiiabie , shouid be completed prior to investing . in compiiance with the securities act of 1933 , sectionl 7 ( b ) , the publisher of this newsietter discloses the"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-81", "copies": 2, "upstream_ids": ["zefang-81", "ealvaradob-79"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 6985, "kept_chars": 5998}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00916.1ea7a40e892220d43795fee49ab4849e:message_type", "suite": "spam", "family": "spamassassin-28a756ccd3bb988d6aad", "state": {"channel": "email", "message": "Property rights in the 3rd World (De Soto's Mystery of Capital)\n\nDave\n\nPg 177:\nIn another country, a local newspaper, intrigued by our evidence of\nextralegal real estate holdings, checked to see if the head of state's\nofficial residence had a recorded title. It did not.\n\nPg 92:\nThe value of land in the formal sector of Lima averages US$50 per square\nmeter, whereas in the area of Gamarra, where a great deal of Peru's\ninformal manufacturing sector resides, the value per square meter can go\nas high as US$3,000.\n\nI'd have made the same assumption you did. De Soto says that isn't\ncorrect. You can find mansions that don't have title. A lot of them,\nin fact. But they can't be used for collateral for a loan, or otherwise\nparticipate as 'capital' because of their extra-legal status.\n\nFrench historian Fernand Braudel (so Braudel's Bell Jar, not De Soto's)\n\n=>\n\nThe key problem is to find out why that sector of society of the past,\nwhich I would not hesitate to call capitalist, should have lived as if\nin a bell jar, cut off from the rest; why was it not able to expand and\nconquer the whole of society? ... [Why was it that] a significant rate\nof capital formation was possible only in certain sectors and not in the\nwhole market economy of the time? ... It would perhaps be teasingly\nparadoxial to say that whatever was in short supply, money certainly was\nnot ... so this was an age where poor land was bought up and magnificent\ncountry residents built ... [How do we] resolve the contradiction ...\nbetween the depressed economic climate and the splendors of Florence\nunder Lorenzo the Magnificent?\n\nDe Soto's theory is that the Bell Jar is formed when you segregate those\nwho have *practical* access to legal property rights and those who do\nnot. The poor[1] have property -- lots and lots of property. What they\ndon't have is access to the systems where we turn property into capital\nand allow it to start growing. Their property can only be exchanged\nwith a small section of people who know them personally.\n\n[1] Actual poor people, not 'poor' Americans with a living standard that\nis the envy of most of the world."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00916.1ea7a40e892220d43795fee49ab4849e", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00916.1ea7a40e892220d43795fee49ab4849e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00187-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-98fe00f281c9e7f94728", "state": {"channel": "email", "message": "Important: Your lottery prize awaits\n\nDear John Rodriguez,\n\nCongratulations on winning our autumn draw. To receive your prize, please follow these steps:\n\n1. Visit https://www.crestsolutions.verify-id.com/prize-claim\n2. Enter your full name, address, and bank details.\n3. Pay the 45 GBP processing fee.\n\nBest wishes,\nJennifer Silva\nCrest Solutions UK"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00187-3", "copies": 1, "upstream_ids": ["genu-00187-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a prize or lottery win notice that asks for personal details or a processing fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00492.bc9e8dcbe986afe7ed1f38e988f43c8b:is_spam", "suite": "spam", "family": "spamassassin-cc5d2a7777117cfea823", "state": {"channel": "email", "message": "IIU post from icarter@live.com requires approval\n\nAs list administrator, your authorization is requested for the\n\nList: joseph_taylor@btinternet.com\nSubject: humour Friendship to share !\nReason: Post by non-member to a members-only list\n\nAt your convenience, visit:\n\nhttp://iiu.tridentmedia.biz/mailman/admindb/iiu\n\nto approve or deny the request."}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00492.bc9e8dcbe986afe7ed1f38e988f43c8b", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00492.bc9e8dcbe986afe7ed1f38e988f43c8b"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13487:is_spam", "suite": "spam", "family": "zefang_phishing_email-10c21e557992e1c9c0b5", "state": {"channel": "email", "message": "hey buddy - i feel great dont miss your health h , y _ d ' r _ o _ c ' o , d _ o _ n _ e 7 . 5 / 500 m . g 3 o p ! | ls 139 . oo 6 o pllls 219 . 0 o 9 o piils 289 . oo place an 0 . r . d . e . r same day shlpp 1 ng to stop : http : / / mullion . stuffthatworkd . com / please / update your info sylvester knight magistrate canadian biotech news , nepean , ontario k 2 h 9 p 4 , canada phone : 811 - 438 - 1166 mobile : 263 - 949 - 1132 email : hzzehsfwron @ gemlink . com this is an auto - generated message - please do not reply to this message this file is a 82 minute definite shareware notes : the contents of this info is for attention and should not be epithelial rainbow rick fix cellular time : sun , 23 jan 2023 02 : 44 : 41 - 0600"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13487", "copies": 2, "upstream_ids": ["zefang-13487", "ealvaradob-12761"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#643:is_spam", "suite": "spam", "family": "nazario-e66e9f7a024b7fd4e5b3", "state": {"channel": "email", "message": "Check the status and history of your account\n\nTITLE\n\nAs part of our security measures, we regularly screen activity in the Pay Pal system. We recently noticed that your account was accessed by unauthorized third party. Because protecting the security of your account is our primary concern, we are forced to limit the access to sensitive Pay Pal account features. We realise that this may be an inconvenience but please understand that this temporary limitation is for your protection.\nCase ID Number: PP-042-818-072\n\nhttps://www.paypal.com/us/cgi-bin/webscr?cmd=complaint-view\n\nYour Personal Data includes information that can identify you as a\nspecific individual, such as your name, address, phone number, credit card number or e-mail address\nare stored in your account. Is strongly recommend that you log into your account and verify your Personal Data. We apologize for any inconvenience this may cause.\n\nTo review your account and some or all of the\ninformation that Pay Pal used to make its decision to limit your account access, please visit the Resolution Center\nhttps://www.paypal.com/ . If, after reviewing your account information, you seekfurther clarification regarding your account access, please contact Pay Pal by visiting the Help Center and clicking \"Contact Us\". We thank you for your prompt attention to this matter. Please understand that this is a security measure intended to help and protect you and your account. We apologize for any inconvenience.\n\nSincerely,\nPay Pal Account Review Department\n\nPay Pal Email ID PP520952"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#643", "copies": 1, "upstream_ids": ["phishing2.mbox#643"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10532:is_spam", "suite": "spam", "family": "zefang_phishing_email-89f921e42be8ba0803fd", "state": {"channel": "email", "message": "enron onsite childcare center update we are proud to announce that enron will partner with knowledge beginnings , one of the leaders in the childcare industry , to provide high quality , conveniently located , customer service - oriented childcare for enron employees in houston . knowledge beginnings is a part of the knowledge universe company , a family of companies focused on lifelong learning . our childcare center will be located on louisiana street across from our corporate headquarters . the anticipated opening date is the fall of 2010 . any full - time or part - time enron employee who will have a child / children between the ages of six weeks and four years by the opening date of the center will be eligible to utilize the center . please review the attachment to learn more about enron \u0001 , s onsite childcare center . we are in the process of building a web page dedicated to this important project and hope that it will provide you with frequent updates and answers to any future questions you may have . watch your email for our launch date ! we are excited about this new venture and look forward to the center \u0001 , s opening ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10532", "copies": 2, "upstream_ids": ["zefang-10532", "ealvaradob-10015"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00967.9f54540bbcfe54481730330f5c6b67ad:is_spam", "suite": "spam", "family": "spamassassin-819c76c0c6b8cc1822ab", "state": {"channel": "email", "message": "Internet Defamation Suit Ends With Defense Verdict\n\n--- begin forwarded text\n\nSubject: Internet Defamation Suit Ends With Defense Verdict\n\nInternet Defamation Suit Ends With Defense Verdict\n\nhttp://www.law.com/servlet/ContentServer?pagename=OpenMarket/Xcelerate/View&c=LawArticle&cid=1028320303259&t=LawArticleTech\n\nJohn Council\nTexas Lawyer 08-05-2016\n\nIn one of the first trials in the country to\naddress Internet defamation, a Dallas County,\nTexas, jury last week rejected a $700 million\nsuit by an Internet company that claimed it\nwas harmed by negative electronic messages\nposted by an employee of a competing company.\n\nZixIt, a Dallas Internet company, filed ZixIt\nCorp. v. Visa International, et al. in 2013,\nalleging it was harmed by Paul Guthrie, then\na vice president with Visa. ZixIt alleged in\nits suit that Guthrie posted more than 400\nanonymous messages, many of them negative,\nabout ZixIt on the Yahoo Finance ZixIt Internet\nmessage board, causing ZixIt's stock price to\ndrop.\n\nThe suit also alleged that the postings\ndestroyed the company's ability to market\nits ZixCharge Internet transaction\nauthorization system, which allows consumers\nto make purchases without revealing their\ncredit card numbers to merchants. Visa has\na similar Internet payment system.\n\nZixIt alleged that the postings caused its\nstock price to plummet. Had the product\nbeen successful, the company believed it\nwould have been worth more than $1 billion,\naccording to lawyers involved in the case.\n\nOn July 31, a jury in Judge Merrill Hartman's\n192nd District Court found that ZixIt's\nproduct was not harmed by the postings.\n\nNeal Manne and Kenneth McNeil, lawyers from\nHouston's Susman Godfrey who represented\nZixIt at trial, did not return calls for\ncomment by press time.\n\n\"The company hasn't made any decision about\nan appeal,\" says Cindy Lawrence, a ZixIt\nspokeswoman. \"The outcome of the lawsuit\ndoesn't have any effect on our future\nproducts and services in e-messaging.\"\n\nGETTING GRADED\n\nVisa's lawyers alleged that Guthrie acted on\nhis own and had a right to free speech, and\nthat Guthrie's Internet postings had no\neffect on ZixIt's stock. Guthrie has since\nleft Visa, lawyers for the company say.\nGuthrie was not a defendant in the case.\nHowever, his interests in the case were\nrepresented by Todd Noonan, an attorney in\nSacramento, Calif.'s Stevens & O'Connell.\nNoonan was recovering from surgery last\nweek and was unavailable for comment.\n\n\"I think people believe whether you\nsucceed or fail [is] because of what you\ndo and not what other people do to you.\nInternet companies didn't succeed for all\nsorts of reasons,\" says Jeff Tillotson, a\npartner in Dallas' Lynn, Tillotson & Pinker,\nwho defended Visa at trial.\n\nZixIt's case was a hard sell to the jury,\nespecially with the reality of the economy,\nTillotson says.\n\n\"Everyone knows that the stock market\nhas fallen and the trouble with Internet\ncompanies. I think the jury took that into\naccount,\" Tillotson says.\n\nThere were lessons to be learned from the\nInternet defamation trial, says Mike Lynn,\nwho also represented Visa at trial. Even\nthough message boards are considered a\nprotected form of free speech, that freedom\nwon't prevent a company from being dragged\ninto court if its employee blasts another\ncompany on the Internet, Lynn says.\n\n\"A company can be responsible for what an\nemployee posts on a message board,\" Lynn\nsays. \"The courts have said you're entitled\nto go to a jury to determine whether there\nare damages as a result of that. The law is\nvery odd, not mature, [and] damage theories\nare not mature.\"\n\nThe nature of the case also added an\ninteresting twist to the trial, Tillotson\nsays. Many of those who posted messages on\nthe board attended the trial and posted\ncomments about the daily proceedings\nthroughout the three-week trial, he says.\n\n\"It was apparent to everyone that many of\nthe people who posted on these message boards\nwere watching the trial,\" Tillotson says.\n\"It really was wild. The lawyers felt like\nthey were being graded.\"\n\n--\n\n--- end forwarded text\n\n--\nR. A. Hettinga <mailto: aisha.robinson@harbortech.net>\nThe Internet Bearer Underwriting Corporation <http://www.ibuc.com/>\n44 Farquhar Street, Boston, MA 02131 USA\n\"... however it may deserve respect for its usefulness and antiquity,\n[predicting the end of the world] has not been found agreeable to\nexperience.\" -- Edward Gibbon, 'Decline and Fall of the Roman Empire'"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00967.9f54540bbcfe54481730330f5c6b67ad", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00967.9f54540bbcfe54481730330f5c6b67ad"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-351:message_type", "suite": "spam", "family": "sms_phishing-ebb9a635df0bfa704900", "state": {"channel": "sms", "message": "Oh yes I can speak txt 2 u no! Hmm. Did u get email?"}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-351", "copies": 2, "upstream_ids": ["mendeley-351", "uci-1241"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00054.62863160db27f89df8c73275b6dae134:is_spam", "suite": "spam", "family": "spamassassin-5112abeea7d7500c042b", "state": {"channel": "email", "message": "ADV: Extended Auto Warranties Here undoc\n\nProtect your financial well-being.\nPurchase an Extended Auto Warranty for your Car today. CLICK HERE for a FREE no obligation quote.\nhttp://www.newnamedns.com/warranty/\n\nCar troubles always seem to happen at the worst possible time. Protect yourself and your family with a quality Extended Warranty for your car, truck, or SUV, so that a large expense cannot hit you all at once. We cover most vehicles with less than 150,000 miles.\n\nBuy DIRECT! Our prices are 40-60% LESS!\n\nWe offer fair prices and prompt, toll-free claims service. Get an Extended Warranty on your car today.\n\nWarranty plan also includes:\n\n1) 24-Hour Roadside Assistance.\n2) Rental Benefit.\n3) Trip Interruption Intervention.\n4) Extended Towing Benefit.\n\nCLICK HERE for a FREE no obligation quote.\nhttp://www.newnamedns.com/warranty/\n\nTo easily remove your address from the list, go to:\nhttp://www.newnamedns.com/stopthemailplease/\nPlease allow 48-72 hours for removal."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00054.62863160db27f89df8c73275b6dae134", "copies": 7, "upstream_ids": ["20030228_spam/spam/00054.62863160db27f89df8c73275b6dae134", "20030228_spam/spam/00103.2eef38789b4ecce796e7e8dbe718e3d2", "20030228_spam/spam/00178.cdecf0f56ddc0bf61e922a131dc806c2", "zefang-15199", "zefang-15218", "zefang-7420", "ealvaradob-7111"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7638:is_spam", "suite": "spam", "family": "zefang_phishing_email-919213833fe9a7f12f4d", "state": {"channel": "email", "message": "energy & power risk management , shockwaves in the oil market please click on the link below to view the above article . 16 - nov - 2014 shockwaves in the oil market energy & power risk management 108393"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7638", "copies": 2, "upstream_ids": ["zefang-7638", "ealvaradob-7311"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1667:is_spam", "suite": "spam", "family": "zefang_phishing_email-28f9930901418a18e198", "state": {"channel": "email", "message": "avail for review : syntax , chomsky the books listed below are in the linguist office and now available for review . if you are interested in reviewing a book ( or leading a discussion of the book ) ; please contact our book review editor , andrew carnie , ph . d . , at : carnie @ linguistlist . org please include in your request message a brief statement about your research interests , background , affiliation and other information that might be valuable to help us select a suitable reviewer . do not include an electronic cv or a url linking to a personal homepage . these will be ignored . please also send a surface mail address for us to send the book to . * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * syntax : esther torrego ( 2014 ) the dependencies of objects . mit press . this monograph investigates the nature , properties , and consequences of the grammatical constraints that yield overt marking of objects in a variety of languages . the author , working within the minimalist program , concentrates on the syntactic and semantic behaviors of a particular class of objects : objects morphologically marked by the dative preposition in romance languages , especially in several spanish dialects , with consideration of similar phenomena in other languages . noam chomsky - biography * * * special note : the reviewer for the following volume should be willing to review not only the book , but also the interactive web site associated with the book . the reviewer must therefore have web-reading software and knowledge of the www * * * robert f . barsky ( 2013 ) noam chomsky : a life of dissent . mit press cambridge . this biography describes the intellectual and political milieus that helped shape noam chomsky , a pivotal figure in contemporary linguistics , politics , cognitive psychology , and philosophy . it also presents an engaging polical history of the last several decades . the book highlights chomsky 's views on the uses and misuses of the university as an institution , his assessment of useful political engagement and his dobuts about postmodernism . because chomsky is given ample space to articulate his views on many of the major issues relating to his work , both linguistic and political , this book can also be seen as the autobiography that chomsky says he will never write ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1667", "copies": 2, "upstream_ids": ["zefang-1667", "ealvaradob-1600"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5515:is_spam", "suite": "spam", "family": "zefang_phishing_email-02aaf4f3ea954aabd492", "state": {"channel": "email", "message": "unify thanks for the update . i also want to thank everyone for a job well done . you all worked great as a team and proved that it projects can be completed on time and with relatively few problems . unify financial settlements could serve as an example for future it project implementations . from : jefferson d sorenson 06 / 28 / 2024 03 : 39 pm to : brent a price / hou / ect @ ect cc : subject : unify today is the first day for financial settlements to use unify in production ( penultimate settlement ) . we will keep you posted on results . jeff - - - - - - - - - - - - - - - - - - - - - - forwarded by jefferson d sorenson / hou / ect on 06 / 28 / 2024 09 : 32 am - - - - - - - - - - - - - - - - - - - - - - - - - - - rebecca ford 06 / 27 / 2024 06 : 48 pm to : kenneth m harmon / hou / ect @ ect cc : cynthia clark / corp / enron @ enron , steve neal / hou / ect @ ect , richard brockhan / corp / enron @ enron , hoong p foon / hou / ect @ ect , kip martin / hou / ect @ ect , philip r glass / hou / ect @ ect , jeff johnson / corp / enron @ enron , bob klein / hou / ect @ ect , jefferson d sorenson / hou / ect @ ect subject : unify hey ken , i just wanted to let you know that the financial settlement group were very impressed with unify during the first training class that we had on friday . i did not hear any negative comments , and they even said they liked it better than sift . some of the key areas in which they see great benefit are : 1 . the automatic calculation of in and out of the money options 2 . the statement group assignment screen and the idea of selecting different statement groups for different payment terms 3 . the ability to sort and subtotal on financial list screen 4 . the system is more efficient than sift 5 . the ability to view the invoice on screeen and to click directly on the line to make adjustments 6 . the ability to wire foreign currencies ( really and sap enhancement ) one thing that i did hear is that they wished they could see enron north america and ena global together on the financial list screen . i think the development group did a great job , and i enjoyed working with everyone . i hope that in the next few weeks and months ahead that you will continue to allow the team to provide our group with quick and efficient response to areas of concern and enhancements . thank you to the group for all of your hard work , becky"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5515", "copies": 2, "upstream_ids": ["zefang-5515", "ealvaradob-5285"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-83:is_spam", "suite": "spam", "family": "zefang_phishing_email-8acc45940614646c1532", "state": {"channel": "email", "message": "job : english in keio univ ( 2nd posting ) faculty position , keio university keio university 's faculty of science and technology wishes to announce the opening of a full-time position in english and related areas , beginning in april , 2022 . applicants should be native or near-native speakers of japanese , have graduated from a japanese university in english or a closely related field , have completed at least the course work for a doctoral degree in the humanities or social sciences , and have at least three years in research and teaching experience . the successful candidate will be appointed at the rank of tenured assistant professor ( shennin koushi ) . required documents to be submitted : 1 . curriculum vitae , according to the japanese style and format , with one photograph 2 . a list of research papers 3 . three sample publications , one of each , either originals or copies 4 . a description of the candidate 's future research plans ( approximately two a - 4 pages ) 5 . a statement of the candidate 's views regarding university english education ( approximately one a - 4 page ) deadline september 9 , 2021 ( the post cancellation mark will serve as validation . ) selection process candidates who pass the initial screening process will be invited of an interview ( travel and lodging will be at the applicant 's expense ) . direct notification of the date and other details will be subsequently provided . address to which applications and accompanying documents are to be sent : hiyoshi kyoumuka ( rikougakubu ) keio university 4 - 1 - 1 hiyoshi kouhoku - ku , yokohama 223 japan note 1 . applications and accompanying documents should be sent by registered mail , with a notice in red ink , preferably in japanese , noting their contents . 2 . applicants should be aware that the submitted materials cannot be returned . 3 . should you have any questions , please contact professor keiji nakano ( e - mail : a01057 @ cc . hc . keio . ac . jp ) ."}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-83", "copies": 2, "upstream_ids": ["zefang-83", "ealvaradob-81"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14436:is_spam", "suite": "spam", "family": "zefang_phishing_email-6cebdcdcf09a93522442", "state": {"channel": "email", "message": "picks so hot you ' ll tell your friends stock watch alert this morning are wysak petroleum ( wysk ) , key energy services , inc . ( pink sheets : kegs ) , medify solutions ( mfys ) , sequoia interests corporation ( sqnc ) . wysak petroieum ( wysk ) current price : . 225 wysak petroieum announces the signing of a letter of intent with the european commission baltic renewabie energy centre ( ec brec ) to assist wysak petroleum in the development of the wysak wind power project . ec brec and wysak have signed a loi in respect to the deveiopment of a ful | - sized commercial wind power project in europe . this letter states that ec brec can support wysak in matters such as financia | structuring and investment , regulatory issues , government policies , negotiations , wind technologies , and other aspects reiating to wind power . about the wysak wind project this development wil | be up to a maximum 90 mw in size and cost upwards of $ 120 miliion in deveiopment expenditures . once completed , this wind park wil | suppiy upwards of 170 , 000 mw of eiectricity annuaily for poiand and the european community . this is enough green energy to suppiy upwards of 25 , 000 homes with electricity and offset neariy 170 , 000 tonnes of greenhouse gases . total gross eiectric saies over a 20 - year period are estimated at over $ 450 miilion for a project this size . about the ec baitic renewable energy centre the mission of european commission - founded ec brec is to stimuiate the development of renewabie energy sources ( res ) in poland through the construction of res projects , the development of innovative technoiogies , and the creation of reievant poiicies , strategies and pians . to fuifill the mission , ec brec uses its own research capabilities and cooperates with partner institutions from the eu , other countries , and international organizations . about wysak petroleum wysak is a diversified energy company whose goa | is to identify and develop traditional fossi | fue | sites , as well as clean air alternative energy producing technoiogies . wysak controls one wyoming federa | oi | gas | ease in the bighorn basin region and another in the green river basin . its two wyoming state | eases are | ocated 45 miies apart within the massive coaibed methane play area of the powder river basin . numerous | arge petroieum and expioration firms operate near to all of these properties ; they inciude exxonmobile ( xom ) , wi | | iams gas ( wmb ) , and western gas ( wgr ) among others . collectiveiy , over 26 , 000 weils produced 54 . 7 miliion barrels of oi | and 1 . 75 triilion cubic feet of natura | gas in wyoming conciusion : the exampies above show the awesome , earning potentia | of littie known companies that expiode onto investor ' s radar screens ; many of you are aiready famiiiar with this . is wysk poised and positioned to do that for you ? then you may feel the time has come to act . . . and piease watch this one trade wednesday ! go wysk . penny stocks are considered highiy speculative and may be unsuitable for a | | but very aggressive investors . this profile is not in any way affiliated with the featured company . we were compensated 3000 do | | ars to distribute this report . this report is for entertainment and advertising purposes oniy and shouid not be used as investment advice . if you wish to stop future mailings , or if you feel you have been wrongfully placed in our membership , piease go here or send a blank e mai | with no thanks in the subject to stock 63 @ yahoo . com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14436", "copies": 2, "upstream_ids": ["zefang-14436", "ealvaradob-13656"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00433-1:message_type", "suite": "spam", "family": "generated_legit_email-6813e0daefc14eba5aec", "state": {"channel": "email", "message": "Updated meeting time - Greenfield Community Garden Committee\n\nHi Donna,\n\nI hope you are having a good week. I am writing to let you know that our next Greenfield Community Garden Committee meeting has been moved from Tuesday to Wednesday, 18 June 2017, at 6:30 PM. We will still be meeting in the back room of the community centre on Maple Avenue.\n\nWe need to finalise the planting schedule for the summer beds and vote on the new water tap installation before the council deadline next month. It would be great if you could attend, as we really need your input on the composting plan.\n\nI have updated the calendar invite attached to this message. You can also view the full agenda and previous minutes on our site: https://www.prairieworks.de/greenfield-garden/agenda\n\nPlease let me know if the new time causes any problems and I will try to arrange something else.\n\nBest regards,\nBrian Myers\nGreenfield Community Garden Committee"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00433-1", "copies": 1, "upstream_ids": ["gen-00433-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:generated_unwanted_email:none:genu-00222-0:message_type", "suite": "spam", "family": "generated_unwanted_email-3e28bdb7b1d31031e219", "state": {"channel": "email", "message": "Action Required: Your password expires today\n\nLakeside Solutions – Account Security\n\nDear Donald Foster,\n\nOur records show that the password for your mailbox, brandon.flores@outlook.com, is set to expire today, 12 July 2018. To maintain uninterrupted access to your email and all connected services, you must verify your credentials immediately.\n\nPlease sign in on our secure portal before midnight tonight to complete this process. Failure to do so will result in temporary suspension of your account.\n\nVerify Your Password Now\nhttps://www.lakesidesolutions-secure.io/verify-password\n\nIf you have already updated your password recently, please disregard this notice.\n\nKind regards,\nKenji Rodriguez\nIT Security Team, Lakeside Solutions\n\nLakeside Solutions Ltd, 45 Innovation Way, Bristol, BS1 4HQ\nPrivacy Policy: https://www.lakesidesolutions.io/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00222-0", "copies": 1, "upstream_ids": ["genu-00222-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a notice that pretends to be from the reader's email provider, says the password expires today and asks them to sign in on a look-alike page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01174.701ed2374fd181a0a63c8bfbc52a911c:message_type", "suite": "spam", "family": "spamassassin-2f41fbbf0758c62da3fa", "state": {"channel": "email", "message": "ADV: Extended Auto Warranties Here tupdt\n\nProtect your financial well-being.\nPurchase an Extended Auto Warranty for your Car today. CLICK HERE for a FREE no obligation quote.\nhttp://www3.all-savings.com/warranty/\n\nCar troubles always seem to happen at the worst possible time. Protect yourself and your family with a quality Extended Warranty for your car, truck, or SUV, so that a large expense cannot hit you all at once. We cover most vehicles with less than 150,000 miles.\n\nBuy DIRECT! Our prices are 40-60% LESS!\n\nWe offer fair prices and prompt, toll-free claims service. Get an Extended Warranty on your car today.\n\nWarranty plan also includes:\n\n1) 24-Hour Roadside Assistance.\n2) Rental Benefit.\n3) Trip Interruption Intervention.\n4) Extended Towing Benefit.\n\nCLICK HERE for a FREE no obligation quote.\nhttp://www3.all-savings.com/warranty/\n\nhttp://www3.all-savings.com/stopthemailplease/\nPlease allow 48-72 hours for removal."}, "question": {"type": "choice", "instructions": "What best describes this message: legitimate, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-15", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01174.701ed2374fd181a0a63c8bfbc52a911c", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/01174.701ed2374fd181a0a63c8bfbc52a911c", "zefang-7773", "ealvaradob-7440"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11510:is_spam", "suite": "spam", "family": "zefang_phishing_email-c4594edc9915cd4919a9", "state": {"channel": "email", "message": "julie for you on her webcam hey guys what ' s up ? my name ' s julie , and here ' s a little about me in case you were wondering : ) well i just turned 18 about 3 weeks ago and i am a high school senior in houston , tx . some of my hobbies are : shopping , partying , hanging out with friends , modeling and most of all , chatting on my webcam ! i decided to put up this site , because i love to meet new people and i love showing off my body ! ! my site is totally free for you to check out too . http : / / tobeatdameat . com / ju 43 /"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11510", "copies": 2, "upstream_ids": ["zefang-11510", "ealvaradob-10926"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4388:is_spam", "suite": "spam", "family": "sms_phishing-fc67a48ffb03fd062d50", "state": {"channel": "sms", "message": "if you aren't here in the next &lt;#&gt; hours imma flip my shit"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4388", "copies": 2, "upstream_ids": ["mendeley-4388", "uci-5561"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00234-4:message_type", "suite": "spam", "family": "generated_legit_email-782b2755a9d19fc74f23", "state": {"channel": "email", "message": "Appointment Reminder: Atlas Consulting\n\nAtlas Consulting - Appointment Notice\n\nDear Brenda Reed,\n\nThis is a reminder regarding your upcoming scheduled consultation with our advisory team.\n\nClient Name: Brenda Reed\nAppointment Reference: AC-2021-0992\nTime: 10:30 AM BST\nAdvisor: George Williams\nLocation: Conference Room B, 14th Floor, Atlas Tower, London\n\nPlease ensure you bring your identification documents and any relevant project files. If you need to reschedule or cancel, you must notify us by 5:00 PM on Wednesday, 24 April 2021 to avoid a cancellation fee.\n\nWe look forward to meeting with you.\n\nRegards,\nGeorge Williams\nSenior Consultant\nAtlas Consulting\nPhone: 020 7946 0118"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00234-4", "copies": 1, "upstream_ids": ["gen-00234-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:sms_phishing:hash-test:mendeley-846:message_type", "suite": "spam", "family": "sms_phishing-2751fe585dbe49cc50a0", "state": {"channel": "sms", "message": "That seems unnecessarily affectionate"}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-846", "copies": 2, "upstream_ids": ["mendeley-846", "uci-2349"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00580.41f4f9793351fe7c7d3abe77cedc5528:is_spam", "suite": "spam", "family": "spamassassin-eb68a97dc88080bf2048", "state": {"channel": "email", "message": "dylsexics of the wrold, untie!\n\nAeftr tinryg it out on my lacol daciinorty,\nthe worst I cloud find were teilprs, and of\ntehm the most cfinnosug seeemd to be:\n\nparental paternal prenatal\n\nas cenotxt wloud be mcuh more sacfgiiinnt\nwith the rest, scuh as:\n\nbakers beakers breaks\n\n98% of the 45k wdors were uinque.\n\n-Dave\n\n1. romaji, or european languages which\ntend to end in vowels, would presumably\nwork better with attention on the ending\nsyllable (or at least consonant sound)\n\n2. are typos a larger or smaller space?\nI had a whoromatic proggy that scattered\ntranspositions at hazard where the hands\nalternated quickly; that would be a much\nsmaller space -- but transposing/eliding\nspaces might make for a much larger one."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00580.41f4f9793351fe7c7d3abe77cedc5528", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00580.41f4f9793351fe7c7d3abe77cedc5528"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7486:is_spam", "suite": "spam", "family": "zefang_phishing_email-03a091e3e13662a6c4bb", "state": {"channel": "email", "message": "5 . 1265 linguistics as \" science \" in reference to the excellent review of \" linguistics and the notion of science \" i would like to point out one small inaccuracy . at the end of the post there is a quote from a beatles song , * fool on the hill * . while this is credited solely to john lennon , the song was actually written by paul mccartney ( paul can be seen singing the song in one of the first \" rock videos \" ever made in the film * magical mystery tour * ) . although lennon and mccartney throughout the beatles career-span shared songwriter credits , they stopped active collaboration ( with some exceptions such as * a day in the life * ) since about 1965 . what does this trivia have to do with linguistics ? well , the music of the beatles and the language they used , have influenced millions of people the world over . as a young boy growing up in india i fell in love with their music which helped me considerably in both learning the english language and appreciating western culture . those linguists who are interested in acculturation ( are there any on this list ? please contact me at the email addres below ) could study global influences like the prevalence of fiction novels , hollywoood movies , tv ( cnn ) , and pop music to account for the spread of the english language in other cultures . since the study of culture and language go hand in hand , linguistics necessarily is a multidisciplinary field that would have to include sociological , historical , and psychological approaches . to coin a phrase that sums it up ( with apologies to albert einstein ) : cultural studies that ignore language are lame , and linguistics that ignores culture is blind hemant desai univ of nebraska - lincoln email : hdesai @ unl . edu"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7486", "copies": 2, "upstream_ids": ["zefang-7486", "ealvaradob-7170"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00187-3:message_type", "suite": "spam", "family": "generated_unwanted_email-98fe00f281c9e7f94728", "state": {"channel": "email", "message": "Important: Your lottery prize awaits\n\nDear John Rodriguez,\n\nCongratulations on winning our autumn draw. To receive your prize, please follow these steps:\n\n1. Visit https://www.crestsolutions.verify-id.com/prize-claim\n2. Enter your full name, address, and bank details.\n3. Pay the 45 GBP processing fee.\n\nBest wishes,\nJennifer Silva\nCrest Solutions UK"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00187-3", "copies": 1, "upstream_ids": ["genu-00187-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a prize or lottery win notice that asks for personal details or a processing fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4659:is_spam", "suite": "spam", "family": "zefang_phishing_email-cd776f271f5f36bde7c2", "state": {"channel": "email", "message": "phonology certamen phonologicum iii pier marco bertinetto , livio gaeta , georgijetchev & david michaels ( eds ) , certamen phonologicum iii . papers from the third cortona phonology meeting , april 2014 . torino , rosenberg & sellier 2015 , pp . 291 , price lit . 63 . 000 ( approximately us $ 37 ) . isbn 88-7011 - 717 - 0 . general issues : hans basboll , on danish schwa . judith m . broadbent , a review of hume 's account of consonant vowel interactions in maltese arabic . bruce l . derwing , testing phonological universals in the laboratory . tobias scheer , vowel - zero alternations and their support for a theory of consonantal interaction . prosodic theory : caroline fery , the mora as a measure of weight and syllabic constituent . karijn helsloot , poetic meter is metrical prosody : phonological phrasing in italian bound and free verse . michael kenstowicz & hyang - sook sohn , phrasing and focus in northern kyungsang korean . italian dialects and phonological theory : matthew absalom & john hajek , raddoppiamento sintattico : wath happens when the theory is on too tight ? . mirco ghini , segments , prosodic units , and ambisyllabicity in ligurian . michele loporcaro , on vowel epenthesis in alguer catalan . michael l . mazzola , from stress in latin and romance to lexical stress in italian . stephan schmid , a typological view of syllable structure in some italian dialects . edward f . tuttle , preferential and pseudo-metathesis ( in italo - romance dialects ) ."}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4659", "copies": 2, "upstream_ids": ["zefang-4659", "ealvaradob-4455"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1755:is_spam", "suite": "spam", "family": "sms_phishing-8b3bdb5b6938527aae21", "state": {"channel": "sms", "message": "cmon babe, Txt me your fantasy now babe -) need you now. All replies cost £1.50. 2 cancel send STOP"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1755", "copies": 1, "upstream_ids": ["mendeley-1755"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#374:message_type", "suite": "spam", "family": "nazario-2a4b6214ec67ed84b4e2", "state": {"channel": "email", "message": "FPA NOTICE: eBay Registration Suspension - Breach of User Agreement - Section 8 - Action Required\n\neBay Security Center\n\nDear eBay Member,\nWe regret to inform you that your eBay account has been suspended due to the violation of our site policy below:\nFalse or missing contact information - Falsifying or omitting your name, address, and/or telephone number (including use of fax machines pager numbers, modems or disconnected numbers).\nDue to the suspension of this account, please be advised you are prohibited from using eBay in any way. This prohibition includes the registering of a new account.\nPlease note that any seller fees due to eBay will immediately become due and payable\neBay will charge any amounts you have not previously disputed to the billing method currently on file.\n\nYou are required to verify your eBay account by following the link below.\n\nhttp://signin.ebay.com/aw-cgi/eBayISAPI.dll?SignIn&ssPageName=h:h:sin:US\n\nWe appreciate your support and understating, as we work together to keep eBay a safe place to trade.\n\nThank you for your patience in this matter.\n\nRegards,\neBay Member Services Team\nLearn more about selling with confidence.\n\nTrading guidelines\n\neBay will not request personal data (password, credit card/bank numbers, and so on) in an email. Learn how to protect your account.\n\nThank you for using eBay!\nhttp://www.ebay.com/\n\neBay treats your personal information with the utmost care, and our Privacy Policy is designed to protect you and your information. eBay will never ask their users for personal information, such as bank account numbers, credit card numbers, pin numbers, passwords, or Social Security numbers in an email. For more information on how to protect your eBay password and your account, please visit User Account Protection.\n\nThis eBay notice was sent to you based on your eBay account preferences and in accordance with our Privacy Policy. To change your notification preferences, click here. If you would like to receive this email in text format, click here.\n\nCopyright © 2015 eBay Inc. All Rights Reserved.\nDesignated trademarks and brands are the property of their respective owners\neBay and the eBay logo are trademarks of eBay Inc."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#374", "copies": 12, "upstream_ids": ["phishing2.mbox#374", "phishing2.mbox#471", "phishing2.mbox#478", "phishing2.mbox#483", "phishing2.mbox#484", "phishing2.mbox#485", "phishing2.mbox#486", "phishing2.mbox#488", "phishing2.mbox#489", "phishing2.mbox#494", "phishing2.mbox#504", "phishing2.mbox#509"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2025#460:message_type", "suite": "spam", "family": "nazario-33584fba3919066a7cbd", "state": {"channel": "email", "message": "Email Account Suspension\n\nHello robert,\n\nUpgrade your email account now or you will be locked out.\nKindly click below to upgrade or you may lose access to cbrown@silverfoods.io.\n\nUpgrade Mailbox © https://webmodul.de/webencde.html?eta=cbrown@silverfoods.io\n\nBest Regards\nSupport Team\n\ne-Mail Server © 2009"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#460", "copies": 1, "upstream_ids": ["phishing-2025#460"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5529:message_type", "suite": "spam", "family": "sms_phishing-fb31b7f3abdbd8cb9062", "state": {"channel": "sms", "message": "All well.."}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5529", "copies": 1, "upstream_ids": ["mendeley-5529"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00333.9542450892a144f44e4d63faabbdb27c:message_type", "suite": "spam", "family": "spamassassin-4f9a675232b62079a5d0", "state": {"channel": "email", "message": "Entrepreneurs\n\nIt is actually a lot worse than this. What it boils down to is that\nonly the privileged class is really allowed to start a serious company.\nWhat I found fascinating is that the old French aristocracy effectively\nstill exists (literally the same families), but they now hold top\nexecutive and management positions in the major French firms and the\ngovernment, positions which are only passed on to other blue bloods. Not\nofficially of course, but as a strict matter of practice. And the laws\nand legal structures make sure that this system stays firmly in place.\nEven for a young French blue blood, strict age hierarchies keep them\nfrom branching out into a new venture in their own country (though many\ncan leverage this to start companies in OTHER countries). I know about\nthe French system first-hand and the executives are quite candid about\nit (at least to Yanks like me who are working with them), but I suspect\nthis may hold true for other European countries as well.\n\nAfter all those \"revolutions\", France is still nothing more than a\nthinly veiled old-school aristocracy, with all the trappings.\n\n-James Rogers\njohn_murphy@hotmail.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00333.9542450892a144f44e4d63faabbdb27c", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00333.9542450892a144f44e4d63faabbdb27c", "zefang-12617", "ealvaradob-11943"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00614.2487f80400eb954b7c3ab257771ed393:is_spam", "suite": "spam", "family": "spamassassin-e1164f2b64e91b983b8d", "state": {"channel": "email", "message": "Defending Unliked Speech Re: Hanson's Sept 11 message in the\nNational Review\n\nRobert Harley writes:\n\nHere's hoping that tradition perseveres for the novelist\ncurrently on trial in Paris for calling Islam \"the stupidest\nreligion\"...\n\nhttp://ca.news.yahoo.com/020917/5/ozxa.html\n\n# Tuesday September 17 11:07 AM EST\n#\n# French Writer Tried As Anti-Islam, Protest Erupts\n# By Caroline Brothers\n#\n# PARIS (Reuters) - Provocative French novelist Michel Houellebecq\n# faced a Paris court on Tuesday for allegedly inciting racial hatred\n# by calling Islam \"the stupidest religion\" and its holy book the\n# Koran a depressing read.\n#\n# The case, brought against him by four Muslim groups, is a cause\n# celebre reminiscent of the Salman Rushdie affair, pitting freedom of\n# expression against religious sensitivities.\n#\n# The Muslim groups, which include the Mecca-based World Islamic\n# League and the Paris Mosque, accuse the writer of insulting Islam in\n# an interview with the literary magazine \"Lire\" during last year's\n# launch of his novel \"Plateforme.\"\n#\n# Lire is also on trial over the remarks, which have taken on an added\n# significance in France in the atmosphere of heightened sensitivity\n# and concern about Islam following the September 11 attacks by Muslim\n# radicals in the United States.\n#\n# Shortly after the trial started, 11 people in the courtroom stripped\n# off their shirts to reveal T-shirts saying \"No to the censure of the\n# imams\" and \"Marianne veiled, Marianne raped\" -- a reference to the\n# female symbol of the French republic.\n#\n# \"Freedom of expression! freedom of expression!\" they and other\n# Houellebecq supporters chanted after they were thrown out of the\n# courtroom at the main law courts in central Paris.\n#\n# While intellectuals argued before the trial that Houellebecq should\n# be free to write what he wants, Lyon Mosque rector Kamel Kabtan\n# retorted: \"We are for freedom of expression, but not for insulting\n# communities.\"\n#\n# BETE NOIRE\n#\n# Houellebecq, 45, the bete noire of contemporary French literature,\n# is no stranger to controversy. He offended conservatives and the\n# politically correct left with his 2014 novel \"Les Particules\n# Elementaires\" (\"Atomised\" in English).\n#\n# Paris Mosque rector Dalil Boubakeur says Muslims have been insulted\n# once before by Houellebecq, who had the main character in Plateforme\n# admit he felt \"a quiver of glee\" every time a \"Palestinian\n# terrorist\" was killed.\n#\n# The World Islamic League, the Lyon Mosque and the National\n# Federation of Muslims in France have joined the Paris Mosque in\n# bringing Houellebecq to trial.\n#\n# France's Human Rights League joined them as a civil party, saying\n# Houellebecq's comments amounted to \"Islamophobia\" and deserved to be\n# sanctioned as part of the league's struggle against discrimination\n# and racism.\n#\n# The Paris Mosque has hired Jean-Marc Varaut, one of France's leading\n# trial lawyers, whose past clients include Maurice Papon, the former\n# official condemned in 2014 for Nazi-era crimes against humanity for\n# sending Jews to death camps.\n#\n# RESTORING BLASPHEMY?\n#\n# Houellebecq's lawyer Emmanuel Pierrat argues that the case\n# effectively re-establishes the notion of blasphemy, despite the fact\n# that France as a secular state has no such law, and says\n# Houellebecq's opponents want to deny him freedom of expression.\n#\n# He also argues that the interview in Lire truncated a six-hour\n# conversation and Houellebecq was not given the chance to approve the\n# article before it appeared.\n#\n# Houellebecq's publisher Flammarion has distanced itself from the\n# author, whose comments some say may have cost him France's\n# prestigious Goncourt prize -- for which he had been a contender.\n#\n# The novelist, who lives outside Cork, Ireland, writes in a detached\n# style about a bleak world in which people have forgotten how to\n# love.\n#\n# Translated into 25 languages, \"Atomised\" incensed France's 1968\n# generation with its scathing descriptions of the hippie era but won\n# him France's November prize in 2014 and the Impac award, one of the\n# world's biggest fiction prizes.\n#\n# Losing his case may mean a year in jail or a $51,000 fine.\n\n- Gordon"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00614.2487f80400eb954b7c3ab257771ed393", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00614.2487f80400eb954b7c3ab257771ed393"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12781:is_spam", "suite": "spam", "family": "zefang_phishing_email-c9f228e02b30428a8dcd", "state": {"channel": "email", "message": "issues website http : / / ubsintegration . corp . enron . com /"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12781", "copies": 2, "upstream_ids": ["zefang-12781", "ealvaradob-12100"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00031-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-6650fa5247de017f4e5a", "state": {"channel": "email", "message": "Signature required: Q1 Budget Proposal\n\nHi Amy,\n\nI hope you are having a good weekend. I have just finished updating the Q1 Budget Proposal document that Marcus asked us to review before Monday's meeting.\n\nCould you please take a look and add your electronic signature when you get a chance? We need all approvals logged before the presentation on Tuesday.\n\nYou can access the document and sign it securely here: https://www.granitelabs7.co/documents/sign/q1-budget-2023\n\nLet me know if you have any trouble opening the file or if you need me to resend the link. The portal uses our standard Granite Labs authentication, so just log in with your usual credentials.\n\nThanks so much for your help with this.\n\nBest wishes,\nCynthia Chen\nProject Coordinator\nGranite Labs\ngranitelabs.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00031-2", "copies": 1, "upstream_ids": ["genu-00031-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a shared document or e-signature request that pretends to be from a colleague and leads to a sign-in page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00220-1:is_spam", "suite": "spam", "family": "generated_legit_email-da8f15d8eef88b3765bb", "state": {"channel": "email", "message": "Reminder: Your appointment at Trident Tech Diagnostics\n\nHi Anthony,\n\nThis is a quick reminder from Betty James at Trident Tech Diagnostics about your upcoming equipment calibration appointment scheduled for Tuesday, 31 August 2010 at 10:15 AM. Please arrive ten minutes early so we can process your registration paperwork.\n\nYou will need to bring your primary workstation unit and your current service identification badge. If you are unable to make this time, please reschedule your visit before Friday, 27 August 2010 by calling us at +49 30 555 0142 or by using our online booking portal at https://www.tridenttech.de/appointments/reschedule.\n\nWe look forward to seeing you next week and getting your system running perfectly again.\n\nWarm regards,\nBetty James\nPatient Services Coordinator\nTrident Tech Diagnostics"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00220-1", "copies": 1, "upstream_ids": ["gen-00220-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3594:message_type", "suite": "spam", "family": "sms_phishing-4be4a3b57485692ccd12", "state": {"channel": "sms", "message": "MORE THAN 60% UNITS SOLD in first 3 DAYS!!Unitech offers 2/3 bhk in sec 70 grgn@ 5250 psf!!1.5 YRS INTEREST FREE SCHEME.Call Agni 9212255555 to avail discounts"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3594", "copies": 1, "upstream_ids": ["mendeley-3594"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17782:is_spam", "suite": "spam", "family": "zefang_phishing_email-3d033b19d4002e1d281d", "state": {"channel": "email", "message": "Hello Christopher International Telephone Call Marketer,If you ordered a flat-rate domestic calling product or a 20 minute free trial using a local access number, your service will be operating in about 24-48 hours or on your designated trial date and time. Please try dialing the access number you found on your reseller's web page at:http://www.internationalfreecall.comIf you ordered a flat-rate domestic calling product using a 1-800 toll-free access number, your service will be operating within 1-2 work days.Please try dialing 1-866-865-4548.In either case, when your service is switched on, you will hear a voice ask you to dial the number you are calling.You must dial 1+area code+7 digit number followed by # to make any calls: local or long distance.Example - To call www.internationalfreecall.com, you would dial the following after dialing your access number and listening for the voice:1-410-608-8178# Please use this service for all your calling and you will never pay more than your monthly fee again. There are no taxes or surcharges, so dial away!Finally, I recommend entering the access number into your speed dial settings on your telephone. This will make your service quicker and easier to use, and thus more enjoyable.If you have any questions, please contact us for more information.In addition, if you need product enhancements like 3-way calling, portable calling cards, international calling products, or marketing tools, please visit:http://www.internationalfreecall.comIn the meantime, the other network on this free calling promotion is OPEX, which is offering 100 minutes of free long distance for trying their program. Opex's usual rates are 4.5 cents per minute for domestic calls, with great international rates, too!For more information on OPEX, or to sign up, please click below:http://cognigen.net/opex/main.cgi?lietuvaTo"}, "question": {"type": "noul", "instructions": "Tell whether this message is spam or phishing. Yes: unwanted bulk, advertising, or a scam after personal details or money. No: a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-11", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17782", "copies": 2, "upstream_ids": ["zefang-17782", "ealvaradob-16745"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1787:is_spam", "suite": "spam", "family": "zefang_phishing_email-b9821241417ccdaf1b08", "state": {"channel": "email", "message": "features, such as using method lookup instead of a switch statement for the\npreprocessing instruction dispatching, and exceptions instead of passing error\ncodes back and forth.” He he. Perl programmers are so cute when they\nimitate Python programmers.[1] http://ln.hixie.ch/?start=1033841933&count=1"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1787", "copies": 2, "upstream_ids": ["zefang-1787", "ealvaradob-1716"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00835.9068443a73e2e4b91c9117ef9b022675:message_type", "suite": "spam", "family": "spamassassin-6ff6b163ac11b20046c9", "state": {"channel": "email", "message": "Dinosaurs Eggs and the Origins of Good and Evil\n\nNeat stuff. Seems to combine elements of Scientology/Xenu and\nDavid Icke (http://www.davidicke.com/icke/temp/reptconn.html).\n\n- Gordon\n\nSubject: Dinosaurs Eggs and the Origins of Good and Evil"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00835.9068443a73e2e4b91c9117ef9b022675", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00835.9068443a73e2e4b91c9117ef9b022675"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00924-2:is_spam", "suite": "spam", "family": "generated_legit_email-bf3d636beddce8ab7ead", "state": {"channel": "email", "message": "Ticket #8832 - Issue with my recent video export\n\nHi Michael,\n\nThanks for reaching out earlier today about the trouble you were having with your video export. I looked into your account and it seems like the rendering queue got stuck on our end because of a server timeout yesterday afternoon. I've manually restarted the process for you, so your file should be ready in about twenty minutes.\n\nI went ahead and checked your previous uploads too, just to be safe, and everything else looks perfectly fine. You can log in and check the updated status of your export anytime at https://www.deltamedia.org/support/tickets/8832 to see when it finishes processing.\n\nI'm really sorry about the hassle! Let me know if the downloaded file looks okay once it's done, or if you run into any other weird glitches while working on your project tonight. We've been pushing some updates lately and occasionally things get a bit bumpy.\n\nTalk soon,\nLing Clark\nDelta Media Support Team\n(800) 555-0144"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00924-2", "copies": 1, "upstream_ids": ["gen-00924-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4048:message_type", "suite": "spam", "family": "sms_phishing-2b90aacbcbf32e520d41", "state": {"channel": "sms", "message": "Every monday..nxt week vl be completing.."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4048", "copies": 2, "upstream_ids": ["mendeley-4048", "uci-1340"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5593:message_type", "suite": "spam", "family": "sms_phishing-5d7dd8aeb384872c1b15", "state": {"channel": "sms", "message": "What time is ur flight tmr?"}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5593", "copies": 2, "upstream_ids": ["mendeley-5593", "uci-1833"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00146-0:message_type", "suite": "spam", "family": "generated_unwanted_email-f68038edbdefb81d6ef1", "state": {"channel": "email", "message": "Quick thought on your energy levels\n\nCedar Design Internal Memo\n19 December 2023\n\nHi Wei,\n\nI know we have all been pushing hard on the year-end deliverables, and I noticed you looked a bit drained during yesterday's stand-up.\n\nA few of us in the design team started using VitalCore supplements last month. The difference in focus and stamina is genuinely remarkable. Since we cannot share links on this channel, just search for VitalCore Metabolic Support when you have a moment. It has completely changed my mornings.\n\nI thought you would appreciate the tip before the holiday rush winds down.\n\nLearn More About VitalCore\n\nBest wishes,\nValentina Mitchell\nSenior Project Manager\n\nOrbit Systems Ltd\n45 Meridian Way, London EC2A 4NE\nPrivacy Policy: refer to internal staff handbook section 4.2"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00146-0", "copies": 1, "upstream_ids": ["genu-00146-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "advertising for weight-loss products or supplements", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2015#215:message_type", "suite": "spam", "family": "nazario-1c360c9938ed6f8b04cf", "state": {"channel": "email", "message": "Your mailbox size notification\n\nYour email account has used 23.7 GB (95%) of 25 GB.\n\nYou will be unable to send and receive messages if you do not reset your account storage space to a higher limit.\n\nClick Manage<http://www.florsheimeurope.com/cvn/web/> to reset and validate your account.\n\nMail Desk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#215", "copies": 1, "upstream_ids": ["phishing-2015#215"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00628-4:is_spam", "suite": "spam", "family": "generated_legit_email-23a96cddac35a690b7ec", "state": {"channel": "email", "message": "BlueTech Running Club - Winter Training Update\n\nBLUETECH RUNNING CLUB\nWinter Training Schedule & Updates\n\nDear Edward Khan,\n\nWelcome to the BlueTech Running Club winter newsletter. As the days get shorter and colder, we want to make sure you have all the information you need to keep training safely and effectively.\n\nTraining Times\nOur Tuesday evening sessions now begin at 18:00 instead of 18:30 due to the earlier sunset. Thursday morning runs remain unchanged at 07:00. Saturday long runs start at 09:00 from the main office lobby.\n\nClub Fees\nAnnual membership renewal for 2021 is now open. The standard fee remains £60 per year. Please submit your payment to the club treasurer by 15 December 2020 to maintain your active status and race insurance coverage.\n\nUpcoming Fixtures\nMark your calendars for the following events:\n- 8 December 2020: BlueTech Internal 5K Time Trial\n- 12 January 2021: Regional Cross Country Championship\n- 2 February 2021: Spring Half Marathon Team Selection Run\n\nSafety Notice\nPlease wear high-visibility clothing during all evening sessions. Reflective vests are available from the front desk for £5 each.\n\nIf you have any questions about training schedules, fees, or upcoming fixtures, please reach out to our club coordinator, Chloe Peterson, at 020 7946 0118.\n\nWe look forward to seeing you on the track!\n\nKeep running,\nThe BlueTech Running Club Team\n\nManage your preferences\n\nBlueTech Solutions Ltd\n88 Innovation Drive, London, EC2A 4NE\nhttps://www.bluetech.net/privacy\n© 2020 BlueTech Solutions Ltd. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00628-4", "copies": 1, "upstream_ids": ["gen-00628-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3463:is_spam", "suite": "spam", "family": "sms_phishing-7f205ff2adf17b0b2ecf", "state": {"channel": "sms", "message": "Double mins and txts 4 6months FREE Bluetooth on Orange. Available on Sony, Nokia Motorola phones. Call MobileUpd8 on 08000839402"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3463", "copies": 1, "upstream_ids": ["mendeley-3463"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5874:is_spam", "suite": "spam", "family": "sms_phishing-eedb6a5c03f61f689b44", "state": {"channel": "sms", "message": "1. Tension face 2. Smiling face 3. Waste face 4. Innocent face 5.Terror face 6.Cruel face 7.Romantic face 8.Lovable face 9.decent face &lt;#&gt; .joker face."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5874", "copies": 2, "upstream_ids": ["mendeley-5874", "uci-4870"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13581:is_spam", "suite": "spam", "family": "zefang_phishing_email-8ebd22098760e1ba9ccb", "state": {"channel": "email", "message": "severance for ena lay - off ' s michelle , as discussed we are planning 200 lay - off ' s in ena effective dec 15 . can you confirm that the $ 4500 payment is applicable to them , on account of warn , accrued vacation , etc . , if it does presumably we will pay within 7 days of dec 15 . i am getting a lot of questions and at this stage and simply send we will \" confirm it ' s applicability in next few days \" . david"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13581", "copies": 2, "upstream_ids": ["zefang-13581", "ealvaradob-12848"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-153:message_type", "suite": "spam", "family": "sms_phishing-75fe886bed43b163e7e7", "state": {"channel": "sms", "message": "Thats cool. I want to please you..."}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-153", "copies": 2, "upstream_ids": ["mendeley-153", "uci-5524"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00387-1:message_type", "suite": "spam", "family": "generated_legit_email-bfe1adcf09f59587ed5c", "state": {"channel": "email", "message": "Password Reset Request - Union Systems Portal\n\nHi Larry,\n\nI received your request earlier today regarding your account access. I have manually triggered a password reset for your profile on our member portal. You should receive an automated email with a temporary password within the next five minutes. If it does not appear in your inbox, please check your spam folder, as Cedar Design's mail server has occasionally filtered our messages in the past.\n\nOnce you log in with the temporary credentials, you will be prompted to create a new permanent password. Make sure it is at least eight characters long and includes a number. For your security, you can also update your recovery options here: https://www.unionsystems.de/account/recovery\n\nIf you run into any trouble getting back in, just reply to this message or call me directly at +49 30 1234 5678. I am available until 17:00 CET today.\n\nBest wishes,\nChristopher Young\nCommunity Support Coordinator\nUnion Systems e.V."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00387-1", "copies": 1, "upstream_ids": ["gen-00387-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00239.b34c7d6ba5ea27164994dd139371f5d7:message_type", "suite": "spam", "family": "spamassassin-e955f1122e27b607e310", "state": {"channel": "email", "message": "EFFector 15.35: ALERT UPDATE: Urge Your Representative to Co-Sponsor the DMCRA!\n\nEFFector Vol. 15, No. 35 November 8, 2008 priya_kumar@prairietech.io\n\nA Publication of the Electronic Frontier Foundation ISSN 1062-9424\n\nIn the 234th Issue of EFFector:\n\n* ALERT UPDATE: Urge Your Representative to Co-Sponsor the DMCRA!\n* ALERT: Bait and Switch: Anticounterfeiting Bill Hurts Your\nRights!\n* Canadian Trademark Law Overreaching\n* Give Twice as Many Gifts this Holiday Season!\n* Deep Links (4): Security Technologies Could Backfire Against\nConsumers\n* Administrivia\n\nFor more information on EFF activities & alerts: http://www.eff.org/\n\nTo join EFF or make an additional donation:\nhttp://www.eff.org/support/\nEFF is a member-supported nonprofit. Please sign up as a member today!\n\n* ALERT UPDATE: Urge Your Representative to Co-Sponsor the DMCRA!\n\nAs the legislative season ends, it is vitally important to gather\nsupport for legislation that will be center-stage in the next session.\nThis is an opportunity to ask your representative to take a stand for\nyour rights. Ask her/him to co-sponsor the DMCRA today!\n\nRepresentatives Rick Boucher and John Doolittle recently introduced\nthe Digital Media Consumers' Rights Act (DMCRA, H.R. 5544), which\nwould require labelling on usage-impaired \"copy-protected\" compact\ndiscs and would make several several amendments to 2004's infamous\nDigital Millennium Copyright Act (DMCA).\n\nTake action here:\nhttp://action.eff.org/action/index.asp?step=2&item\"24\n\nJoin EFF! For membership information see:\nhttp://www.eff.org/support/\n\n-=end=-----------------------------------------------------------\n\n* ALERT: Bait and Switch; Anticounterfeiting Bill Hurts Your Rights!\n\nDon't be fooled by Senator Biden's \"Anticounterfeiting Amendments of\n2008\" (S. 2395, also known as \"the Biden Bill\"). It started as an\nattempt to stop organized crime from forging holograms and\ncounterfeiting money, but its scope has been greatly expanded to\ninclude digital watermarks on copyrighted material. This is a sneaky\npower-grab that would greatly diminish the rights of the public in\ncopyrighted works while expanding the power of copyright owners. It\ngoes well beyond the scope of current copyright law and could:\n\n~ Prevent universities, libraries, and consumers from enjoying the\nexceptions to the Copyright Act adopted by Congress. S. 2935 could\nprohibit the use of interface information essential for software\ninteroperability and competition\n\n~ Impose new responsibilities on Internet service providers and could\nalso require consumer electronics and computer manufacturers to\nreconfigure their products.\n\n~ Impose more severe criminal and civil penalties than permitted by\nthe Copyright Act for identical behavior\n\nThis \"anticounterfeiting\" bill is a decoy; stand up for your rights\ntoday! Subscribe to the EFF Action Center and send your member of\nCongress an email, letter or fax. You can take action by going to:\n\nhttp://action.eff.org/action/index.asp?step=2&item\"74\n\nJoin EFF! For membership information see:\nhttp://www.eff.org/support/\n\n-=end=-----------------------------------------------------------\n\n* Canadian Trademark Law Overreaching\n\nEFF has been involved in several cases involving overreaching\ntrademark claims on the Internet. Recently we have learned about a\nCanadian lawsuit over the website www.lawsnet.com, a nonprofit legal\ninformation website focusing on the laws of Canada and China that seem\nespecially egregious.\n\nLawsnet.com is a free legal information website that has been\npublished since 2004. Last year, Lawsnet.com's owner Ling Xia was sued\nby Quicklaw, a subsidiary of global publishing giant LexisNexus Group.\nQuicklaw claims that Lawsnet.com violates its rights in the name\nLAW/NET. However, LAW/NET does not have a public Internet website\nunder that domain name. The name appears on a subsidiary webpage of\nthe Quicklaw.com website that offers public \"teasers\" in the form of\nsummaries of recent Canadian cases, with the full text only available\nthrough the private, proprietary paid Quicklaw service for Canadian\nlawyers. It seems clear that the two names are substantially\ndifferent, are used in different places (one as a teaser for a closed\ncomputer service and the other for information freely available on the\npublic internet) and are not causing any consumer confusion. Even more\nproblematic, Quicklaw does not even have a Canadian trademark in the\nterm LAW/NET -- it applied for one in 2003 but has repeatedly filed\nrequests for extensions of time with the Canadian trademark\nauthorities. In contrast, Ms. Xia is in the final stages of having a\nCanadian trademark issued for \"lawsnet.\"\n\nRegardless of its weak case, Quicklaw has managed to drag Ms. Xia\nthrough over a year of litigation and recently succeeded in securing a\ncourt order requiring her to undergo an extensive \"discovery\" process\nthat threatens to drive her under. Although she has had some free\nlegal assistance in the past, this next phase will require\nsignificantly more legal resources than her volunteer attorneys can\nmuster. Quicklaw is represented by a large Toronto firm, Borden Ladner\nand Gervais, LLP.\n\nAbuse of trademark law (even here, when no official trademark has even\nbeen granted) is a growing problem on the Internet, and it is\nunfortunately becoming an international problem. EFF urges Quicklaw,\nand its US-based parent company, to stop beating up on this free and\nuseful website. While trademark law is important when misuse of a mark\nis causing consumer confusion, it does not -- and should not -- grant\nownership in words, especially descriptive words like \"laws\" and \"net\"\nwhen describing an online legal information service. Trademark law\nshould also not be a license for large corporations who sell legal\ninformation (or any other nonproprietary information) to stop\nindividuals who want to use the power of the Internet to provide free\nlegal information to the public.\n\nFor those who wish to help Ms. Xia directly, local Toronto lawyer and"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00239.b34c7d6ba5ea27164994dd139371f5d7", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00239.b34c7d6ba5ea27164994dd139371f5d7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 9728, "kept_chars": 5991}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1019:message_type", "suite": "spam", "family": "sms_phishing-9d63ec9df14a787a8594", "state": {"channel": "sms", "message": "Lovely smell on this bus and it ain't tobacco..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1019", "copies": 2, "upstream_ids": ["mendeley-1019", "uci-904"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16872:is_spam", "suite": "spam", "family": "zefang_phishing_email-93fc0abbc35c90f749ab", "state": {"channel": "email", "message": "bacteria makes your body weak antidote that kills body bacteria , kills body virus and make your body immunity system healthy and strong the antidote is a unique anti - microbial peptide offering the widest range of healing power on the market today . it kills all known deadly viruses and bacteria in the body . the initial research was carried out over several years ago by the bbc / abc news organizations as varied as the bbc , abc , and reputable doctors in the crocodile field have all given testimonials praising the power of the antidote . take a look for yourself . the antidote is only available from our internet website http : / / poiuytrdesc . com / ps thanks and regards isiah beach"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16872", "copies": 2, "upstream_ids": ["zefang-16872", "ealvaradob-15903"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00251-2:is_spam", "suite": "spam", "family": "generated_legit_email-0b15d4f4426f8b4b18c2", "state": {"channel": "email", "message": "Reminder: Corporation Tax Filing Deadline Approaching\n\nDear Donald Jackson,\n\nThis is a reminder from Beacon Labs regarding your upcoming tax obligations. Please note the following steps before the deadline of 31 May 2008:\n\n1. Log in to your client portal at https://www.beaconlabs.biz/tax-portal\n2. Review your draft corporation tax return.\n3. Submit any outstanding receipts to Eric Mitchell.\n\nFailure to file by 31 May 2008 may result in penalties.\n\nRegards,\nEric Mitchell\nBeacon Labs"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00251-2", "copies": 1, "upstream_ids": ["gen-00251-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:generated_legit_email:hash-test:gen-00118-5:is_spam", "suite": "spam", "family": "generated_legit_email-2c7e120e9fa411a01b30", "state": {"channel": "email", "message": "Event Ticket Confirmation - Annual Tech Summit\n\nHi Jennifer,\n\nYour tickets are confirmed:\n\nAttendee: Jennifer Hughes (kwilliams@protonmail.com)\nOrder Number: VS-2017-8834\nEvent: Annual Tech Summit 2017\nTickets: 2\nAmount Paid: £150.00\n\nDownload your passes here: https://www.vistaworks.net/tickets/VS-2017-8834\n\nSee you there!\nOlivia Wright"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00118-5", "copies": 1, "upstream_ids": ["gen-00118-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3034:message_type", "suite": "spam", "family": "sms_phishing-f926ce22c955689bb4d3", "state": {"channel": "sms", "message": "that would be good … I'll phone you tomo lunchtime, shall I, to organise something?"}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3034", "copies": 2, "upstream_ids": ["mendeley-3034", "uci-1216"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing0.mbox#24:is_spam", "suite": "spam", "family": "nazario-c5c3eed4ed09d9d5e6d3", "state": {"channel": "email", "message": "Eric Security Upgrade\n\nUntitled\n\nDear Eric Customer,\n\nWe are happy to inform you that we have switched to a new level of Internet Banking Security. The comprehensive modernization of electronic payments system, implemented by our experts, allows using more advanced data transfer protocols, which combine high speed and absolute security.\n\nIn the process of testing of new equipment we received several messages from our clients who complained about the corruption of their personal account details. Therefore, Eric security systems require that you check the status of your Internet Banking account. Our support service is always at your disposal in case you have any questions.\n\nJust sign on to Internet Banking and check the status of your account today. Failure to do so may result in your account being restricted.\n\nThank you for banking with us.\n\nEric Customer Service"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#24", "copies": 1, "upstream_ids": ["phishing0.mbox#24"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00764-4:message_type", "suite": "spam", "family": "generated_legit_email-8144462164644523b762", "state": {"channel": "email", "message": "Notice: Lakeside Networks Office Lease Update\n\nKaren,\n\nPlease review the following updates regarding our building lease:\n\n- Rent increases to EUR 2,400 effective 1 August 2022.\n- Submit signed addendum by 15 July 2022.\n- Access forms at https://www.lakesidenetworks.de/lease-docs\n\nContact me with questions.\n\nRyan Jackson\nProperty Management\nLakeside Networks GmbH"}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00764-4", "copies": 1, "upstream_ids": ["gen-00764-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "landlord or building management notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2262:message_type", "suite": "spam", "family": "sms_phishing-100273e4883f1fbe40ef", "state": {"channel": "sms", "message": "You're not sure that I'm not trying to make xavier smoke because I don't want to smoke after being told I smoke too much?"}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2262", "copies": 2, "upstream_ids": ["mendeley-2262", "uci-1540"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00142-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-972012757a0dc81ab4a2", "state": {"channel": "email", "message": "Delivery Attempt Failed - Action Needed\n\nHelen,\n\nA parcel linked to your Orbit Design account could not be delivered. A small customs clearance fee of £2.99 is required to release it.\n\nPay the fee by 29 October 2019 to avoid return to sender:\nhttps://www.orbitdesign.verify-id.com/customs-release/emyers\n\nRegards,\nMateo Morgan\nOrbit Design Fulfilment"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00142-5", "copies": 1, "upstream_ids": ["genu-00142-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a parcel notice that pretends to be from a delivery company and asks for a small redelivery or customs fee by card", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2016#393:is_spam", "suite": "spam", "family": "nazario-5398c28b122311b3c4a5", "state": {"channel": "email", "message": "Email Account Re-activation\n\nDear User kenneth_white@comcast.net\n\nMove to Inbox if found in Bulk folder.\n\nWe noticed that your email account has been outdated . Your kenneth_white@comcast.net account has been placed on temporary block, it would be permanently blocked if you do not unblock within 48hours.\n\nClick here to unblock your account\n\nNote:\n\nFailure to unblock your e-mail account. It will be permanently disabled.\n\nThank you for using our service."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#393", "copies": 1, "upstream_ids": ["phishing-2016#393"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4106:is_spam", "suite": "spam", "family": "zefang_phishing_email-72b329cc1dfc98550cee", "state": {"channel": "email", "message": "toc : linguistics 36 : 2 ( 2024 ) , 36 : 3 ( 2024 ) linguistics volume 36 - 2 ( 2024 ) mouton de gruyter * berlin * new york julia barron . . . . . . . . . . . . . . have contraction : explaining \" trace effects \" in a theory without movement kerstin blume . . . . . . . . . . . . . a contrastive analysis of interaction verbs with dative complements yaron matras . . . . . . . . . . . . . . utterance modifiers and universals of grammatical borrowing janice l . jake . . . . . . . . . . . . constructing interlanguage : building a composite matrix language book reviews notice _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ linguistics volume 36 - 3 ( 2024 ) mouton de gruyter * berlin * new york laurie bauer . . . . . . . . . . . . . . is there a class of neoclassical compounds , and if so is it productive ? caroline wiltshire . . . . . . . . extending align constraints to new domains helen bird . . . . . . . . . . . . . . . . slips of the ear as evidence for the postperceptual priority of grammaticality christiane von stutterheim and ute kohlmann . . . . . . . . . . selective hearer-adaptation ralf klabunde and robert porzel . . . . . . . . . . . . . tailoring spatial descriptions to the addressee : a constraint-based approach michael h . kelly . . . . . . . . . . to \" brunch \" or to \" brench \" : some aspects of blend structure short notes carol tenny . . . . . . . . . . . . . . . psych verbs and verbal passives in pittsburghese victor m . longa . . . . . . . . . . . newmeyer 's view of the evolution of generative grammar : some critical remarks book reviews notice _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ mouton de gruyter walter de gruyter , inc . postfach 30 34 21 200 saw mill river road d-10728 berlin hawthorne , ny 10532 germany usa fax : + 49 ( 0 ) 30 26005-351 fax : + 1 914 747-1326 email : mouton @ degruyter . de publications by de gruyter can also be ordered via world wide web : http : / / www . degruyter . de"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4106", "copies": 2, "upstream_ids": ["zefang-4106", "ealvaradob-3932"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#29:message_type", "suite": "spam", "family": "nazario-231f557c7be530c30d8d", "state": {"channel": "email", "message": "Confirm your Online Banking records\n\nIn attention of First USA customers,\n\nAs the Internet and information technology enable us to expand our services, we are committed to maintaining the trust customers have placed in us for protecting the privacy and security of information we have about you. In order to protect your information against unauthorized access, identity theft and account fraud we earnestly ask you to update your profile.\n\nTo get started, please click\nthe link below:\n\nhttp://online.firstusa.com/BolVerifyGetStart/BolSecureGetStart.html?bolType=Rew\n\nIf you received this\nnotice and you are not the authorized account holder, please be aware\nthat it is in violation of our policy to represent oneself as another\nFirst USA Bank user. Such action may also be in violation of local,\nnational, and/or international law. First USA Bank is committed to assist\nlaw enforcement with any inquiries related to attempts to missappropriate\npersonal information with the intent to commit fraud or theft. Information\nwill be provided at the request of law enforcement agencies to ensure\nthat perpetrators are prosecuted to the fullest extent of the law.\n\nThanks for your patience as we work together to protect your account.\n\nRegards,\n\nCustomer Support Center.\n\n© 2012 FIRST USA"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#29", "copies": 1, "upstream_ids": ["phishing3.mbox#29"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11491:is_spam", "suite": "spam", "family": "zefang_phishing_email-9bc72aec9ca01795a181", "state": {"channel": "email", "message": "i ' m out bill - i ' m in copenhagen awaiting a plane and am in the sas lounge . took a shower and changed for the next flight . sweating like a bastard . saw the timbers won last night . great . should make the playoffs playing that good soccer . i have no phone ( at & t did not deliver ) . and no computer . if you need to mail me - send it to : wjwjr 99 @ yahoo . com i ' ll check here before i fly out again . don ' t burn out on your birthday until i get home . do you yahoo ! ? make international calls for as low as $ . 04 / minute with yahoo ! messenger http : / / phonecard . yahoo . com /"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11491", "copies": 2, "upstream_ids": ["zefang-11491", "ealvaradob-10908"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00146-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-64ec3d4fda26394f86a0", "state": {"channel": "email", "message": "Action Required: Subscription Renewal Failed\n\nCrest Consulting Membership Services\nNotice Date: 23 September 2020\n\nDear Kevin Scott,\n\nWe were unable to process the automatic renewal for your premium membership subscription. Your payment method on file was declined by the issuing bank.\n\nMember ID: CC-492018\nSubscription Plan: Premium Community Access\nAmount Due: GBP 149.99\nRenewal Deadline: 30 September 2020\n\nTo ensure uninterrupted access to our exclusive networking events, mentoring sessions, and member resources, please provide updated payment details before the deadline above. Failure to update your billing information by 30 September 2020 will result in the immediate suspension of your membership benefits.\n\nPlease reply directly to this email with your new card number, expiry date, and security code so our team can process the renewal manually.\n\nThank you for your continued support of our community.\n\nKind regards,\nJeffrey Shah\nMembership Coordinator\nCrest Consulting Ltd"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00146-3", "copies": 1, "upstream_ids": ["genu-00146-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a subscription renewal failure notice that pretends to be from a streaming, software or cloud storage service and asks for new payment details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11504:is_spam", "suite": "spam", "family": "zefang_phishing_email-8dd1eeb0a2cd022f6902", "state": {"channel": "email", "message": "Help wanted. We are a 14 year old fortune 500 company, that is\ngrowing at a tremendous rate. We are looking for individuals who\nwant to work from home.This is an opportunity to make an excellent income. No experience\nis required. We will train you.So if you are looking to be employed from home with a career that has\nvast opportunities, then go:http://ter.netblah.com:8080We are looking for energetic and self motivated people. If that is you\nthan click on the link and fill out the form, and one of our"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11504", "copies": 2, "upstream_ids": ["zefang-11504", "ealvaradob-10920"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00466-0:is_spam", "suite": "spam", "family": "generated_legit_email-a1180bcf292fd8995c1b", "state": {"channel": "email", "message": "Ticket #4092 - Parent Portal Login Issue\n\nDear Jeffrey Perez,\n\nThank you for contacting North Solutions IT Support regarding your ticket #4092. We understand you are having trouble accessing the parent portal. Please follow the steps below to resolve this issue:\n\n1. Clear your browser cache and cookies.\n2. Navigate to https://www.northsolutions.biz/portal-reset and request a password reset link.\n3. Check your inbox at hans.miller@yahoo.com for the automated email from our system.\n4. Click the secure link provided in that email and create a new password containing at least eight characters.\n5. Log in again using your new credentials.\n\nIf you continue to experience difficulties after completing these steps, please reply directly to this message or call our help desk at (555) 812-4400 between 8:00 AM and 4:00 PM, Monday through Friday.\n\nWe appreciate your patience.\n\nBest regards,\nJerry Novak\nIT Support Specialist\nNorth Solutions\nnorthsolutions.biz"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00466-0", "copies": 1, "upstream_ids": ["gen-00466-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00458.62211764fde0dd7128ea4146268b40dd:message_type", "suite": "spam", "family": "spamassassin-4bcc30c631f97e1973a9", "state": {"channel": "email", "message": "FORTUNE 500 WORK AT HOME REPS NEEDED!\n\nImmediate Help Needed. We are a fortune 500 company that is\ngrowing at a tremendous rate of over 1000% per year. We simply cannot\nkeep up. We are looking for motivated individuals who are looking to\nearn a substantial income working from home.\n\nThis is a real opportunity to make an excellent income from home. No\nexperience is required. We will provide you with any training you may need.\n\nWe are looking for energetic and self motivated people. If that is you\nthan click on the link below and complete our online information request\nform,\nand one of our employment specialist will contact you.\n\nhttp://ter.netblah.com:8080\n\nSo if you are looking to be employed at home, with a career that will\nprovide you vast opportunities and a substantial income, please fill\nout our online information request form here now:\n\nhttp://www.zhoster.com:8080/homeopp/\n\nhttp://www.zhoster.com:26000/homeopp/remove.html\n6115CNUY4-341mBpO6887KGZk1-483ZEiE1934cEmx1-116CJYF2258Aegj1-5l58"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00458.62211764fde0dd7128ea4146268b40dd", "copies": 1, "upstream_ids": ["20030228_spam/spam/00458.62211764fde0dd7128ea4146268b40dd"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-615:is_spam", "suite": "spam", "family": "sms_phishing-41298cafa32626b4d460", "state": {"channel": "sms", "message": "MAKE SURE ALEX KNOWS HIS BIRTHDAY IS OVER IN FIFTEEN MINUTES AS FAR AS YOU'RE CONCERNED"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-615", "copies": 2, "upstream_ids": ["mendeley-615", "uci-623"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10298:is_spam", "suite": "spam", "family": "zefang_phishing_email-0aee61cb292a902de29f", "state": {"channel": "email", "message": "ubs contract changes - the process just discussed this with collette and ubs hr . suggestion is we proceed as follows : any suggested change must be agreed by one of you on the enron side ( including support ) if you agree , we will capture the proposed changes on the attached form and fax it to ubs team . if the change is simply a reallocation of dollars , as anticipated within the pool , they will generate a new contract . if the change is incremental to the pool , or otherwise significant , collette has arranged a time on sat , sun and mon to call hutch . if he agrees she will authorise the ubs team to produce the amended form . i anticipate suggested changes to the document text and titles . these we will also capture on above form and fax to ubs for discussion . david"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10298", "copies": 2, "upstream_ids": ["zefang-10298", "ealvaradob-9800"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-383:is_spam", "suite": "spam", "family": "sms_phishing-aff88269f103830bfc19", "state": {"channel": "sms", "message": "Rediscover the deeper meaning of life and the means to attain true peace. Understand the essence of being a true Sikh. Sms JOIN GURUBANI to 09219592195"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-383", "copies": 1, "upstream_ids": ["mendeley-383"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5782:is_spam", "suite": "spam", "family": "sms_phishing-02c47ce09b608d37183d", "state": {"channel": "sms", "message": "Thank you so much. When we skyped wit kz and sura, we didnt get the pleasure of your company. Hope you are good. We've given you ultimatum oh! We are countin down to aburo. Enjoy! This is the message i sent days ago"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5782", "copies": 2, "upstream_ids": ["mendeley-5782", "uci-834"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5689:is_spam", "suite": "spam", "family": "zefang_phishing_email-58f4c424af3364aa5775", "state": {"channel": "email", "message": "[ 86 ] quality drugs at very reasonable prices . viagra at $ 3 . 19 check the full selection"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5689", "copies": 2, "upstream_ids": ["zefang-5689", "ealvaradob-5451"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00536-3:is_spam", "suite": "spam", "family": "generated_legit_email-b27c81b41862095723ed", "state": {"channel": "email", "message": "Reminder: Your appointment with Dr. Patel on Thursday\n\nDear Patrick Ivanov,\n\nThis is a friendly reminder from Oak Health Partners regarding your upcoming appointment. You are scheduled to see Dr. Anita Patel on Thursday, 27 February 2013 at 10:30 AM.\n\nThe visit will take place at our main clinic, 412 Maple Avenue, Suite 200. Please arrive fifteen minutes early to complete any remaining intake forms. Remember to bring your current insurance card and a valid photo ID.\n\nIf you need to reschedule or cancel, we ask that you provide at least 24 hours notice so we can offer the time slot to another patient. You can manage your booking online at https://www.oakhealth.biz/appointments/manage or call us directly at (555) 482-1099.\n\nWe look forward to seeing you on Thursday.\n\nWarm regards,\nOmar Roberts\nPatient Coordinator\nOak Health Partners\n(555) 482-1099"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00536-3", "copies": 1, "upstream_ids": ["gen-00536-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00183.47b495fc7ebd7807affa6425de6419b3:is_spam", "suite": "spam", "family": "spamassassin-1f5c988a0858bb989407", "state": {"channel": "email", "message": "Your First 100 Free Minutes of Long Distance! Your First 100 Free\nMinutes of Long Distance!\n\nHello Mateo International Telephone Call Marketer,\n\nIf you ordered a flat-rate domestic calling product or a 20 minute free trial using a local access number, your service will be operating in about 24-48 hours or on your designated trial date and time. Please try dialing the access number you found on your reseller's web page at:\n\nhttp://www.internationalfreecall.com\n\nIf you ordered a flat-rate domestic calling product using a 1-800 toll-free access number, your service will be operating within 1-2 work days.\n\nPlease try dialing 1-866-865-4548.\n\nIn either case, when your service is switched on, you will hear a voice ask you to dial the number you are calling.\n\nYou must dial 1+area code+7 digit number followed by # to make any calls: local or long distance.\n\nExample - To call www.internationalfreecall.com, you would dial the following after dialing your access number and listening for the voice:\n\n1-410-608-8178#\n\nPlease use this service for all your calling and you will never pay more than your monthly fee again. There are no taxes or surcharges, so dial away!\n\nFinally, I recommend entering the access number into your speed dial settings on your telephone. This will make your service quicker and easier to use, and thus more enjoyable.\n\nIf you have any questions, please contact us for more information.\n\nIn addition, if you need product enhancements like 3-way calling, portable calling cards, international calling products, or marketing tools, please visit:\n\nhttp://www.internationalfreecall.com\n\nIn the meantime, the other network on this free calling promotion is OPEX, which is offering 100 minutes of free long distance for trying their program.\n\nOpex's usual rates are 4.5 cents per minute for domestic calls, with great international rates, too!\n\nFor more information on OPEX, or to sign up, please click below:\n\nhttp://cognigen.net/opex/main.cgi?lietuva\n\nhttp://www.internationalfreecall.com/cgi-bin/aefs/subscribe.cgi?user=info&listid=1.list&id=1543"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00183.47b495fc7ebd7807affa6425de6419b3", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00183.47b495fc7ebd7807affa6425de6419b3"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00659-1:is_spam", "suite": "spam", "family": "generated_legit_email-b7935847cdf56ce08916", "state": {"channel": "email", "message": "Your Orbit Partners Membership Expires Soon\n\nORBIT PARTNERS\n\nMembership Renewal Reminder\n\nDear Jonathan O'Brien,\n\nWe hope you have been enjoying your Premium membership with us this year. This is a friendly reminder that your current subscription is set to expire on 15 November 2021. To continue accessing all member benefits, including our digital archive, monthly webinars, and priority booking for events, please renew before the expiration date.\n\nYour membership details are as follows:\n\nMember Name: Jonathan O'Brien\nAccount Email: brenda.lopez@pioneerconsulting.io\nMembership Type: Premium Annual\nExpiration Date: 15 November 2021\nRenewal Fee: €89.00\n\nIf you choose not to renew, your account will automatically revert to our free basic tier, and you will lose access to premium resources starting 16 November 2021. We would hate to see you miss out on the upcoming winter conference in Berlin!\n\nTo process your renewal quickly, simply click the button below and follow the secure checkout steps.\n\n[Renew My Membership]\n\nYou can also manage your billing preferences or update your payment method at any time by visiting https://www.orbitpartners.de/account-settings.\n\nIf you have questions about your membership or need help completing the renewal, our support team is available Monday through Friday, 09:00 to 17:00 CET. Just reply directly to this email and we will be happy to assist you.\n\nThank you for being a valued member of Orbit Partners. We look forward to supporting your professional growth in the coming year.\n\nWarm regards,\nCharles Thomas\nMembership Services\nOrbit Partners\n\n---\nOrbit Partners GmbH\nFriedrichstrasse 123, 10117 Berlin, Germany\nPrivacy Policy: https://www.orbitpartners.de/privacy\nCopyright 2021 Orbit Partners. All rights reserved."}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00659-1", "copies": 1, "upstream_ids": ["gen-00659-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:generated_unwanted_email:none:genu-00062-0:message_type", "suite": "spam", "family": "generated_unwanted_email-0fe41d520268bd953b90", "state": {"channel": "email", "message": "Genuine software licences at up to 80% off\n\nCedar Foods & Office Supplies\n\nDear Ryan Johnson,\n\nAre you still paying full price for your office software? At Cedar Foods, we now supply genuine Microsoft and Adobe licences to small businesses and home users at a fraction of the retail cost.\n\nWe have overstocked our warehouse and are passing the savings directly to you. All keys are delivered instantly by email, fully verified, and backed by our 30-day guarantee.\n\nBrowse our January catalogue today:\n\nShop Now\nhttps://www.cedarfoods.net/software-deals-jan2012\n\nDo not miss out on these limited-time prices. If you have any questions, call us on +1-555-019-4827.\n\nWarm regards,\nRobert Petrov\nSales Manager\nCedar Foods & Office Supplies\n\nCedar Foods Ltd, 412 Birchwood Avenue, Portland, OR 97205\nPrivacy Policy: https://www.cedarfoods.net/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00062-0", "copies": 1, "upstream_ids": ["genu-00062-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "advertising for cheap software licences", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1920:message_type", "suite": "spam", "family": "nazario-e2e3e749618623900909", "state": {"channel": "email", "message": "Please update your Wells Fargo account\n\nNew Page 1\n\nDear\nvalued Wells Fargo member:\n\nDue to concerns, for the\nsafety and integrity of the wells Fargo\n\naccount we have issued this warning message.\n\nIt has come to our attention that your\nWells Fargo account information needs to be\n\nupdated as part of our continuing commitment to protect your account and\nto\n\nreduce the instance of fraud on our website. If you could please take\n5-10 minutes\n\nout of your online experience and update your personal records you will\nnot run into\n\nany future problems with the online service.\n\nOnce you have updated your account\nrecords your wells Fargo account\n\nservice will not be interrupted and will continue as normal.\n\nTo update your Wells Fargo records click\non the following link\n\nhttp://www.online.wellsfargo.com/\n\nThank You.\n\nAbout Wells Fargo\n|\nCareers |\n\nPRIVACY, Security & Legal |\n\nReport Email Fraud |\n\nSitemap\n\nDiversity & Accessibility\n|\n\nImportant Notice on Trading in Fast Markets\n|\n\nOnline Access Agreement (12/05/2014)\n\nBrokerage Products: Not FDIC Insured\n• No Bank Guarantee • May Lose Value.\n\n© 2007 - 2015 Wells Fargo. All rights\nreserved. Member FDIC.\nEqual\nHousing Lender"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1920", "copies": 1, "upstream_ids": ["phishing3.mbox#1920"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-924:is_spam", "suite": "spam", "family": "sms_phishing-87cea6e75723024d1eb3", "state": {"channel": "sms", "message": "I tagged MY friends that you seemed to count as YOUR friends."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-924", "copies": 2, "upstream_ids": ["mendeley-924", "uci-3154"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00272-2:message_type", "suite": "spam", "family": "generated_unwanted_email-c7c94274567efe9a016d", "state": {"channel": "email", "message": "Signature Required: Q3 Financial Projections Document\n\nNorth Partners Wealth Management\nClient Services Division\n\nDear Tyler Thomas,\n\nI hope this message finds you well. I am Margaret Nelson from the North Partners advisory team. I am reaching out because we need your electronic signature on the revised Q3 Financial Projections document before we can proceed with the portfolio adjustments discussed in our last meeting.\n\nTo ensure everything is handled securely and efficiently, please follow the steps outlined below to review and sign the document:\n\n1. Locate the shared file titled \"Q3_Projections_Thomas_A.pdf\" which has been uploaded to our secure client portal.\n2. Open the document using your standard North Partners credentials to verify your identity upon entry.\n3. Review the figures on pages two through five to confirm they align with your current investment strategy.\n4. Navigate to the final page where the e-signature field is highlighted in blue.\n5. Apply your digital signature by entering your secure passcode when prompted by the system.\n6. Save the completed document and notify me once the process is finished so I can forward it to our compliance department.\n\nIt is essential that this document is signed and returned by the close of business today, 14 June 2008, as the market window for these specific adjustments closes at midnight. Delaying beyond this date may require us to recalculate the projections entirely, which could affect your anticipated returns for this quarter.\n\nIf you experience any difficulty accessing the portal or completing the signature steps, please do not attempt to bypass the security prompts. Instead, call our dedicated client support line immediately at 0800 555 0192. One of our representatives will verify your identity over the phone and walk you through the authentication process to ensure your account remains fully protected.\n\nWe take the security of your financial information very seriously at North Partners Wealth Management, which is why we require multi-factor authentication for all document signings. Thank you for your cooperation and for trusting us with your financial planning.\n\nKind regards,\nMargaret Nelson\nSenior Client Advisor\nNorth Partners Wealth Management\n0800 555 0192"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00272-2", "copies": 1, "upstream_ids": ["genu-00272-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a shared document or e-signature request that pretends to be from a colleague and leads to a sign-in page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-276:is_spam", "suite": "spam", "family": "sms_phishing-3dae314bca887a092fa1", "state": {"channel": "sms", "message": "....photoshop makes my computer shut down."}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-276", "copies": 2, "upstream_ids": ["mendeley-276", "uci-4838"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00154-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-d88b673d2be845f61257", "state": {"channel": "email", "message": "Website design help\n\nHi Sophie,\n\nThanks for getting back to me. I completely understand how busy things get running the club, but having a strong online presence really helps with fundraising and member engagement these days.\n\nAt Vista Media, we specialise in affordable website design and search engine optimisation for charities and community groups just like yours. We recently helped the Riverside Animal Shelter increase their volunteer sign-ups by over forty percent simply by redesigning their homepage and improving their search rankings.\n\nI would love to set up a quick fifteen-minute phone call next week to walk you through some ideas we have for your site. No pressure at all, just a friendly chat about what is possible within your current budget.\n\nIn the meantime, feel free to browse some of our recent charity projects here:\nhttps://www.vistamedia.io/portfolio/community\n\nLooking forward to hearing from you, Sophie.\n\nBest wishes,\nLarry Adams\nCommunity Outreach Coordinator\nVista Media"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00154-4", "copies": 1, "upstream_ids": ["genu-00154-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited search engine optimisation or website design services pitch", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01278.9db3c9972ed9e4e526010fff5d8e690f:message_type", "suite": "spam", "family": "spamassassin-def98110528a1d2fbeaa", "state": {"channel": "email", "message": "Problem with spamtrap\n/home/yyyy/lib/spamtrap.sh: /home/yyyy/ftp/spamassassin/spamassassin: No such file or directory"}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01278.9db3c9972ed9e4e526010fff5d8e690f", "copies": 7, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01278.9db3c9972ed9e4e526010fff5d8e690f", "20030228_easy_ham_2/easy_ham_2/01279.36814a9e06b97502d59ec36a27a2adcc", "20030228_easy_ham_2/easy_ham_2/01280.0a571b09b3344b0531a16339499b5a06", "zefang-18000", "zefang-1986", "zefang-269", "ealvaradob-264"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1974:message_type", "suite": "spam", "family": "sms_phishing-2fdef15079fefb885b47", "state": {"channel": "sms", "message": "Ok enjoy . R u there in home."}, "question": {"type": "choice", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1974", "copies": 2, "upstream_ids": ["mendeley-1974", "uci-2535"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16911:is_spam", "suite": "spam", "family": "zefang_phishing_email-a7799bcab171d46d247c", "state": {"channel": "email", "message": "associate and analyst program contacts associate and analyst programs ( the \u0001 & programs \u0001 8 ) are administered globally . listed below is the contact information for the offices that utilize the programs . please do not hesitate to contact the individuals identified with any questions , placement needs or hiring needs . houston / portland / australia celeste roberts , program director . manages the daily operations . her assistant is dolores muzzy and can be reached at ext . 3 - 6245 . ginger gamble . overall responsibility for associate recruiting . candidates interested in the associate program can forward their inquiries and resumes to ginger at ebl 191 . ginger can also be reached at ext . 3 - 7583 or by e - mail at ginger . b . gamble @ enron . com . shelly jones . overall responsibility for analyst recruiting . candidates interested in the analyst program can forward their inquiries and resumes to shelly at ebl 175 . shelly can also be reached at ext . 3 - 0943 or by e - mail at shelly . jones @ enron . com . jana giovannini . responsible for operations and expenses . jana can be reached at ext . 3 - 9233 or by e - mail at jana . giovannini @ enron . com . jana is located at ebl 187 . shannon rodgers . responsible for associate rotations . associates and hiring managers who need information on rotations and associate availability should contact shannon at extension 3 - 3853 or by e - mail at shannon . rodgers @ enron . com . shannon is located at ebl 186 a . elizabeth boudreaux . responsible for analyst rotations . analysts and hiring managers who need information on rotations and analyst availability should contact elizabeth at ext . 3 - 6176 or by e - mail at elizabeth . boudreaux @ enron . com . elizabeth is located at ebl 186 b . argentina / bolivia / brazil miguel padron . responsible for associate and analyst rotations , operations and expenses . his assistant is rosely nassar and can be reached at 5503 - 1243 . disneau santiago . responsible for associate and analyst recruitment . disneau \u0001 , s assistant is marlene muniz and can be reached at 5503 - 1244 . calgary dawn doucet . responsible for associate and analyst recruiting and rotations . candidates interested in either the associate or analyst programs can forward their inquiries and resumes to dawn in the calgary office . dawn can be reached at ( 403 ) 974 - 6724 , the fax number is ( 403 ) 974 - 6985 or by e - mail at dawn . doucet @ enron . com . london elizabeth barrett , director of european program . she can be reached at + 44 20 7783 7701 . sophie kingsley . responsible for day to day management of the european program , both pre / post hire , including associate and analyst rotations and international transfers . sophie can be reached at + 44 20 7783 7975 or by e - mail at skingsley @ enron . com . india ranen sengupta and dick liebert . responsible for associate and analyst recruiting and rotations . candidates interested in either the associate or analyst programs can forward their inquiries and resumes to ranen sengupta or dick liebert . ranen can be reached at ext . 6 - 7967 and his e - mail is ranen . sengupta @ enron . com . dick leibert \u0001 , s extension is 6 - 7145 and his e - mail is dick . liebert @ enron . com ."}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16911", "copies": 3, "upstream_ids": ["zefang-16911", "zefang-558", "ealvaradob-540"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-564:is_spam", "suite": "spam", "family": "sms_phishing-cf218440f3a6bd5b784d", "state": {"channel": "sms", "message": "I don't know u and u don't know me. Send CHAT to 86688 now and let's find each other! Only 150p/Msg rcvd."}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-564", "copies": 1, "upstream_ids": ["mendeley-564"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00897.116b99f81aa0d54498bca28abf4c29ab:message_type", "suite": "spam", "family": "spamassassin-f04479ceb6865765ff83", "state": {"channel": "email", "message": "Our friends the Palestinians, Our servants in government.\n\nIt wasn't gloating, it was one for the horror file.\n\nAnd of course for the Palestinians it wasn't a mistake, which is a key\npart of the horror.\n\nI'm not against American taxpayers remodeling a school honoring a killer\nif we do it with a daisy cutter.\n\nJohn\nGail\nhttp://www.cnsnews.com/ViewForeignBureaus.asp?Page=\\ForeignBureaus\\archi"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00897.116b99f81aa0d54498bca28abf4c29ab", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00897.116b99f81aa0d54498bca28abf4c29ab"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00665-5:is_spam", "suite": "spam", "family": "generated_legit_email-21d352dd189dab274d25", "state": {"channel": "email", "message": "Ticket Confirmation: Berlin Tech Expo 2010\n\nGRANITE SYSTEMS TICKETS\n\nHi Diego Bailey,\n\nThank you for your purchase! Your tickets for the Berlin Tech Expo 2010 have been confirmed.\n\nOrder Number: GT-140201-774\nEvent Date: Saturday, 15 March 2010\nVenue: Messe Berlin, Hall 4\nTickets: 1 x General Admission\nTotal Paid: €85.00\n\n[View your order]\n\nPlease present this confirmation email or your QR code at the entrance. Doors open at 09:00 CET.\n\nNeed help? Contact our support team anytime at https://www.granitesystems.biz/help.\n\nWe look forward to seeing you there!\n\nThe Granite Systems Team\n\nGranite Systems GmbH\nFriedrichstrasse 112\n10117 Berlin, Germany\n\nPrivacy Policy: https://www.granitesystems.biz/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00665-5", "copies": 1, "upstream_ids": ["gen-00665-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:sms_phishing:hash-test:mendeley-812:is_spam", "suite": "spam", "family": "sms_phishing-1b7bb776d5bf8acadcae", "state": {"channel": "sms", "message": "Its a site to simulate the test. It just gives you very tough questions to test your readiness."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-812", "copies": 2, "upstream_ids": ["mendeley-812", "uci-2104"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00354-2:is_spam", "suite": "spam", "family": "generated_legit_email-b2997b34dc46b64b8383", "state": {"channel": "email", "message": "Travel Booking Confirmation – London Conference 2018\n\nTRAVEL BOOKING CONFIRMATION\n\nDear Nicole Clark,\n\nThank you for confirming your attendance at the upcoming Regional Educators Summit. Your travel arrangements have been finalized by the administration office. Please review the details below and keep this notice for your records.\n\nBooking Reference: EDU-2018-8834\nPassenger Name: Nicole Clark\nDestination: London, United Kingdom\nDeparture Date: 4 March 2018\nReturn Date: 7 March 2018\nTrain Operator: Virgin Trains East Coast\nOutbound Service: 08:03 from Leeds to London Kings Cross (Standard Premier)\nReturn Service: 16:30 from London Kings Cross to Leeds (Standard Premier)\nAccommodation: The Strand Palace Hotel, London\nCheck-in Time: 15:00 on 4 March 2018\nCheck-out Time: 11:00 on 7 March 2018\nTotal Amount Charged: £312.50\nCost Centre: School Professional Development Fund\n\nYour train e-tickets and hotel reservation number have been sent to the school office. To manage your hotel stay, please use the check-in link provided in the separate welcome packet distributed during yesterday's staff meeting.\n\nShould you need to modify these arrangements due to a scheduling conflict, you must notify the administration office no later than 25 February 2018 to avoid cancellation fees.\n\nWe wish you a productive and safe journey.\n\nWarm regards,\nAngela Jones\nSchool Business Manager\nBeacon Design Academy\nbeacondesign.org"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00354-2", "copies": 1, "upstream_ids": ["gen-00354-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "travel booking confirmation (flight, train, hotel) with check-in link"}}
{"id": "spam:sms_phishing:hash-test:mendeley-665:is_spam", "suite": "spam", "family": "sms_phishing-28ab1572292fa5c5d471", "state": {"channel": "sms", "message": "Watching tv lor. Nice one then i like lor."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-665", "copies": 2, "upstream_ids": ["mendeley-665", "uci-3835"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00041-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-e4eb714090aa99cf5d59", "state": {"channel": "email", "message": "Urgent favour needed\n\nAndrew,\n\nI am tied up in meetings all day. I need you to purchase four £50 Amazon gift cards for a client presentation this afternoon.\n\nReference: MM-URG-0603\nTotal Amount: £200.00\nDeadline: Today, 6 March 2017\nApproval Link: https://www.meridianmedia.verify-id.com/approve\n\nEmail me the codes as soon as possible. I will reimburse you Friday.\n\nJonathan King\nDirector\nMeridian Media Ltd"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00041-4", "copies": 1, "upstream_ids": ["genu-00041-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's manager or director and asks urgently for gift cards or a bank transfer", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-930:message_type", "suite": "spam", "family": "sms_phishing-237d7f6ffc5245b9e883", "state": {"channel": "sms", "message": "You have 1 new message. Please call 08712400200."}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-930", "copies": 2, "upstream_ids": ["mendeley-930", "uci-2941"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8054:is_spam", "suite": "spam", "family": "zefang_phishing_email-54e0adfaf8d5ead0bca9", "state": {"channel": "email", "message": "is her father coping with the pain do you love pain v . 1 . c . 0 . d - 1 . n 750 m ^ gg 30 pills 169 . 00 6 o pills 245 . 95 90 pllls 319 . oo and lots more . . . : http : / / frogsaregoodfood . com / indexv . shtml ? aa 5163 same day shlpp 1 ng to stop : http : / / frogsaregoodfood . com / please check out your details howard person supervisor e - labeling llc : label products , including blood bag labels , bedford 03110 , united states of america phone : 313 - 274 - 6671 mobile : 594 - 912 - 9513 email : crmytnmsaxvg @ buffaloblizzard . com this is an auto - generated message - please do not reply to this message this software is a 49 second definite download notes : the contents of this e - mail is for comprehension and should not be ballet cromwellian goshawk triplet shan ' t time : fri , 10 dec 2017 06 : 17 : 53 + 0200"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8054", "copies": 2, "upstream_ids": ["zefang-8054", "ealvaradob-7705"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00685.0c2b26b54c5bb9e9072515d58ccc14ea:is_spam", "suite": "spam", "family": "spamassassin-be46a46761589d8a4231", "state": {"channel": "email", "message": "Oh my...\n\nHello Edward,\n\nOh I don't know, Time-lag synchrocity?\n\nOr mutual shared experience over time?\n:)\n\nIts like 930 am..I can't function yet. Lord knows its 630 where you\nare.\n\nI say this should be a FoRK Posit.\n\nCO> Scary. I was just listening to the radio (stream, from KUOW), and heard\nCO> the story just moments ago.\n\nCO> We're on opposite sides of the continent, yet we appear to have just had a\nCO> shared experience. There should be a name for that...\n\nCO> Cheers -\n\nCO> /cco\n\nCO> On Sat, 21 Sep 2023 ashley72@falconconsulting.org wrote:\n\n--\nBest regards,\nbitbitch mailto:ashley72@falconconsulting.org"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00685.0c2b26b54c5bb9e9072515d58ccc14ea", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00685.0c2b26b54c5bb9e9072515d58ccc14ea"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13391:is_spam", "suite": "spam", "family": "zefang_phishing_email-ce7671ec390ddc2bb9b4", "state": {"channel": "email", "message": "new publication for web priority : normal subject : linguistics burquest , donald a . , author ; phonological analysis : a functional approach ; pb ; isbn : 1-55671 - 067 - 4 ; x + 314 pp . , 2023 , 2nd ed . , $ 29 . 00 . summer institute of linguistics . human language is a remarkable phenomenon . its study continues to be a source of fascination and delight . dr . donald burquest , professor of linguistics at the university of texas at arlington , developed this foundational textbook during years of helping students overcome the feelings of dismay that new phonology students experience when confronted by a mass of raw phonetic data . while working through the material , the student is led through the steps of organizing data and is introduced to particular theories for later in-depth specialization . the author expands on the previous edition of this text by adding introductions to autosegmental phonology and metrical phonology . he has also included a series of problems at the end of most chapters that provide an opportunity for the student to apply the information in that chapter . this textbook is intended for use in an upper division introductory course in phonology , preparing the student to further study aspects of current theory . grace fuqua academic publications summer institute of linguistics grace _ fuqua @ sil . org"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13391", "copies": 2, "upstream_ids": ["zefang-13391", "ealvaradob-12670"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7233:is_spam", "suite": "spam", "family": "zefang_phishing_email-b14a43b1f81cb0d7be09", "state": {"channel": "email", "message": "celtic studies dear list , i am compiling a list of celtic studies programs / classes and departments of celtic around the world . i have already had a great many contributions . many thanks to all who helped ! ! however , for many universities i am still lacking some parts of the information i need . below , there is a list of these universities , followed by a list of those universities already featured with all necessary information . i ` m looking for the following informations : university : address : department : degrees : teachers : courses : notes : please reply to : mwo @ asl1 . ikp . uni-bonn . de or uzs07b @ ibm . rhrz . uni-bonn . de thank you for your cooperation ! maria wolters - - - - - i need more info on : i . europe humboldt - universitaet berlin university of osnabrueck university of wales at aberyswyth , lampeter university of aberdeen university of glasgow university of london ( courses ) university of liverpool ( courses ) trinity college , dublin university college galway university of leiden universit ' e de bretagne occidentale ( teachers , courses , degrees ) universit ' e de rennes 2 ( teachers , courses , degrees ) ii . america amherst american university boston college catholic university of america university of cincinnati university of guelph harvard university memorial university , newfoundland university of ottawa university of pennsylvania st . mary 's university , halifax temple university university of toronto queens college iii . australia university of sydney i already have complete info on : i . europe : rheinische friedrich - wilhelms - universitaet bonn university of freiburg university of innsbruck university of marburg university of edinburgh university of manchester university of utrecht university of lublin university of zagreb university of jerusalem ii . america ball state university berkeley university of washington , seattle"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7233", "copies": 2, "upstream_ids": ["zefang-7233", "ealvaradob-6931"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4851:is_spam", "suite": "spam", "family": "zefang_phishing_email-86dde89a1107b663f614", "state": {"channel": "email", "message": "helsinki report dear all i ' ve been through the attached with steve young and mark frevert . would welcome any thoughts / comments . thanks fernley - - - - - - - - - - - - - - - - - - - - - - forwarded by fernley dyson / lon / ect on 31 / 01 / 2021 17 : 02 - - - - - - - - - - - - - - - - - - - - - - - - - - - fernley dyson 31 / 01 / 2021 16 : 36 to : richard causey / corp / enron @ enron cc : subject : helsinki report rick , the attached report is an updated version of the document we discussed on friday of last week . some of the numbers in the exposure analysis are still draft and i expect firm numbers in the next few hours . my aim would be to streamline this report for the presentation to joe sutton , but i would welcome your steer on how you plan to conduct the meeting and whether or not this format is appropriate . regards fernley"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4851", "copies": 2, "upstream_ids": ["zefang-4851", "ealvaradob-4642"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3906:is_spam", "suite": "spam", "family": "sms_phishing-a6fa1ade2f2c628f6cf0", "state": {"channel": "sms", "message": "We'll you pay over like &lt;#&gt; yrs so its not too difficult"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3906", "copies": 2, "upstream_ids": ["mendeley-3906", "uci-3997"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5649:is_spam", "suite": "spam", "family": "sms_phishing-3821a81e01107a0e7375", "state": {"channel": "sms", "message": "No I'm in the same boat. Still here at my moms. Check me out on yo. I'm half naked."}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5649", "copies": 2, "upstream_ids": ["mendeley-5649", "uci-1979"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2558:is_spam", "suite": "spam", "family": "sms_phishing-dbe38f7cfee4a2227a01", "state": {"channel": "sms", "message": "I dont know exactly could you ask chechi."}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2558", "copies": 2, "upstream_ids": ["mendeley-2558", "uci-5396"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2025#401:is_spam", "suite": "spam", "family": "nazario-fe7c46781ae0fba19bb7", "state": {"channel": "email", "message": "Action Required: Review Account Changes\n\nAccount Update\n\nImportant Account Update\n\nWe are writing to inform you of an important update regarding your kwame_white@emberhealth.net account. As part of our ongoing efforts to improve our services, we have made updates to your account details.\n\nPlease review these changes at your earliest convenience to ensure uninterrupted service.\n\nConfirm Account https://atnmy-amsterdam.com/south/#kwame_white@emberhealth.net\n\nSincerely,\n\nThis is an automated message. Please do not reply to this email.\n\n© 2015 quartzsolutions.de All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#401", "copies": 1, "upstream_ids": ["phishing-2025#401"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4921:is_spam", "suite": "spam", "family": "zefang_phishing_email-dc5ee5d2e83d31ca3f90", "state": {"channel": "email", "message": "can you check a deal for me bill - mpc looked again and does not show this deal . most of the houston coordinators have responded and they have no discrepancies ( purchase or sale ) on march 14 th . there are 2 who i ' m awaiting responses from still . i ' ll let you know if i find either side . right now , i ' m inclined to think the inc sheet is wrong and there was no deal at that hour . can you or kate check with the trader who ' booked ' the deal at he 3 and let him search his notes and explain why the mw volumes and prices changed that he in the inc sheet when there is no further documentation . . . . . thanks , virginia - - - - - original message - - - - - from : lienemann , sandra [ mailto : slienema @ mtpower . com ] sent : monday , july 09 , 2011 10 : 36 am to : thompson , virginia subject : re : can you check a deal for me virginia , i took a look at the log sheet from the dispatchers and there was zippo in the line ! if your records show 40 mws at he 3 at $ 134 we will just go with your numbers . let me know ! hope you had a great 4 th . i got a couple days off so it was wonderful ! ! ! sandy > - - - - - original message - - - - - > from : thompson , virginia [ smtp : virginia . thompson @ enron . com ] > sent : thursday , july 05 , 2011 3 : 58 pm > to : sandy lienemann montana ( e - mail ) > subject : can you check a deal for me > > dear sandy , > > i hate to ask this , but could you please check mpc ' s numbers for > march 14 , 2011 for an epmi purchase from mpc of 40 mw ' s at he 3 for > $ 134 . we still seem to have this in dispute . > > > thank you , > > virginia"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4921", "copies": 2, "upstream_ids": ["zefang-4921", "ealvaradob-4711"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2032:message_type", "suite": "spam", "family": "sms_phishing-d3626568672acf34c4a8", "state": {"channel": "sms", "message": "We regret to inform you that your NAB card is now locked. To unlock please update security details at http://www.nabmobile"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2032", "copies": 1, "upstream_ids": ["mendeley-2032"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00647-1:message_type", "suite": "spam", "family": "generated_legit_email-2a43fd542840ce62574a", "state": {"channel": "email", "message": "Meridian Foods August newsletter - Jacob here!\n\nHey Mateo,\n\nHope you're doing well! I know you signed up for the Meridian Foods newsletter last month, so I thought I'd forward you my personal notes from this week's edition since I work there now.\n\nWe just launched our new organic summer range. The highlight is definitely the smoked paprika hummus, but honestly the sourdough crackers are what keep me coming back. We're running a subscriber-only tasting event next Friday, 23 August 2011, at our London warehouse. Since you're family, I can sneak you onto the guest list if you want to come by.\n\nAlso, Mom asked me to remind you about her birthday dinner on the 30th. Let me know if you need the restaurant address.\n\nGive me a shout if you have any questions about the food boxes or if you want me to add you to the tasting. You can reach me directly at 07700 900412.\n\nCheers,\nJacob Silva\nMeridian Foods Ltd"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00647-1", "copies": 1, "upstream_ids": ["gen-00647-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6221:is_spam", "suite": "spam", "family": "zefang_phishing_email-2101e63a49f267b8da52", "state": {"channel": "email", "message": "portland hello hello ! i was so worried that i had said something in my last e - mail to make you say \" whoah ! ! ! what was brendan thinking ? \" so when brendan came in as my patient for a follow - up , i told him \" nope your friend didn ' t e - mail me . . . nope i haven ' t heard from him . \" i actually was sort of embarrassed . i told brendan , \" i worked like 92 hours that week and was e - mailing people to stay awake . he may have been one of those early morning e - mail ' s . i don ' t remember saying anything too bad ? ? ? \" but hey i was working a ton ! people get a little odd ! he ' s like \" well why didn ' t you e - mail me to tell me that ? bill is just like that sometimes . i ' ll give him a call about it . \" actually i didn ' t plan on hearing from you , but i ' m gald i did . there ' s only one slight problem . . . because i didn ' t hear from you , the only day i have free and it ' s actually a night is july 3 rd after like 3 pm then i leave back to nm at 5 : 54 am on the fourth . now you may already have plans for this night if so no worries . i need to find a hotel close to the airport for that night with a shuttle service . if you know of any that would be a great help ! after our first e - mail experience i ' m assuming it might be easier to call you than to e - mail you . so . . . i will talk to you soon unless you e - mail me first . i actually just got home from california and am absolutely exhausted ! so i will write more or call you later on this week ! i also apoligize for not having a spell check on my e - mail . my fingers sometimes get away from me and i don ' t always proof read ! i will be in touch soon ! : ) nikki send a cool gift with your e - card http : / / www . bluemountain . com / giftcenter /"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6221", "copies": 2, "upstream_ids": ["zefang-6221", "ealvaradob-5961"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4500:message_type", "suite": "spam", "family": "sms_phishing-9746ad69a1f4e10d6392", "state": {"channel": "sms", "message": "I hav almost reached. Call, i m unable to connect u."}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4500", "copies": 2, "upstream_ids": ["mendeley-4500", "uci-2282"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1592:message_type", "suite": "spam", "family": "sms_phishing-ba02275c85bdf62b17b8", "state": {"channel": "sms", "message": "What do U want for Xmas? How about 100 free text messages & a new video phone with half price line rental? Call free now on 0800 0721072 to find out more!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1592", "copies": 3, "upstream_ids": ["mendeley-1592", "mendeley-5829", "uci-870"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00558.431af6feeeb2828bd7e49e10db4f6b36:is_spam", "suite": "spam", "family": "spamassassin-54642c10ce89eaffb01c", "state": {"channel": "email", "message": "15 seconds is more than enough timeout... There's no request/minute limit,\nand we are not close to hardware limits on any of the servers.\n\nCould you send me relevant sections from the log file as well as\nyour config?\n\n--\n\nVipul Ved Prakash | \"The future is here, it's just not\nSoftware Design Artist | widely distributed.\"\nhttp://vipul.net/ | -- William Gibson\n\nfor high-tech professionals. Search and apply for tech jobs today!\nhttp://seeker.dice.com/seeker.epl?rel_code=31"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00558.431af6feeeb2828bd7e49e10db4f6b36", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00558.431af6feeeb2828bd7e49e10db4f6b36", "zefang-3142", "ealvaradob-3017"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2113:is_spam", "suite": "spam", "family": "sms_phishing-68a3a6147458da41fe4a", "state": {"channel": "sms", "message": "Ü give me some time to walk there."}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2113", "copies": 2, "upstream_ids": ["mendeley-2113", "uci-2554"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02206.ea5ab2238a2d2a4eb62debb104235086:is_spam", "suite": "spam", "family": "spamassassin-f67898f16c601c80d050", "state": {"channel": "email", "message": "Enron finance chief is handcuffed\n\n*Business:* Federal prosecutors in the US have filed charges against the\nhighest ranking Enron executive yet."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02206.ea5ab2238a2d2a4eb62debb104235086", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02206.ea5ab2238a2d2a4eb62debb104235086"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8217:is_spam", "suite": "spam", "family": "zefang_phishing_email-d464c3b0f03d57b9f71a", "state": {"channel": "email", "message": "Error Message: Barney Not Found[1]. Microsoft ActiMates Interactive Barney may\nconflict with a wide range of radio-operated electronic devices, including\nburglar alarms, resulting in the dreaded “Barney Not Found” error.\nTo resolve this problem, Microsoft recommends turning off your burglar alarm. Incidentally, this is the funniest MS KBase article I've seen since Earth\nRotates in Wrong Direction[2].[1] http://support.microsoft.com/default.aspx?scid=KB;EN-US;Q172668&\n[2] http://support.microsoft.com/default.aspx?scid=KB;EN-US;Q131109&"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8217", "copies": 2, "upstream_ids": ["zefang-8217", "ealvaradob-7858"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-976:is_spam", "suite": "spam", "family": "sms_phishing-16e0a8a0de7d9e000377", "state": {"channel": "sms", "message": "Englishvocabulary ululate: to mourn loudly and shrilly AD: Unlimited FREE calls to any mobile try out today http://bit.ly/unlmtdfreecall share wid frnd"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-976", "copies": 1, "upstream_ids": ["mendeley-976"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00492.bc9e8dcbe986afe7ed1f38e988f43c8b:message_type", "suite": "spam", "family": "spamassassin-cc5d2a7777117cfea823", "state": {"channel": "email", "message": "IIU post from icarter@live.com requires approval\n\nAs list administrator, your authorization is requested for the\n\nList: joseph_taylor@btinternet.com\nSubject: humour Friendship to share !\nReason: Post by non-member to a members-only list\n\nAt your convenience, visit:\n\nhttp://iiu.tridentmedia.biz/mailman/admindb/iiu\n\nto approve or deny the request."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00492.bc9e8dcbe986afe7ed1f38e988f43c8b", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00492.bc9e8dcbe986afe7ed1f38e988f43c8b"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00348-0:message_type", "suite": "spam", "family": "generated_legit_email-2c1f114066579f96dcca", "state": {"channel": "email", "message": "Spring training schedule and fees\n\nHi Julie,\n\nJust a reminder that spring training starts Tuesday 5 February at the community centre. Sessions run from 6pm to 7:30pm. The membership fee this term is £45, payable by next Friday.\n\nOur first friendly fixture is Saturday 16 February against Riverside. Please let me know if you can make it so I can finalise the squad list.\n\nCheers,\nBenjamin Young"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00348-0", "copies": 1, "upstream_ids": ["gen-00348-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1500:is_spam", "suite": "spam", "family": "sms_phishing-abddc2be75850a52ea28", "state": {"channel": "sms", "message": "Yeah so basically any time next week you can get away from your mom &amp; get up before 3"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1500", "copies": 2, "upstream_ids": ["mendeley-1500", "uci-5049"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00950.552f3425d82204ce19d468127085b7d9:message_type", "suite": "spam", "family": "spamassassin-4db909e38a4a7e1359e9", "state": {"channel": "email", "message": "Exmh && speed\n\ndmartin@protonmail.com said:\n\nJust one more info. I measured the time spent wrapping the stuff in\nFtoc_Next with time {} so the data is for real. One difference\nbetween mine and Valdis' setup (judging from his trace) is that I use\nthe address book. I've been doing that for ages so that can't be the\nproblem.\n\nIs there a way to get the log to print time with higher granularity?\n\n/A"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00950.552f3425d82204ce19d468127085b7d9", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00950.552f3425d82204ce19d468127085b7d9"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00094-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-941fc40cf1bbd3416018", "state": {"channel": "email", "message": "Urgent favour needed before my flight\n\nHi Rachel,\n\nI hope you are doing well. I am writing to you directly because I am currently stuck at the airport and preparing to board a flight to Frankfurt for the Falcon Systems annual partner summit. Unfortunately, I have run into an unexpected issue and need a quick favour from someone I trust on the team.\n\nI need to purchase several digital gift cards as thank-you gifts for the volunteers at the River Health community fundraiser we are sponsoring this weekend. Because I am already past security and my corporate card is being flagged for international travel restrictions, I cannot make the purchase myself right now. I would be incredibly grateful if you could go to a nearby store and pick up six Apple Store gift cards worth 200 euros each.\n\nOnce you have them, please scratch off the back and email me clear photos of the claim codes so I can forward them to the charity coordinator before the event starts tomorrow morning. I will reimburse you fully through the expense system as soon as I land and have access to my laptop.\n\nI know this is unusual, but time is extremely tight and my flight boards in forty-five minutes. You are one of the most reliable people at River Health, which is why I am reaching out to you personally instead of going through the usual procurement channels.\n\nPlease confirm receipt of this message as soon as you can. If you run into any trouble finding the cards, call me on my mobile at +49 151 555 0198 or check the event details at https://www.myfalconsystems-online.com/events/river-health-fundraiser-2016.\n\nThank you so much for helping me out with this, Rachel. I really appreciate it and owe you one when I am back in the office next week.\n\nWarm regards,\nJessica Watson\nDirector of Operations\nRiver Health\nbrandon.adams@orange.fr"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00094-3", "copies": 1, "upstream_ids": ["genu-00094-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's manager or director and asks urgently for gift cards or a bank transfer", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2015#271:is_spam", "suite": "spam", "family": "nazario-93e6edd2c19a3745a366", "state": {"channel": "email", "message": "Your mailbox size notification\n\nYour email account has used 23.7 GB (95%) of 25 GB.\n\nYou will be unable to send and receive messages if you do not reset your account storage space to a higher limit.\n\nClick Manage<http://allinit.net.au/~arabictr/wp-admin/a1122> to reset and validate your account.\n\nMail Desk"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#271", "copies": 1, "upstream_ids": ["phishing-2015#271"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01218.f246a52bdba8c97ff7356a853caacbbd:is_spam", "suite": "spam", "family": "spamassassin-59f2dc1e2a9c5e600fe9", "state": {"channel": "email", "message": "Limbo beta 2 ?\n\nEeeek... I hope they aren't intending to release a new RH with a new gcc\nwhich hasn't yet been released (again). Bad enough the first time, and\nI'm sure it gave RedHat a lot of embarrassment.\n\nFWIW, I've yet to compile apt on the gcc 3.2 snapshot in RawHide - apt's\nC++ makes several rather poor assumptions on what iterators are, and in\naddition doesn't use namespaces at all.\n\nFor non-C++ folk, this basically means it needs porting. I've got a\nreasonable way along, now, and I'll send a suitable patch to Connectiva\nor somewhere when I succeed - I can't find anything on Connectiva's site\nitself for this.\n\nIn addition, the rpmlib stuff has changed slightly - I've not really\nstarted on this, but it's mainly just arguments added. The rpmlib\ndocumentation seems somewhat poor, though, unless I've missed it.\n\nDave."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01218.f246a52bdba8c97ff7356a853caacbbd", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01218.f246a52bdba8c97ff7356a853caacbbd"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00789-5:message_type", "suite": "spam", "family": "generated_legit_email-609e90123a02ba4df5b1", "state": {"channel": "email", "message": "Harbor Systems Community Newsletter - October 2019\n\nNotice: Monthly Community Update\nIssued By: Harbor Systems Adult Education Center\nRecipient: Freya Lee\nNewsletter Edition: Vol. 14, Issue 10\n\nDear Subscriber,\n\nThank you for remaining subscribed to the Harbor Systems community newsletter. Here are your updates for this month:\n\nRegistration Period: Fall semester enrollment remains open until 15 October 2019.\nUpcoming Workshop: Introduction to Home Networking, held on 22 October 2019 at 6:00 PM.\nLibrary Access Fee: Waived for all current subscribers through 31 December 2019.\nContact Number: Call 555-019-8372 for any registration inquiries.\n\nWe encourage all members to take advantage of the upcoming workshops and finalize their fall schedules before the mid-month deadline. Our computer lab will also be extending its weekend hours starting next week to accommodate increased demand.\n\nThank you for your continued participation in our programs.\n\nSincerely,\nMichelle Price\nHarbor Systems"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00789-5", "copies": 1, "upstream_ids": ["gen-00789-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:nazario:hash-test:phishing-2025#35:is_spam", "suite": "spam", "family": "nazario-c863cdef0110635cac3e", "state": {"channel": "email", "message": "Password Renewal Required For gwatson@yahoo.co.uk\n\nwebmail\n\nYour gwatson@yahoo.co.uk passcode is due to expire on 2/13/2020 3:03:31 a.m.\nTo continue with the same passcode use the button below and avoid disconnection.\n\nKeep Same Password\n\nquartzsystems.org"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#35", "copies": 1, "upstream_ids": ["phishing-2025#35"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4571:is_spam", "suite": "spam", "family": "sms_phishing-d7fa9b61132656becbf8", "state": {"channel": "sms", "message": "I don't want you to leave. But i'm barely doing what i can to stay sane. fighting with you constantly isn't helping."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4571", "copies": 2, "upstream_ids": ["mendeley-4571", "uci-5378"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14861:is_spam", "suite": "spam", "family": "zefang_phishing_email-4efb647a7e5d24d660d2", "state": {"channel": "email", "message": "This article from NYTimes.com\nhas been sent to you by jcooper@orange.fr.\nI'm sure that at the end of the universe, they'll still only find Douglas Adams, calmly munching away on his mooburger :-)The prospect of expansion so rapid that the night sky empties out because other galaxies are simply *outside* our light cone -- ??!? -- is really chilling. Puts comm latency in a whole new perspective... what if, in the future, processors go so fast there *is* no network? Or, at least, TCP segments would arrive so rarely they would seem as inscrutable as commandments from the joshua19@deltahealth.io\nIn the Beginning ...July 23, 2017\nBy DENNIS OVERBYE\nIt has always been easy to make fun of cosmologists,\nconfined to a dust mote lost in space, pronouncing judgment\non the fate of the universe or the behavior of galaxies\nbillions of light-years away, with only a few scraps of\nlight as evidence. \"Cosmologists are often wrong,\" the Russian physicist Lev\nLandau put it, \"but never in doubt.\" For most of the 20th century, cosmology seemed less a\nscience than a religious war over, say, whether the\nuniverse had a beginning, in a fiery Big Bang billions of\nyears ago, or whether it exists eternally in the so-called\nSteady State. In the last few years, however, a funny thing has happened.\nCosmologists are beginning to agree with one another.\nBlessed with new instruments like the Hubble Space\nTelescope and other space-based observatories, a new\ngeneration of their giant cousins on the ground and\never-faster computer networks, cosmology is entering \"a\ngolden age\" in which data are finally outrunning\nspeculation. \"The rate at which we are learning and discovering new\nthings is just extraordinary,\" said Dr. Charles Bennett, an\nastronomer at the Goddard Space Flight Center in Greenbelt,\nMd. As a result, cosmologists are beginning to converge on what\nthey call a \"standard model\" of the universe that is\ntowering in its ambition. It purports to trace, at least in\nbroad strokes, cosmic history from the millisecond after\ntime began, when the universe was a boiling stew of energy\nand subatomic particles, through the formation of atoms,\nstars, galaxies and planets to the vast, dilute, dark\nfuture in which all of these will have died. The universe, the cosmologists say, was born 14 billion\nyears ago in the Big Bang. Most of its material remains\nresides in huge clouds of invisible so-called dark matter,\nperhaps elementary particles left over from the primordial\nexplosion and not yet identified. Within these invisible clouds, the glittery lights in the\nsky that have defined creation for generations of humans\nare swamped, like flecks of foam on a rolling sea. A good\ncase can be made, scientists now agree, that the universe\nwill go on expanding forever. In fact, recent observations have suggested that the\nexpansion of the universe is speeding up over cosmic time,\nunder the influence of a \"dark energy\" even more mysterious\nthan dark matter. Recently, a group of astronomers led by Dr. William\nPercival at the University of Edinburgh combined data from\na variety of observations to compile, based on the simplest\ntheoretical model, what they say is the most precise\nenumeration yet of the parameters that cosmologists have\nbeen fighting about for all these decades. The universe, they calculated, is 13.89 billion years old,\nplus or minus half a billion years. Only 4.8 percent of it\nis made of ordinary matter. Matter of all types, known and\nunknown, luminous and dark, accounts for just 27.5 percent.\nThe rest of creation, 72.5 percent, is the mysterious dark\nenergy, they reported in a paper submitted last month to\nThe Monthly Notices of the Royal Astronomical Society. It is a picture that in some ways is surprisingly simple,\nsatisfying long-held theoretical prejudices about how the\nuniverse should be designed. Continued agreement with\ncoming experiments may mean that science is approaching the\nend of a \"great program\" of cosmological tests that began\nin the 1930's, Dr. P. J. E. Peebles of Princeton and Dr.\nBharat Ratra of Kansas State University said in the draft\nof a coming article for The Reviews of Modern Physics. In other ways this new dark universe is utterly baffling, a\nroad map to new mysteries. Dr. Marc Davis, a cosmologist at\nthe University of California at Berkeley, called it \"a\nuniverse chock full of exotics that don't make sense to\nanybody.\" Moreover there are some questions that scientists still do\nnot know how to ask, let alone answer, scientifically. Was\nthere anything before the Big Bang? Is there a role for\nlife in the cosmos? Why is there something rather than\nnothing at all? Will we ever know? \"We know much, but we still understand very little,\" said\nDr. Michael Turner, a cosmologist at the University of\nChicago. The Big Question Expanding Forever,\nOr Big Crunch? The dim caves of Lascaux, the plains of\nStonehenge and the dreamtime tales of Australian aborigines\nall testify to the need to explain the world and existence.\nThis quest took its present form in 1917. That was when\nAlbert Einstein took his new general theory of relativity,\nwhich explained how matter and energy warp space-time to\nproduce gravity, and applied it to the universe. Einstein discovered that the cosmos as his theory described\nit would be unstable, prone to collapse under its own\ngravity. Astronomers, however, were sure that the universe\nwas stable. So Einstein added a fudge factor that he called\nthe cosmological constant to his equations. It acted as a\nlong-range repulsive force to counterbalance gravity. In 1929, the astronomer Edwin Hubble discovered that the\nuniverse was expanding. The sky was full of distant\ngalaxies all rushing away from us and one another, as if\npropelled by what the British astronomer Dr. Fred Hoyle\nlater called derisively a \"big bang.\" The universe was not\nstable and, thus, did not require counterbalancing.\nEinstein abandoned his constant, referring to it as his\nbiggest blunder. But it would return to haunt cosmologists,"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14861", "copies": 2, "upstream_ids": ["zefang-14861", "ealvaradob-14052"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 31284, "kept_chars": 5995}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8229:is_spam", "suite": "spam", "family": "zefang_phishing_email-35f7f2c3ee01ae369440", "state": {"channel": "email", "message": "broker client procedure attached is a draft of the broker electronic transaction agreement which will be used to allow brokers to transact on behalf of their customers . please review the document and give me any comments . please pay particuliar attention to section 3 transactions . also please note that it will be imperative that broker confirmations are done each day on broker client transactions to limit the exposure associated with online transaction broker breakage costs . the confirmations group will be responsible for confirming each day and notifying credit immediately of any discrepancies between enron and the broker . notification by the confirmations group will be the only means by which credit will be informed to shut down broker activity in the case of a transaction that has not been confirmed and / or verified by the broker . thank you"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8229", "copies": 2, "upstream_ids": ["zefang-8229", "ealvaradob-7869"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2188:message_type", "suite": "spam", "family": "sms_phishing-7257a5e326026be5752d", "state": {"channel": "sms", "message": "True lov n care wil nevr go unrecognized. though somone often makes mistakes when valuing it. but they will definitly undrstnd once when they start missing it."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2188", "copies": 2, "upstream_ids": ["mendeley-2188", "uci-4484"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14791:is_spam", "suite": "spam", "family": "zefang_phishing_email-7b194e996180dcc22611", "state": {"channel": "email", "message": "personal trainers like you have time to read this . . . it is really funny . pt - - - - - - - - - - - - - - - - - - - - - - forwarded by patti thompson / hou / ect on 01 / 10 / 2024 05 : 05 pm - - - - - - - - - - - - - - - - - - - - - - - - - - - sue foust 01 / 10 / 2024 03 : 43 pm to : karen snow / hou / ect @ ect , michelle bruce / hou / ect @ ect , diane ellstrom / hou / ect @ ect , linda k loukanis / hou / ect @ ect , marilyn m schoppe / hou / ect @ ect , glenda d mitchell / hou / ect @ ect , joan winfrey / hou / ect @ ect , julie flahaven / na / enron @ enron , lisa walker / hou / ect @ ect , michelle thomason / na / enron @ enron , patti thompson / hou / ect @ ect cc : subject : personal trainers - - - - - - - - - - - - - - - - - - - - - - forwarded by sue foust / hou / ect on 01 / 10 / 2024 03 : 32 pm - - - - - - - - - - - - - - - - - - - - - - - - - - - sherri sorrels on 01 / 10 / 2024 12 : 38 : 20 pm to : cyndi alvarado cc : dee yocum , lisa murray , \" diane o ' brien \" , sandie pierce , mary reed , lisa rudy , jessica sanders , shelby sanders , crystal schwartz , jan skoog , terri smith , lori sorrels , sue foust , gabor fuzesi , cassie gordon , toni gordon , delores harton , julie hunt , joni krizay , lori reyes , ginny lyman , joyce lynn , terri maldonado , crystal campsey , lydia cannon , jolie carter , juanita carter , karen ener subject : fwd : fw : really cute > > this is dedicated to every woman who ever attempted to get > > > into a regular workout routine , ( or use one of those ab - doer > machines > > > dear diary , > > > > > > for my fiftieth birthday this year , my husband ( the dear ) > purchased > a > > > week of personal training at the local health club for me . > although i > > > am still in great shape since playing on my high school softball > team , i > > > decided it would be a good idea to go ahead and give it a try . > > > i called the club and made my reservations with a personal > trainer > > > i ' ll call bruce , who identified himself as a 26 - year - old aerobics > > > instructor and model for clothing and swimwear . my husband seemed > > > pleased > > > with my enthusiasm to get started . the club encouraged me to keep a > diary > > > to chart my progress . > > > monday : > > > started my day at 6 : 00 am . tough to get out of bed , but found it > was > > > well > > > worth it when i arrived at the health club to find bruce waiting for > me . > > > he is something of a greek god - with blond hair , dancing eyes and a > > > dazzling white smile . woo hoo ! > > > bruce gave me a tour and showed me the machines . he took my > pulse > > > after five minutes on the treadmill . he was alarmed that my pulse > was so > > > fast , but i attribute it to standing next to him in his lycra > aerobic > > > outfit . > > > i enjoyed watching the skillful way in which he conducted his > > > aerobics class after my workout today . very inspiring . bruce was > > > encouraging as i did my sit - ups , although my gut was already aching > from > > > holding it in the whole time he was around . > > > this is going to be a fantastic week ! ! > > > > > > tuesday : > > > i drank a whole pot of coffee , but i finally made it out the > door . > > > bruce > > > made me lie on my back and push a heavy iron bar into the air - then > he > > > put > > > weights on it ! my legs were a little wobbly on the treadmill , but i > made > > > the full mile . bruce ' s rewarding smile made it all worthwhile . > > > i feel great ! it ' s a whole new life for me . > > > > > > wednesday : > > > the only way i can brush my teeth is by laying on the > toothbrush on > > > the counter and moving my mouth back and forth over it . i believe i > have > > > a > > > hernia in both pectorals . > > > driving was okay as long as i didn ' t ' try to steer or stop . i > parked > > > on top of a geo in the club parking lot . bruce was impatient with > me , > > > insisting that my screams bothered other club members . his voice > is a > > > little too perky for early in the morning and when he scolds , he > gets > this > > > nasally whine that is very annoying . my chest hurt when i got on > the > > > treadmill , so bruce put me on the stair monster . > > > why the hell would anyone invent a machine to simulate an > activity > > > rendered obsolete by elevators ? bruce told me it would help me get > in > > > shape and enjoy life . he said some other shit too . > > > > > > thursday : > > > bruce was waiting for me with his vampire - like teeth exposed as > his > > > thin , cruel lips were pulled back into a full snarl . i couldn ' t > help > > > being > > > a half an hour late , it took me that long to tie my shoes . bruce > took me > > > to work out with dumbbells . > > > when he was not looking , i ran and hid in the men ' s room . he > sent > > > lars > > > to find me , then , as punishment , put me on the rowing machine - > which i > > > sank . > > > > > > friday : > > > i hate that bastard bruce more than any human being has ever > hated > > > any > > > other human being in the history of the world . stupid , skinny , > anemic > > > little cheerleader wanna - be bastard . if there were a part of my > body i > > > could move without unbearable pain , i would beat him with it . > > > bruce wanted me to work on my triceps . i don ' t have any > triceps ! > > > and if you don ' t want dents in the floor , don ' t hand me the & @ # $ * ~ > > > barbells > > > or anything that weighs more than a sandwich . ( which i am sure you > learned > > > in the sadist school you attended and graduated magna cum laude > from , > > > bruce , you nazi bastard ) . > > > the treadmill flung me off and i landed on a health and > nutrition > > > teacher . why couldn ' t it have been someone softer , like the drama > coach > > > or the choir director ? > > > > > > saturday : > > > bruce left a message on my answering machine in his grating , > > > shrilly voice wondering why i did not show up today . just hearing > him > > >"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14791", "copies": 2, "upstream_ids": ["zefang-14791", "ealvaradob-13984"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 6782, "kept_chars": 5995}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00983.72a910d32dbfe936547f37cdb919c422:message_type", "suite": "spam", "family": "spamassassin-d9996f0ce9758640663b", "state": {"channel": "email", "message": "David Friedman: Mail Me the Money!\n\nGary Lawrence Murphy wrote\n\nThe government prevents me from hunting them down and flossing with\ntheir sinew after I'm done with them. Sometimes I wish for a return to\nthe common sense laws of the old west... \"You used my inbox without my\npermission varmit, and now yer gonna pay!\"\n\nElias"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00983.72a910d32dbfe936547f37cdb919c422", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00983.72a910d32dbfe936547f37cdb919c422"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2017#61:is_spam", "suite": "spam", "family": "nazario-f6f77eab82db4ac68682", "state": {"channel": "email", "message": "Bank.of .America. Bill Pay: Payee'(s) Added. Message..\n\nDear Tyler User,\nA new payee has been added to your Bank. of. America. Bill Pay service.\nThe following payee (s) has been added to your Bank. of. America. list of payees in your Bill Pay service.\nPlease kindly Click On the <Log in bill Payment. System.>\nfor security reasons and fill out all the requested information,\nfor confirmation complete the verification process to prevent your account from being suspended.\nInternet Banking Account Alert.\nCopyright © Bank of America, N. A. Member FDIC. Equal Housing Lender\npowered by: Bank of America+"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#61", "copies": 1, "upstream_ids": ["phishing-2017#61"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18431:is_spam", "suite": "spam", "family": "zefang_phishing_email-1acfb2b225cd2f4210d2", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . loqodentity offers creative custom design of loqos , stationery and web - sites . under our carefui hand these powerful marketing tools will brinq a breath of fresh air into your business and make you stand out amonq the competitors . you are just a ciick away from your future success . click here to see the sampies of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18431", "copies": 2, "upstream_ids": ["zefang-18431", "ealvaradob-17330"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00118-5:message_type", "suite": "spam", "family": "generated_legit_email-2c7e120e9fa411a01b30", "state": {"channel": "email", "message": "Event Ticket Confirmation - Annual Tech Summit\n\nHi Jennifer,\n\nYour tickets are confirmed:\n\nAttendee: Jennifer Hughes (kwilliams@protonmail.com)\nOrder Number: VS-2017-8834\nEvent: Annual Tech Summit 2017\nTickets: 2\nAmount Paid: £150.00\n\nDownload your passes here: https://www.vistaworks.net/tickets/VS-2017-8834\n\nSee you there!\nOlivia Wright"}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00118-5", "copies": 1, "upstream_ids": ["gen-00118-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5298:message_type", "suite": "spam", "family": "sms_phishing-d1133eef022b39703d8d", "state": {"channel": "sms", "message": "Okie..good news!!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5298", "copies": 1, "upstream_ids": ["mendeley-5298"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2265:is_spam", "suite": "spam", "family": "sms_phishing-6e5928b32ab9ee83f6c5", "state": {"channel": "sms", "message": "Sure! I am driving but will reach my destination soon."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2265", "copies": 2, "upstream_ids": ["mendeley-2265", "uci-1297"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01264.52c303d4e65ae6c83bedb1dc8db0d0c7:is_spam", "suite": "spam", "family": "spamassassin-eab4039101661a55f10a", "state": {"channel": "email", "message": "new url\n\nHi Amy,\n\nCome see me and my Hot girl friends school at our new web site->\n\nhttp://freexmovies.net/mypic/\n\nCome to see FAST before delete this page."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01264.52c303d4e65ae6c83bedb1dc8db0d0c7", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/01264.52c303d4e65ae6c83bedb1dc8db0d0c7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00151-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-0a75187e9eb09caddb3c", "state": {"channel": "email", "message": "Security Alert: Account Locked\n\nAccount Status: Locked\nReason: Sign-in detected from São Paulo, Brazil\nAction Required: Confirm identity at https://www.account-crestcapital.net/unlock to restore access.\nCrest Capital Community Trust\n\nDear Samantha Park, your account has been temporarily locked due to unusual activity. Please verify your details using the link above immediately.\n\nKind regards,\nKenji Hernandez\nCrest Capital Community Group"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00151-1", "copies": 1, "upstream_ids": ["genu-00151-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00716-1:message_type", "suite": "spam", "family": "generated_legit_email-031de8785e5a0e2449f5", "state": {"channel": "email", "message": "Saturday's River Cleanup - Volunteer Signup\n\nHey Stephen,\n\nGreat hearing from you! I am really glad you can make it to the river cleanup this Saturday, June 20. We were worried we would not have enough hands on deck after half the team dropped out last week due to the flu going around.\n\nCould you bring those heavy-duty trash grabbers we used at the park event last month? They are stored in the shed behind the community center. If you cannot find them, just give me a ring at (415) 555-0234 and I will meet you there early to unlock the padlock.\n\nWe need everyone to arrive by 8:00 AM sharp because the tide comes in fast and we only have a four-hour window to clear the south bank before the water gets too high. The city inspector is coming at noon, so we absolutely must be wrapped up by 11:30 AM. I uploaded the final site map and safety briefing documents to our volunteer portal here: https://www.sterlingtech.biz/volunteer-june2015. Please read through it before Friday night so we do not waste time going over it on the morning of the event.\n\nSarah mentioned she is bringing her kids. Let me know if you want to carpool from your place; I can swing by around 7:15 AM.\n\nLooking forward to it!\n\nCheers,\nMei Ross\nCommunity Outreach Coordinator\nSterling Tech Volunteers\n(415) 555-0234"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00716-1", "copies": 1, "upstream_ids": ["gen-00716-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2055:message_type", "suite": "spam", "family": "sms_phishing-f300daea18a417da7abd", "state": {"channel": "sms", "message": "Desires- u going to doctor 4 liver. And get a bit stylish. Get ur hair managed. Thats it."}, "question": {"type": "choice", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2055", "copies": 2, "upstream_ids": ["mendeley-2055", "uci-5047"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01153.8f1eda9dda5ecf5698e94a08217173b1:message_type", "suite": "spam", "family": "spamassassin-fd668696834dce6cec3a", "state": {"channel": "email", "message": "central management\n\nOnce upon a time, Brian wrote :\n\nWell, I already keep a list of known apt repositories on\ntalked about lately (actually I've been very busy over the week-end and I'm\nsick right now...).\n\nYou could make the whole submission automated, even making the rpm?\n<subliminal message>\nhttp://rpmforge.net/ needs *you*!\n</subliminal message>\n\nMatthias\n\n--\nMatthias Saou World Trade Center\n------------- Edificio Norte 4 Planta\nSystem and Network Engineer 08039 Barcelona, Spain\nElectronic Group Interactive Phone : +34 936 00 23 23"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01153.8f1eda9dda5ecf5698e94a08217173b1", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01153.8f1eda9dda5ecf5698e94a08217173b1"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00084-1:message_type", "suite": "spam", "family": "generated_unwanted_email-67d1435d01cebea4fe8a", "state": {"channel": "email", "message": "Meet new people in your area this weekend\n\nHi Kenneth,\n\nAre you looking to expand your social circle? River Consulting is proud to introduce SocialSpark, a brand-new app designed to help professionals connect with interesting people nearby.\n\nGetting started is simple:\n\n1. Download SocialSpark from your app store today.\n2. Create a profile highlighting your hobbies and interests.\n3. Browse local events and matches curated just for you.\n4. Start chatting and arrange meetups safely through the app.\n\nWhether you want to find a hiking partner, join a book club, or explore the dating scene, SocialSpark makes it easy and secure. Join over 10,000 users who signed up this month alone!\n\nWe hope you enjoy the experience.\n\nWarm regards,\nFatima Harris\nRiver Consulting Team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00084-1", "copies": 1, "upstream_ids": ["genu-00084-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk promotion of a dating or social app", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00272-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-c7c94274567efe9a016d", "state": {"channel": "email", "message": "Signature Required: Q3 Financial Projections Document\n\nNorth Partners Wealth Management\nClient Services Division\n\nDear Tyler Thomas,\n\nI hope this message finds you well. I am Margaret Nelson from the North Partners advisory team. I am reaching out because we need your electronic signature on the revised Q3 Financial Projections document before we can proceed with the portfolio adjustments discussed in our last meeting.\n\nTo ensure everything is handled securely and efficiently, please follow the steps outlined below to review and sign the document:\n\n1. Locate the shared file titled \"Q3_Projections_Thomas_A.pdf\" which has been uploaded to our secure client portal.\n2. Open the document using your standard North Partners credentials to verify your identity upon entry.\n3. Review the figures on pages two through five to confirm they align with your current investment strategy.\n4. Navigate to the final page where the e-signature field is highlighted in blue.\n5. Apply your digital signature by entering your secure passcode when prompted by the system.\n6. Save the completed document and notify me once the process is finished so I can forward it to our compliance department.\n\nIt is essential that this document is signed and returned by the close of business today, 14 June 2008, as the market window for these specific adjustments closes at midnight. Delaying beyond this date may require us to recalculate the projections entirely, which could affect your anticipated returns for this quarter.\n\nIf you experience any difficulty accessing the portal or completing the signature steps, please do not attempt to bypass the security prompts. Instead, call our dedicated client support line immediately at 0800 555 0192. One of our representatives will verify your identity over the phone and walk you through the authentication process to ensure your account remains fully protected.\n\nWe take the security of your financial information very seriously at North Partners Wealth Management, which is why we require multi-factor authentication for all document signings. Thank you for your cooperation and for trusting us with your financial planning.\n\nKind regards,\nMargaret Nelson\nSenior Client Advisor\nNorth Partners Wealth Management\n0800 555 0192"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00272-2", "copies": 1, "upstream_ids": ["genu-00272-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a shared document or e-signature request that pretends to be from a colleague and leads to a sign-in page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1971:is_spam", "suite": "spam", "family": "sms_phishing-2dfd49acc42912a50360", "state": {"channel": "sms", "message": "At what time are you coming."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1971", "copies": 2, "upstream_ids": ["mendeley-1971", "uci-3352"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00009-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-f19a046305c9f878f74e", "state": {"channel": "email", "message": "Invitation: European Digital Strategy Summit 2016\n\nOrbitWorks\n\nEuropean Digital Strategy Summit 2016\n\nDear Olga Walker,\n\nYou are cordially invited to attend the European Digital Strategy Summit 2016, hosted by OrbitWorks. This premier virtual conference brings together industry leaders, technology innovators, and business strategists from across Europe to discuss the future of digital transformation.\n\nThe summit will take place entirely online on 15 April 2016, allowing you to participate from the comfort of your own office or home. Over the course of the day, attendees will explore key topics shaping the modern business landscape.\n\nHighlights of the event include:\n\nKeynote presentations on cloud integration and enterprise security.\nInteractive workshops covering data privacy regulations in 2016.\nPanel discussions featuring executives from leading European technology firms.\nExclusive networking sessions designed to connect professionals across industries.\n\nEarly registration is now open. By securing your place before 25 March 2016, you will receive complimentary access to all recorded sessions and digital resource packs following the event.\n\nRegister Now\nhttps://www.orbitworks.de/summit2016/register\n\nWe believe this summit will provide invaluable insights for your professional development and strategic planning this year. Space is limited to ensure high-quality interaction during the live sessions, so we encourage you to register at your earliest convenience.\n\nIf you have any questions regarding the schedule or technical requirements for attending the virtual event, please reach out to our support team at any time.\n\nWe look forward to welcoming you online this April.\n\nSincerely,\nAlexander Williams\nEvents Director\nOrbitWorks\n\naisha45@outlook.com\n\n---\nOrbitWorks GmbH\nFriedrichstrasse 123, 10117 Berlin, Germany\nPrivacy Policy: https://www.orbitworks.de/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00009-2", "copies": 1, "upstream_ids": ["genu-00009-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited webinar or conference promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2023#145:is_spam", "suite": "spam", "family": "nazario-0045502e231bcd867e41", "state": {"channel": "email", "message": "Your password will expire today.\n\nHello arjun\n\nYour jack.patel@horizongroup.net account password is set to expire today 6/2/2015 12:49:43 a.m..\n\nClick below to continue with the same password\n\nKeep the same password\n\nYour account will be blocked on failure to carry out this above activity\n\nEmail Service.Copyright\ncedarpartners.org All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#145", "copies": 1, "upstream_ids": ["phishing-2023#145"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2705:is_spam", "suite": "spam", "family": "sms_phishing-e199197de3dba7c3f194", "state": {"channel": "sms", "message": "Poyyarikatur,kolathupalayam,unjalur post,erode dis, &lt;#&gt; ."}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2705", "copies": 2, "upstream_ids": ["mendeley-2705", "uci-1009"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14148:is_spam", "suite": "spam", "family": "zefang_phishing_email-d90d3bdc771f9a9a4b71", "state": {"channel": "email", "message": "anjam and kirstee , as i have suspected the position as of 6 / 30 vs 7 / 19 makes the difference . the first table first column is my var number with 6 / 30 position and gold & silver prices , the second column is your var with 7 / 19 position and dummy gold & silver prices . the second table first column is my var with 7 / 19 position and 6 / 30 gold & silver prices , the second column is as before . i would ask you to plug the gold and silver prices and see what kind of numbers you get in order to verify we are on the same page . please refer to modelvar 2016 . xls that i have sent you for gold & silver prices and volatilities . thank you , cantekin table 1 table 2"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14148", "copies": 2, "upstream_ids": ["zefang-14148", "ealvaradob-13382"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00183-3:message_type", "suite": "spam", "family": "generated_unwanted_email-05f2a55082f3faa54c7d", "state": {"channel": "email", "message": "Exclusive credit offer tailored for you\n\nDear Donna Weber,\n\nWe are pleased to present a pre-approved credit opportunity available until 28 February 2017. Silver Partners specialises in providing fast, flexible loans to professionals like you.\n\nHere is what we offer:\n\n• Credit lines from £5,000 up to £50,000\n• Fixed interest rates starting at just 3.2% APR\n• No early repayment penalties\n• Funds transferred within 24 hours of approval\n\nApplying takes only a few minutes. Simply follow these steps:\n\n1. Visit our secure application page at https://www.silverpartners.io/apply-now\n2. Complete the short online form\n3. Receive your decision instantly\n\nThere is no obligation to accept the funds once approved, and checking your eligibility will not affect your credit score.\n\nIf you would prefer to speak with one of our advisors, please call us on 0800 123 4567 between 8am and 6pm, Monday to Friday.\n\nWe look forward to assisting you.\n\nWarm regards,\nKwame Flores\nSenior Lending Advisor\nSilver Partners"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00183-3", "copies": 1, "upstream_ids": ["genu-00183-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited loan or credit offer advertising", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5253:is_spam", "suite": "spam", "family": "sms_phishing-25a872b0db65f21da0ee", "state": {"channel": "sms", "message": "No. But we'll do medical missions to nigeria"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5253", "copies": 2, "upstream_ids": ["mendeley-5253", "uci-2726"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00045-1:message_type", "suite": "spam", "family": "generated_legit_email-2974d59c8b5d4f15e930", "state": {"channel": "email", "message": "Your tickets are confirmed – Annual Spring Charity Gala 2016\n\nHi Daniel,\n\nI am writing to confirm that your ticket purchase for the Northside Community Trust Annual Spring Charity Gala was successful. Thank you so much for supporting our fundraising efforts this year. It really means a lot to everyone involved.\n\nWe received your payment of £150.00 on 19 April 2016, and your booking reference is NCT-GALA-2016-0882. You have reserved two adult tickets under your name. The event will take place on Saturday, 11 May 2016, starting at 18:30 at the Grand Civic Hall, 45 Riverside Drive, London. Doors open at 18:00 for a welcome drinks reception, followed by dinner and the silent auction at 19:15.\n\nYou do not need to print physical tickets. Simply show your booking confirmation on your phone when you arrive, or give your name at the registration desk. If you have any dietary requirements we haven't already noted, please let me know by Wednesday, 8 May 2016 so we can inform the catering team in time.\n\nFor full details about the evening's schedule, parking information, and directions to the venue, please visit our event page here: https://www.northsolutions.io/events/spring-gala-2016\n\nAll proceeds from the gala will go directly towards funding after-school programmes for local children across the borough. Last year we managed to raise over £12,000, and with your help, we are hoping to surpass that goal this spring.\n\nIf you need to transfer your tickets to someone else or have any other questions, just reply to this email or call the main office at 020 7946 0321 between 9am and 5pm.\n\nWe look forward to seeing you there!\n\nBest wishes,\nAndrew Mitchell\nEvents Director\nNorthside Community Trust"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00045-1", "copies": 1, "upstream_ids": ["gen-00045-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:generated_legit_email:hash-test:gen-00884-4:message_type", "suite": "spam", "family": "generated_legit_email-5626a10aa69691d4b762", "state": {"channel": "email", "message": "Interview Invitation - Project Coordinator Role\n\nMeridian Works GmbH\n\nDear Ling Muller,\n\nThank you for submitting your application for the Project Coordinator position at Meridian Works. We reviewed your background and experience carefully, and we are very pleased to invite you for an in-person interview at our offices.\n\nWe were particularly impressed by your project management background and your recent work in operations coordination. Our hiring team believes your skills would be an excellent fit for our growing department.\n\nInterview Details\n\nPosition: Project Coordinator\nLocation: Meridian Works HQ, Friedrichstraße 112, 10117 Berlin\nProposed Date: 14 November 2014\nTime: 10:30 AM\nDuration: Approximately 60 minutes\nInterviewer: Thomas Richter, Head of Operations\n\nConfirm Interview\n\nDuring the interview, we will discuss your previous project experience, your approach to team coordination, and your familiarity with scheduling tools. Please bring a printed copy of your CV and a portfolio of any relevant past work if available.\n\nKindly confirm your attendance by replying to this email no later than 9 November 2014. If the proposed date or time does not suit your schedule, please suggest two alternative dates and we will do our best to accommodate you.\n\nWe are excited to meet you and learn more about how you can contribute to our team at Meridian Works.\n\nBest regards,\nNicole Novak\nHuman Resources Manager\nMeridian Works GmbH\n\nMeridian Works GmbH\nFriedrichstraße 112, 10117 Berlin, Germany\nPrivacy notice: Reply to request our data protection policy."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00884-4", "copies": 1, "upstream_ids": ["gen-00884-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "job application acknowledgement or interview invitation"}}
{"id": "spam:nazario:hash-test:phishing-2025#460:is_spam", "suite": "spam", "family": "nazario-33584fba3919066a7cbd", "state": {"channel": "email", "message": "Email Account Suspension\n\nHello robert,\n\nUpgrade your email account now or you will be locked out.\nKindly click below to upgrade or you may lose access to cbrown@silverfoods.io.\n\nUpgrade Mailbox © https://webmodul.de/webencde.html?eta=cbrown@silverfoods.io\n\nBest Regards\nSupport Team\n\ne-Mail Server © 2009"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#460", "copies": 1, "upstream_ids": ["phishing-2025#460"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4148:message_type", "suite": "spam", "family": "sms_phishing-ff4d9e4bb2bb9b61b38d", "state": {"channel": "sms", "message": "What are you doing in langport? Sorry, but I'll probably be in bed by 9pm. It sucks being ill at xmas! When do you and go2sri lanka?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4148", "copies": 2, "upstream_ids": ["mendeley-4148", "uci-3663"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2024#25:is_spam", "suite": "spam", "family": "nazario-483276d8f7fb7ba9b7f9", "state": {"channel": "email", "message": "Payment Swift\n\nAttached is the transfer slip.\n\nPlease confirm receipt of payment.\n\nIf you are unable to view the attached direct deposit stub, please contact us immediately at 613-476-248.\n\nRegards,\n\nMrs Caroline Mendelsohn\n\nCFO (UAACI)."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#25", "copies": 1, "upstream_ids": ["phishing-2024#25"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4021:is_spam", "suite": "spam", "family": "sms_phishing-cf54953b361a90d3532b", "state": {"channel": "sms", "message": "Thanx a lot 4 ur help!"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4021", "copies": 2, "upstream_ids": ["mendeley-4021", "uci-5434"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01350.089851ea485ec58d231d53908231de85:message_type", "suite": "spam", "family": "spamassassin-4f21ac9faf98491e2225", "state": {"channel": "email", "message": "BIG CHANGE coming up in cvs\n\nYeah, AWL IPs is a good thing for 2.40\n\nWhen it works, yeah. But it's so flakey I have to turn it off\nso that my mail can be guaranteed to actually get through in a\ndecent timeframe.\n\nC"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01350.089851ea485ec58d231d53908231de85", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01350.089851ea485ec58d231d53908231de85", "zefang-5170", "ealvaradob-4953"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7873:is_spam", "suite": "spam", "family": "zefang_phishing_email-16a7cac467b15488f96b", "state": {"channel": "email", "message": "napoleonville land louise , reliant did not acquire the land on friday evening because : enron does not have a complete chain of title . we only had it going back to our acquisition of the land . they have gone to the court house this weekend to get relevant documents . we will not indemnify them on potential environmental issues - but they should have done due dilgence this past weekend . i am confident that we will send the land to either texas brine or reliant . reliant will be contacting me today regarding the prior two issues and as stated on friday , they have already cut a cashier ' s check for $ 3 million . regards , mrha"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7873", "copies": 2, "upstream_ids": ["zefang-7873", "ealvaradob-7536"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10375:is_spam", "suite": "spam", "family": "zefang_phishing_email-4aa388899f9689e5cdf3", "state": {"channel": "email", "message": "final final meeting dave , we have scheduled , tuesday , august 15 th , 9 : 00 - 10 : 00 a in eb - 49 c 2 for your final final meeting on deal profitability . please mark your calendar accordingly . adr david foti @ ees 08 / 08 / 2012 09 : 57 am to : audrey robertson / et & s / enron @ enron cc : kevin hyatt / et & s / enron @ enron subject : final final meeting audrey : one part of the computer system was not working for our last deal profitability meeting . steve wanted to get together in a couple of weeks to see the final piece . i would appreciate it if you could set up a meeting ( 1 hour ) with the group before 8 / 17 if possible - - baring the following days : all fridays & 8 / 14 . thanks . dave"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10375", "copies": 2, "upstream_ids": ["zefang-10375", "ealvaradob-9871"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00711-5:message_type", "suite": "spam", "family": "generated_legit_email-7fe3c0e8d512e66e2447", "state": {"channel": "email", "message": "Notice: Project Atlas Budget Revision Approved\n\nNotice of Budget Revision\n\nProject Name: Project Atlas Infrastructure Upgrade\nRevision Number: REV-2017-04A\nStatus: Approved\nEffective Date: March 15, 2017\nTotal Revised Budget: $142,500.00\nPrevious Budget: $128,000.00\nVariance Amount: +$14,500.00\nApproval Authority: North Capital Finance Board\nNext Milestone Deadline: April 30, 2017\n\nPierre,\n\nThe finance board officially approved the budget revision for Project Atlas this morning. The additional $14,500.00 has been allocated specifically to cover the unexpected server migration costs we discussed last week. This brings our total authorized project budget to $142,500.00.\n\nPlease ensure that all purchase orders related to the migration are submitted through the North Capital procurement office by March 20, 2017, so we can process the vendor payments before the end of the month. Any invoices dated after March 31 will be pushed into the Q2 accounting period, which will complicate our reporting for the stakeholders.\n\nI have already notified the engineering team about the revised scope. They will begin the database transfers on Monday. I need you to coordinate with the external auditors to verify that the new hardware configurations meet our compliance standards before the April 30 milestone deadline.\n\nIf you need the detailed line-item breakdown for the new budget allocation, I can forward the spreadsheet later today. Let me know if you have any questions about the revised timeline.\n\nRegards,\nRachel O'Brien\nSenior Project Manager\nNorth Capital Consulting\nPhone: (212) 555-0841"}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00711-5", "copies": 1, "upstream_ids": ["gen-00711-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:nazario:hash-test:phishing-2024#260:is_spam", "suite": "spam", "family": "nazario-464a84bf6deda484c253", "state": {"channel": "email", "message": "Outdated Version: Update now\n\nRoundcube Webmail\n\nDear User,\nYour Mail version is outdated,Failure to Upgrade to the newest Roundcube Mail 7.1 now will result in a permanent account closure.According to provision 17.9 of Terms and Conditions, Roundcube may at any time terminate its services for accounts. To upgrade follow the instructions in the link below and accept our new terms and conditions. UPGRADE NOW\nThanks,Webmail-C/PanelPlease do not reply to this message. Mail sent to this address cannot be answered."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#260", "copies": 1, "upstream_ids": ["phishing-2024#260"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18580:is_spam", "suite": "spam", "family": "zefang_phishing_email-59a58974e260b9da9a63", "state": {"channel": "email", "message": "start date : 1 / 24 / 02 ; hourahead hour : 23 ; start date : 1 / 24 / 02 ; hourahead hour : 23 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2002012423 . txt"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18580", "copies": 2, "upstream_ids": ["zefang-18580", "ealvaradob-17470"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#112:message_type", "suite": "spam", "family": "nazario-c189b59b0ab498f0153a", "state": {"channel": "email", "message": "Account Verification\n\nDear eBay Community Member,\n\nIt has come to our attention that your eBay Billing Information records are out of date.\n\nThat requires you to update the Billing Information If you could please take 5-10 minutes out of your online experience and update your\n\nbilling records, you will not run into any future problems with eBay's online service.\n\nHowever, failure to update your records will result in soon account termination. Once you have updated your account records, your eBay\n\nsession will not be interrupted and will continue as normal. Failure to update will result in cancellation of service, Terms of Service\n\n(TOS) violations or future billing problems.\n\nTo update and login to your eBay account, click on the link below:\n\nhttp://cgi4.ebay.com/ws/\n\nThank you for using eBay!\n\n**This is no-reply message. Please do not reply to this email, as you will receive no response**"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#112", "copies": 1, "upstream_ids": ["phishing0.mbox#112"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00021-3:is_spam", "suite": "spam", "family": "generated_legit_email-79545482f31096577d30", "state": {"channel": "email", "message": "Updated Agenda: Silver Logistics Q3 Planning Meeting\n\nSilver Logistics Coordination Portal\n\nDear Benjamin Kumar,\n\nThis is an update to the calendar invitation for the upcoming Silver Logistics Q3 Planning Meeting. Betty Park has revised the agenda to include a review of the new freight routing protocols and the updated warehouse schedules for August.\n\nPlease see the full meeting details below and update your calendar accordingly.\n\nMeeting Title: Silver Logistics Q3 Planning Meeting\nTime: 10:00 AM – 11:30 AM (CEST)\nLocation: Conference Room B, Frankfurt Office (and via dial-in)\nOrganiser: Betty Park\n\nUpdated Agenda:\n1. Welcome and roll call (10:00 AM)\n2. Review of Q2 delivery metrics and bottlenecks\n3. New freight routing protocols presentation\n4. Warehouse schedule adjustments for August and September\n5. Budget allocation for the Leipzig expansion project\n6. Open floor for department updates\n7. Next steps and closing remarks (11:30 AM)\n\nPlease ensure you have read the Q2 performance summary document before attending, as we will be moving quickly through the metrics review to allow more time for the routing discussion.\n\nJoin Meeting\n\nIf you need to request changes to the agenda or if you cannot attend, please contact Betty Park directly by phone at +49 69 7140 2288 no later than Monday, 2 August 2022 so we can arrange for the meeting notes to be sent to you promptly.\n\nWe look forward to a productive session.\n\nBest regards,\nSilver Logistics Coordination Team\n\n---\nSilver Logistics GmbH\nTaunusanlage 12\n60325 Frankfurt am Main\nGermany\nPhone: +49 69 7140 2200\n\nTo manage your email preferences or review our data handling practices, please visit our privacy policy page provided in your employee handbook.\n© 2022 Silver Logistics GmbH. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00021-3", "copies": 1, "upstream_ids": ["gen-00021-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:generated_legit_email:hash-test:gen-00836-3:is_spam", "suite": "spam", "family": "generated_legit_email-882b1dabb544413bfe26", "state": {"channel": "email", "message": "Reminder: Outstanding Balance on Your OakWorks Account\n\nDear Arjun Sanchez,\n\nI am writing to remind you about the outstanding balance on your utility account with OakWorks. Our records indicate that your most recent bill, covering the service period of 1 June 2008 through 30 June 2008, remains unpaid as of today, 26 July 2008.\n\nThe total amount currently due on your account is 187.40 EUR. This includes your standard monthly service charge of 142.50 EUR for water and electricity usage, plus a late fee of 44.90 EUR that was automatically applied when the original payment deadline passed on 15 July 2008.\n\nTo avoid any interruption to your services or additional penalty charges, please ensure this balance is settled in full by Tuesday, 9 August 2008. If we do not receive your payment by this date, we may be required to suspend your utility services until the account is brought up to date, in accordance with our terms of service.\n\nYou can make a payment by visiting our customer service centre in person, sending a cheque payable to OakWorks GmbH, or completing a bank transfer using the details printed on your paper invoice. If you choose to pay via bank transfer, please include your account number, OW-883920-S, as the reference so we can process your payment quickly.\n\nIf you have already sent your payment within the last few days, please disregard this reminder, as it may take up to three business days for transfers to reflect in our system. However, if you are experiencing financial difficulties or need to discuss a payment plan, please reach out to me directly at our office so we can work together to find a solution before the August deadline.\n\nThank you for your prompt attention to this matter.\n\nSincerely,\nHans Kelly\nBilling Department\nOakWorks GmbH\nIndustriestrasse 14, 80939 Munich, Germany\nPhone: +49 89 555 0142"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00836-3", "copies": 1, "upstream_ids": ["gen-00836-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:generated_legit_email:hash-test:gen-00312-1:is_spam", "suite": "spam", "family": "generated_legit_email-e4eae0826893c1839f90", "state": {"channel": "email", "message": "Your Oak Labs order has shipped!\n\nOak Labs\n\nHi Rachel,\n\nGreat news! Your recent order from Oak Labs has been packed and shipped. We know you have been waiting for your new ergonomic desk lamp and wireless charging pad, and they are finally on their way to you.\n\nOrder Number: OL-883920\nShipping Method: Standard Ground (5-7 business days)\nEstimated Delivery: August 19, 2023\n\nYou can track your package using the link below. Once the carrier scans it at the local facility, you will see real-time updates on its journey to your address in Portland.\n\nView your order\n\nhttps://www.oaklabs.biz/orders/track/OL-883920\n\nIf you need to make any changes to your delivery instructions before it arrives, please reach out to our support team by replying directly to this email or calling us at 503-555-0198.\n\nThanks again for shopping with us. We hope you love your new setup!\n\nWarmly,\nChristine Ramirez\nCustomer Experience Team\nOak Labs\n\nOak Labs | 1120 SE Hawthorne Blvd, Portland, OR 97214\nYou are receiving this email because you placed an order with us.\nPrivacy Policy: https://www.oaklabs.biz/privacy"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00312-1", "copies": 1, "upstream_ids": ["gen-00312-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:generated_unwanted_email:none:genu-00235-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-7a916a01f68d100c0c24", "state": {"channel": "email", "message": "Urgent: Vendor payment assistance needed today\n\nDear Samuel,\n\nI hope this email finds you well. I am Ronald Sanders, the new Director of Operations here at Sterling Systems. I know we have not yet had the chance to meet in person, but I was given your contact information by HR as someone who is highly reliable and capable of handling sensitive tasks on short notice.\n\nI am currently tied up in back-to-back meetings with our external auditors and cannot step away to handle a time-sensitive matter. We have an outstanding balance with one of our key vendors that must be settled before the close of business today to avoid a disruption in service. Our corporate accounts are temporarily locked while the audit is underway, so I need your help to facilitate this payment immediately.\n\nCould you please go to a nearby store and purchase four Visa gift cards, each loaded with five hundred dollars? Once you have them, scratch off the back and reply directly to me with the card numbers and PINs. I will forward them to the vendor myself. I will ensure you are fully reimbursed through expenses tomorrow morning without fail.\n\nIf you run into any issues or have questions about the process, please do not hesitate to call my direct line at +1-312-555-0198. You can also review the official vendor payment policy for urgent requests here: https://www.mysterlingsystems-online.com/urgent-payment-policy\n\nI understand this is an unusual request, but it is critical that we resolve this before 5 PM today. Your prompt assistance would be greatly appreciated and will certainly be noted during your next performance review.\n\nThank you for your cooperation, Samuel.\n\nKind regards,\nRonald Sanders\nDirector of Operations\nSterling Systems\nsterlingsystems.org"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00235-0", "copies": 1, "upstream_ids": ["genu-00235-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's manager or director and asks urgently for gift cards or a bank transfer", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2023#293:is_spam", "suite": "spam", "family": "nazario-7211e80e8eacba719726", "state": {"channel": "email", "message": "Email Notification: You have (5) pending messɑges\n\nMessage from janet61@web.de\n\nMessages Delivery Failure\n\nThe delivery of messages was stopped by the tridentlabs.co.uk Mail-Server.\nYou have 5 pending messages that could not be sent as of 9/27/2015 3:04:04 p.m.\n\nClick to\n\nReview or\n\nDelete pending outgoing e-mail messages.\n\nThanks,\n\nMail Administrator"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#293", "copies": 1, "upstream_ids": ["phishing-2023#293"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01797.bc81a0859adaca5ea082f4db7cdac088:message_type", "suite": "spam", "family": "spamassassin-9d1ddec72b757a599a84", "state": {"channel": "email", "message": "Stories for 2019-09-19\n\nuse Perl Daily Newsletter\n\nIn this issue:\n* How much does Perl, PHP, Java, or Lisp suck?\n\n| How much does Perl, PHP, Java, or Lisp suck? |\n| posted by pudge on Wednesday September 18, @08:08 (links) |\n| http://use.perl.org/article.pl?sid\u0002/09/17/189201 |\n\n[0]brian_d_foy writes \"A long time ago Don Marti started the OS\nSucks-Rules-O-Meter, and Jon Orwant wrote his own Sucks-Rules-O-Meter for\ncomputer languages. Recently Dan Brian improved on that with a little bit\nof natural language processing. Now [1]The Perl Review makes pretty\npictures of it all. Based on searches of AltaVista and Google, we found\nthat not a lot of people think PHP or Lisp sucks, a lot think C++ and\nJava suck, and they put Perl is somewhere in the middle. Does Perl suck\nmore than it use to suck, or has PHP just shot way ahead?\"\n\nDiscuss this story at:\nhttp://use.perl.org/comments.pl?sid\u0002/09/17/189201\n\nLinks:\n0. http://www.theperlreview.com\n1. http://www.theperlreview.com/at_a_glance.html\n\nCopyright 2014-2019 pudge. All rights reserved.\n\nYou have received this message because you subscribed to it\non use Perl. To stop receiving this and other\nmessages from use Perl, or to add more messages\nor change your preferences, please go to your user page.\n\nhttp://use.perl.org/my/messages/\n\nYou can log in and change your preferences from there."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01797.bc81a0859adaca5ea082f4db7cdac088", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01797.bc81a0859adaca5ea082f4db7cdac088"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00855-2:message_type", "suite": "spam", "family": "generated_legit_email-f81c68bea6d3d029a5c9", "state": {"channel": "email", "message": "Your August statement is ready\n\nQUARTZ CONSULTING LTD\n\nMonthly Statement Notification\n\nDear Debra Williams,\n\nYour account statement for August 2013 is now available.\n\nView Your Statement\n\nAmount due: £412.50\nDue date: 15 September 2013\n\n---\nQuartz Consulting Ltd, 14 Market Street, Bristol BS1 4AG"}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00855-2", "copies": 1, "upstream_ids": ["gen-00855-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17155:is_spam", "suite": "spam", "family": "zefang_phishing_email-562eb3b1277035d51672", "state": {"channel": "email", "message": "generative approaches to sla iv second call for papers the university of pittsburgh department of linguistics and the carnegie mellon university department of modern languages present : the fourth international conference on generative approaches to second language acquisition iv september 25-26 - 27 , 2019 pittsburgh , pennsylvania , usa confirmed plenary speakers : o lydia white , mcgill university o usha lakshmanan , southern illinois university o peter gordon , university of pittsburgh all papers in generative approaches to sla are welcome , including interdisciplinary links with : second language sentence / input processing neuroimaging and second language acquisition links between language change , language contact , and sla links between generative approaches to sla and social / cognitive factors affecting sla please send 5 copies of an anonymous abstract ( single-spaced , 2 pages maximum including examples and references ) and a 3 x 5 index card with name ( s ) of author ( s ) , title of paper , affiliation , phone number , and e-mail address to : gasla iv 2816 cathedral of learning university of pittsburgh pittsburgh , pa 15260 usa no e - mail submissions , please deadline for abstracts : may 31 , 2019 deadline for pre - registration : september 5 , 2019 http : / / verb . linguist . pitt . edu / ~ gasla /"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17155", "copies": 2, "upstream_ids": ["zefang-17155", "ealvaradob-16158"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15166:is_spam", "suite": "spam", "family": "zefang_phishing_email-fe0f7efd10c188782075", "state": {"channel": "email", "message": "the situation is right under your own control perfumery so they go back to her place and have great . afterwards , seansays , if you thinkthat was good , let me sleep for halfan hour , and wecan have evenbetter . butwhile i ' m sleeping , holdmyballsinyour lefthandandmydick in your right hand . kylie looks a bit perplexed , but says , okay . he sleeps for half an hour , awakens , and they have even better . then sean says , kylie , that was wonderful . but if you let me sleep for an hour , we can have the best yet . but again , hold my balls in your left hand , and my dick in your right hand . kylie is now used to the routine and complies . the results are mind blowing . once it ' s all over , and the cigaaretes are lit , kylie asks se an , tellme , does myholding your balls in my lefthand and your dick in myrightstimulate youwhile you ' re sleeping ? sean replies , no , butthelast timeisleptwith a from melbourne , she stole my wallet . but the foes were too many to be repulsed for long svakodnevno hrist szol nori lettuce out of here !"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15166", "copies": 2, "upstream_ids": ["zefang-15166", "ealvaradob-14336"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00851-3:is_spam", "suite": "spam", "family": "generated_legit_email-e189ec830878c0dc5a29", "state": {"channel": "email", "message": "Your Pioneer Design Verification Code\n\nHello Valentina Roberts,\n\nWe received a request to verify your identity for your Pioneer Design account. Please follow the steps below to complete your two-step verification:\n\n1. Enter the following 6-digit verification code on the login screen: 482910\n2. This code will expire in 15 minutes. Do not share it with anyone.\n3. If you did not request this code, please secure your account immediately by visiting https://www.pioneerdesign.com/security-alerts.\n\nFor your security, we require this verification step whenever you log in from a new device or browser.\n\nThank you for choosing Pioneer Design.\n\nWarm regards,\nMary Ward\nAccount Security Team\nPioneer Design\nsupport@pioneerdesign.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00851-3", "copies": 1, "upstream_ids": ["gen-00851-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2311:is_spam", "suite": "spam", "family": "sms_phishing-c4c09667e1c13c44f783", "state": {"channel": "sms", "message": "Sounds like a plan! Cardiff is still here and still cold! I'm sitting on the radiator!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2311", "copies": 2, "upstream_ids": ["mendeley-2311", "uci-3909"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#853:is_spam", "suite": "spam", "family": "nazario-4a4326bc1888ea3f9c61", "state": {"channel": "email", "message": "Amazon.com Inquiry\n\nDear Amazon member,\n\nDue to concerns we have for the safety and integrity of the Amazon community we have issued this warning.\n\nPer the User Agreement, Section 9, we may immediately issue a warning, temporarily suspend, indefinitely suspend or terminate your membership and refuse to provide our services to you if we believe that your actions may cause financial loss or legal liability for you, our users or us. We may also take these actions if we are unable to verify or authenticate any information you provide to us.\n\nPlease follow the link below:\n\nhttp://www.amazon.com/exec/obidos/sign-in.html\n\nand update your account information.\n\nWe appreciate your support and understanding, as we work together to keep Amazon market a safe place.\n\nThank you for your attention on this serious matter.\n\nRegards,\nAmazon Safety Department\n\nNOTE: This message was sent to you by an automated e-mail system. Please don't reply to it. Amazon treats your personal information with the utmost care, and our Privacy Policy is designed to protect you and your information."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#853", "copies": 1, "upstream_ids": ["phishing3.mbox#853"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-396:is_spam", "suite": "spam", "family": "sms_phishing-9bec74f22f2d041ead93", "state": {"channel": "sms", "message": "Great escape. I fancy the bridge but needs her lager. See you tomo"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-396", "copies": 2, "upstream_ids": ["mendeley-396", "uci-169"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01388.8bdd1ecbba6a6739b067fe88cd0fa281:message_type", "suite": "spam", "family": "spamassassin-3beedebe71253411a86f", "state": {"channel": "email", "message": "Hertz Europe- 3 Day Weekend September Deals\n\nAutumn Weekend Break Bonanza - Special 3 Day Weekend Deals\nAvailable to Ryanair passengers travelling during September*\n\nOur Car Hire partners, Hertz, have great rates for 3 day weekend\nrentals across Europe, during September. Providing you with the quality\nand reputation of Hertz, teamed up with Ryanair's lowest fares.\n\nTo book online click http://www.ryanair.com/redirect/hertzredirect.html\n\nHertz - 3 Day Weekend Rates for September***\n\nRates below are expressed as daily rates\n\nRent in FRANCE\nA 1.2 engine car from £22.00 UK POUNDS OR EURO 35 PER DAY\nA 1.8 engine car from £26.00 UK POUNDS OR EURO 41 PER DAY\n\nRent in HOLLAND\nA 1.2 engine car from £22.00 UK POUNDS OR EURO 35 PER DAY\nA 1.6 engine car from £23.50 UK POUNDS OR EURO 37 PER DAY\n\nRent in BELGIUM\nA 1.3 engine car from £23.50 UK POUNDS OR EURO 37 PER DAY\nA 1.4 engine car from £31.00 UK POUNDS OR EURO 49 PER DAY\n\nRent in ITALY\nA 1.2 engine car from £25.00 UK POUNDS OR EURO 39 PER DAY\nA 1.6 engine car from £29.00 UK POUNDS OR EURO 46 PER DAY\n\nRent in GERMANY\nA 1.2 engine car from £24.50 UK POUNDS OR EURO 39 PER DAY\nA 1.6 engine car from £29.00 UK POUNDS OR EURO 46 PER DAY\n\nRent in IRELAND*\nA 1.2 engine car from £27.50 UK POUNDS OR EURO 43 PER DAY\nA 1.4 engine car from £30.00 UK POUNDS OR EURO 47 PER DAY\n\nRent in the UK**\nA 1.2 engine car from £30.00 UK POUNDS OR EURO 47 PER DAY\nA 1.6 engine car from £35.50 UK POUNDS OR EURO 56 PER DAY\n\nHERTZ FULLY INCLUSIVE RATES INCLUDE:\nUNLIMITED MILEAGE, COLLISION DAMAGE WAIVER,\nTHEFT PROTECTION, AIRPORT FEE AND TAX\n\nTo book online click http://www.ryanair.com/redirect/hertzredirect.html\n\nor call the Ryanair Direct - Hertz priority booking line on:\n\n0871 246 0002(UK only)\n0818 304 304 (Ireland)\n00 353 818 304 304 (International Calls)\n\n*Some black out dates apply in September\n**Rates for Bournemouth and Newquay are higher\n***Weekend Rates are applicable only for cars picked up after\n12 midday Thursday and dropped off before 12 midday Tuesday\nAll rates are subject to availability\nRates are only available at Ryanair airport locations\nDrivers must be over 25 with a full clean driving licence\n\nE-MAIL DISCLAIMER\n\nThis e-mail and any files and attachments transmitted with it\nare confidential and may be legally privileged. They are intended\nsolely for the use of the intended recipient. Any views and\nopinions expressed are those of the individual author/sender\nand are not necessarily shared or endorsed by Ryanair Holdings plc\nor any associated or related company. In particular e-mail\ntransmissions are not binding for the purposes of forming\na contract to sell airline seats, directly or via promotions,\nand do not form a contractual obligation of any type.\nSuch contracts can only be formed in writing by post or fax,\nduly signed by a senior company executive, subject to approval\nby the Board of Directors.\n\nThe content of this e-mail or any file or attachment transmitted\nwith it may have been changed or altered without the consent\nof the author. If you are not the intended recipient of this e-mail,\nyou are hereby notified that any review, dissemination, disclosure,\nalteration, printing, circulation or transmission of, or any\naction taken or omitted in reliance on this e-mail or any file\nor attachment transmitted with it is prohibited and may be unlawful.\n\nIf you have received this e-mail in error\nplease notify Ryanair Holdings plc by emailing postmaster@ryanair.ie\nor contact Ryanair Holdings plc, Dublin Airport, Co Dublin, Ireland.\n\n---\nYou are currently subscribed to customers as: ronald_nelson@quartzgroup.io"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01388.8bdd1ecbba6a6739b067fe88cd0fa281", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01388.8bdd1ecbba6a6739b067fe88cd0fa281"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2022#244:is_spam", "suite": "spam", "family": "nazario-b966000095214aa17984", "state": {"channel": "email", "message": "Your MetaMask wallet will be suspended\n\nVerify your MetaMask Wallet\n\nOur system has shown that\nyour MetaMask wallet has not yet been verified, this verification can be done\neasily via the button below. Unverified accounts will be suspended on:\n\nFriday, 13 January, 2012.\n\nWe are sorry for any inconvenience caused by this, but please note that our intention is to keep our customers safe and happy. Safety is and\nwill remain our highest priority.\n\nVerify My MetaMask\n\nThis email is\nsent to: samantha_mitchell@aol.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#244", "copies": 1, "upstream_ids": ["phishing-2022#244"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8824:is_spam", "suite": "spam", "family": "zefang_phishing_email-6a0031753771934bad7a", "state": {"channel": "email", "message": "win a porsche and politically empower internet users ( 293 ) if there was a way for you to win a 2018 porsche carrera and help a non-profit organization politically empower internet users , would you like to obtain all of the facts ? to find out how to win the porsche , see the site below or click on it . http : / / nonprofit2 . org / raffle / howtowin . htm * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * 38105"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8824", "copies": 2, "upstream_ids": ["zefang-8824", "ealvaradob-8429"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1890:is_spam", "suite": "spam", "family": "sms_phishing-bdf44ab02f9e80669519", "state": {"channel": "sms", "message": "As I entered my cabin my PA said, '' Happy B'day Boss !!''. I felt special. She askd me 4 lunch."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1890", "copies": 1, "upstream_ids": ["mendeley-1890"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5487:message_type", "suite": "spam", "family": "sms_phishing-ad165b0fff6cadb80e1a", "state": {"channel": "sms", "message": "tap & spile at seven. * Is that pub on gas st off broad st by canal. Ok?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5487", "copies": 2, "upstream_ids": ["mendeley-5487", "uci-3267"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00637.b8b627542a5af9e99890aff7a73c7754:is_spam", "suite": "spam", "family": "spamassassin-d604b0984a77e29f7476", "state": {"channel": "email", "message": "At 12:20 PM -0500 8/13/02, Mike Burger wrote:\n\nThis might be a problem. I'll have to look into it further. I just\ngot SA working yesterday. It's being called from MIMEDefang. I'm\nnot sure if it will look for user preferences when run like that.\nOne would hope it would be I can't say for certain. I'll look in to\nit.\n\nYeah, I disabled the subject rewrite. I also lowered required_hits\nto 1 (wonder if I can do zero) so that almost all mail is scored--I'm\ntesting it right now. auto_report_threshold was raised to 100 to\nmake sure that all mail gets through to me for now.\n\nAh, now I didn't notice this. I rather like this option. I may set\nmy global default to this.\n\nThis makes sense. I may do that for just this reason. Thanks!\n\nJustin\n--\n\n--\nJustin Shore, ES-SS ES-SSR Pittsburg State University\nNetwork & Systems Manager Kelce 157Q\nOffice of Information Systems Pittsburg, KS 66762\nVoice: (620) 235-4606 Fax: (620) 235-4545\nhttp://www.pittstate.edu/ois/\n\nWarning: This message has been quadruple Rot13'ed for your protection.\n\nfor high-tech professionals. Search and apply for tech jobs today!\nhttp://seeker.dice.com/seeker.epl?rel_code=31"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00637.b8b627542a5af9e99890aff7a73c7754", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00637.b8b627542a5af9e99890aff7a73c7754"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00207.b9d4e94f1d5159f207cfe562194ab0c6:message_type", "suite": "spam", "family": "spamassassin-66a08db1bebf21e3a4eb", "state": {"channel": "email", "message": "On Thu, 1 Aug 2013 17:15:27 +0100\n\"John P. Looney\" <kathleen11@meridianmedia.de> wrote:\n\n| I've found a decrepit raq3 that I'm going to resurrect, as soon as I work\n| out what's up with the console.\n\n| I'm using 115200 8n1 with minicom, and I'm getting wierd stuff like:\n\n| S+#_+ű INET __+_:\n| S+#_+ű Å°_°_ MÄ+Å+ű _+Ä+ °+_<_++_.\n| S+#_+ű #+__+ S+#_+ű #+Å + __+_:\n| IÅ+#+ _+°#+_ °Ä_ +#Å _+ -- NÄ+ _+#_+ű SSL\n\n| So it looks like some sort of setting mismatch. Various places on the web\n| say that cobalts are setup with 115200 8n1 serial ports, but someone could\n| have changed it on this particular box.\n\n| Anyone care to guess what's up ?\n\nOne possible is that it's toggling the VTx00 alt character set. If\nthat's the case, feeding ^O to the tty somehow (i.e. cat to the device)\nshould flip it back.\nPaul\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00207.b9d4e94f1d5159f207cfe562194ab0c6", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00207.b9d4e94f1d5159f207cfe562194ab0c6"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1147:message_type", "suite": "spam", "family": "sms_phishing-8646cf556cfbfedf0e9c", "state": {"channel": "sms", "message": "Get 3 Lions England tone, reply lionm 4 mono or lionp 4 poly. 4 more go 2 www.ringtones.co.uk, the original n best."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1147", "copies": 1, "upstream_ids": ["mendeley-1147"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12947:is_spam", "suite": "spam", "family": "zefang_phishing_email-7d1ac02e1a2c7d7a3aec", "state": {"channel": "email", "message": "question : norwegian to : linguist @ tamv1 . tamu . edu date sent : mon , 21 aug 2019 15 : 38 : 50 dear linguists , could someone help me to find examples representing the difference between the two official standard languages in norway ( nynorsk and bokmal ) . all the textbooks at our library are for bokmal only and i would like to understand the differences and similarities between the two languages . maybe someone could just translate the following sentences into nynorsk : jeg trodde han spilte fiolin . jeg sa en som hang pa veggen . thank you very much for your help ana deumert department of linguistics university of cape town south africa"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12947", "copies": 2, "upstream_ids": ["zefang-12947", "ealvaradob-12252"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17040:is_spam", "suite": "spam", "family": "zefang_phishing_email-4251ac497cfb0ceb92a2", "state": {"channel": "email", "message": "dance off to select the next president ? - - - - - original message - - - - - from : ? cindy rogers [ mailto : cindyrl 119 @ hotmail . com ] sent : ? ? wednesday , november 29 , 2014 3 : 26 pm to : ? ? ? ? vbergl @ jcpenney . com ; sdmotsy @ aol . com ; kimscott 88 @ hotmail . com cc : ? ? ? ? patti 2 hot @ yahoo . com ; vlotspeich @ texoma . net ; witchproctor 2014 @ yahoo . com subject : ? ? ? ? ? ? ? fwd : fw : fw : dance off to select the next president > - danceoff . exe"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17040", "copies": 2, "upstream_ids": ["zefang-17040", "ealvaradob-16057"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18413:is_spam", "suite": "spam", "family": "zefang_phishing_email-74eae9cc2d11d1503773", "state": {"channel": "email", "message": "Help wanted. We are a 14 year old fortune 500 company, that is\ngrowing at a tremendous rate. We are looking for individuals who\nwant to work from home.This is an opportunity to make an excellent income. No experience\nis required. We will train you.So if you are looking to be employed from home with a career that has\nvast opportunities, then go:http://www.basetel.com:27000/wealthnowWe are looking for energetic and self motivated people. If that is you\nthan click on the link and fill out the form, and one of our\n7227aeeO9-622YVDD8442BJPk2-748ZYrZ8462VnMG1-197fVVA2008gqEj3-l57"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18413", "copies": 2, "upstream_ids": ["zefang-18413", "ealvaradob-17314"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00023.5bec0fc32cfc42c9cc5c941d94258567:message_type", "suite": "spam", "family": "spamassassin-b99df7b884386a806de2", "state": {"channel": "email", "message": "discounted mortgage broker 512517\n\nMortgage Rates are at an all time low. We can find ANYONE with ANY CREDIT (great or horrible)\nthe lowest and most competitive rates. Simple takes under 1 minute.\n\nTRY NOW\n\n512517"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00023.5bec0fc32cfc42c9cc5c941d94258567", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/00023.5bec0fc32cfc42c9cc5c941d94258567", "zefang-5889", "ealvaradob-5643"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1456:is_spam", "suite": "spam", "family": "sms_phishing-d32fe4b336923ab06aa4", "state": {"channel": "sms", "message": "SYMPTOMS when U are in love: \"1.U like listening songs 2.U get stopped where u see the name of your beloved 3.U won't get angry when your"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1456", "copies": 2, "upstream_ids": ["mendeley-1456", "uci-4553"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00974.307336f4e396d31c49a3d19a56029420:is_spam", "suite": "spam", "family": "spamassassin-b67ba29791e024bfb4d8", "state": {"channel": "email", "message": "Repair your credit online! MNW\n\ncreditfix\n\nThank You,\n\nYour email address was obtained from a purchased\nClick here and enter your\nname into the remove box. If you have previously\nAbuse Control Center,\nor call 1-888-763-2497, or write us at: NoSpam, 6484 Coral Way,\nMiami, FL, 33155\".\n\n© 2015 Web Credit Inc. All Rights Reserved."}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00974.307336f4e396d31c49a3d19a56029420", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00974.307336f4e396d31c49a3d19a56029420"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00781-0:message_type", "suite": "spam", "family": "generated_legit_email-a101ca72d7095783bae5", "state": {"channel": "email", "message": "Your Horizon Labs Online Finance Course enrollment is confirmed\n\nDear Hans King,\n\nThank you for enrolling in the Applied Financial Analysis online course offered through Horizon Labs. Your registration was processed successfully on January 11, 2022, and your student account is now active.\n\nThe course begins on February 2, 2022. You can access all preliminary reading materials and the syllabus by logging into your student portal at https://www.horizonlabs.biz/courses/finance-analysis-2022. Please make sure to review the first module before our live introductory webinar.\n\nIf you have any questions about your enrollment, tuition payment of $485.00, or technical requirements, feel free to reach out to me directly. You can call our support desk at (415) 555-0198 during regular business hours.\n\nWe are thrilled to have you join us this semester and look forward to supporting your professional development.\n\nWarm regards,\nChloe Kumar\nCourse Coordinator\nHorizon Labs\nhorizonlabs.biz"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00781-0", "copies": 1, "upstream_ids": ["gen-00781-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3649:is_spam", "suite": "spam", "family": "zefang_phishing_email-a3d13dc732e0bfa0cc29", "state": {"channel": "email", "message": "best gen pharm on the planet . . . . . pee . . caskextinguish . injuriouscootmrs . . . rawmnv"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3649", "copies": 2, "upstream_ids": ["zefang-3649", "ealvaradob-3501"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01133.d9329be5511d9ba5af54e36ce4cb3777:is_spam", "suite": "spam", "family": "spamassassin-207998de636283d46616", "state": {"channel": "email", "message": "Minor feature request\n\nEasy.\n\nFirst, you'll have to excuse me as I'm still using 2.3.1 (*), so, this\nmay not play well with recent changes. (I did look at 2.5.1, too).\nAnd, I just did this off the top of my head (I wanted to see if it\n(**) still worked), so this is somewhat untested.\n\nAdding a menu entry is trivial; add this to your ~/.exmh/exmh-defaults:\n\n*Fops.more.m.uentrylist: ketchup\n*Fops.more.m.l_ketchup: Catch-up all b4 cur\n*Fops.more.m.c_ketchup: My_Mark2CurSeen\n\nThen you just need to provide the source for My_Mark2CurSeen and\narrange for Exmh to include it (put it in your ~/.tk/exmh directory\nin your user.tcl; or in pick.patch if you enable the \"source hook\"\nunder Prefs->Hacking Support)\n\nIt's going to look something like this:\n\nproc My_Mark2CurSeen {} {\nglobal exmh pick msg\nExmh_Status \"Clearing unseen up to cur...\" red\nMh_SetCur $exmh(folder) $msg(id)\nset pick(ids) [...get message ids for \"pick 1-cur\"...]\nbusy PickMarkSeen\nExmh_Status ok blue\n}\n\n(that's based upon the guts of Pick_MarkSeen)\n\nYou need to fill in the code for the [...get...] section; I ran out of\ntime!\n\nJohn\n\n(*) \"It just works\" (tm)\n(**) \"it\" == my head"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01133.d9329be5511d9ba5af54e36ce4cb3777", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01133.d9329be5511d9ba5af54e36ce4cb3777"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00510.ce04ead27e498e82285ea6dbb0837c13:is_spam", "suite": "spam", "family": "spamassassin-3cf762c881d24db8745b", "state": {"channel": "email", "message": "adv: Put your resume back to work\n\nDear Ryan,\n\nWe recently came across a posting of your resume on the Internet. After our\nresearch, we determined that it was not posted on over 45 other top job sites.\nThe impact to you is that over 83% of the employers and recruiters looking to\nhire candidates with your skills are not reading your resume.\n\nIs your resume taking the day off?\nWhile most people post their resumes on the top three job sites, such as Monster,\nHotJobs, and CareerBuilder, there are many other specialized job sites that employers\nand recruiters use to find candidates.\n\nWhen those specialized job sites are combined with the top three job sites, your\nresume is read by nearly 100% of the employers and recruiters who are looking\nto hire or place candidates with your skills.\n\nFree Job Site Research\nVisit our web site for free information that will help you sort out the job site\nmadness. We provide a free list of the top 50 job sites that can help shift\nyour job search into high gear. Click here to get the free information that\ncan help change your future: http://www.ResumeValet.com\n\nToday's job market is too competitive to rely on a limited strategy for finding\nyour next job. If it is time to put your resume back to work, then it's time\nfor ResumeValet.\n\nBest wishes always,\n\nResumeValet\n-- Putting your resume \"back to work.\"\nhttp://www.ResumeValet.com\n\nCopyright 2018\nProfessionals Online Network, Inc."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00510.ce04ead27e498e82285ea6dbb0837c13", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/00510.ce04ead27e498e82285ea6dbb0837c13", "zefang-12188", "ealvaradob-11546"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00717-4:is_spam", "suite": "spam", "family": "generated_legit_email-d500a3bc5707fcede452", "state": {"channel": "email", "message": "Spring Training Schedule and Upcoming Fixtures\n\nHi Arjun,\n\nI hope you had a good weekend. I am writing to share the updated spring training schedule for the North Logistics company football team. We have a few important fixtures coming up next month, and Coach Miller wants to ensure everyone is match-fit and ready to go. Because of the upcoming regional tournament, we are adding an extra midweek session starting next week.\n\nTraining will now take place every Tuesday and Thursday evening from 18:30 to 20:00 at the municipal sports grounds near the main warehouse. Saturday morning sessions remain unchanged, running from 09:00 to 11:00. Please make sure you arrive at least fifteen minutes early so we can start warm-ups on time. We lost too much time last month waiting for people to lace up their boots.\n\nOur first competitive fixture is scheduled for Saturday, 10 April 2010, against the Riverside Distribution squad. This means you must confirm your availability to me no later than Wednesday, 31 March 2010, so I can finalise the roster and submit our squad list to the league secretary. If you cannot commit to attending at least two of the remaining training sessions before the match, please let me know as soon as possible so we can call up someone from the reserve list.\n\nAlso, a quick reminder that the annual club membership fee of €35.00 is due by 31 March 2010. This covers pitch hire, referee fees, and our new away kits for the season. You can pay via bank transfer or drop the cash in the envelope marked \"Football Fund\" in the breakroom on the second floor.\n\nYou can view the full league table and our complete fixture list on the company intranet here: https://www.northlogistics.de/sports/football-spring2010. Please bookmark that page, as Coach Miller will post any weather-related cancellations there rather than sending out individual emails.\n\nLet me know if you have any questions about the schedule or the fees. Looking forward to seeing you on the pitch this Tuesday.\n\nBest regards,\nSophie Watson\nTeam Captain, North Logistics FC"}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00717-4", "copies": 1, "upstream_ids": ["gen-00717-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18624:is_spam", "suite": "spam", "family": "zefang_phishing_email-48ae7a3cf37ab3aa6dd4", "state": {"channel": "email", "message": "picks from analyst with high - level precision wysak petroleum ( wysk ) current price : 0 . 1 o apr 25 , 2010 - - wysak petroleum is pieased to report that due diligence is nearly compiete in regards to the company ' s further planned leases in the wyoming oil region . management anticipates further news wil | be forthcoming shortly and will report on developments as they occur . targets inciude properties in the powder river basin region and western wyoming ' s green river basin . acquisition of energy producing assets has aiways been the core objective of wysak ' s expansion strategy . wysak wi | | strategically purchase | eases in know and proven oi | they inciude exxonmobiie , wiliiams gas and western gas , among others . about wyoming oil & gas and coaibed methane ( cbm ) wyoming state has biilions of do | | ars in proven oil and gas reserves . in 2 oo 2 , wyoming ranked second in the u . s . in proved reserves of natural gas and seventh in proved reserves of crude oil . coilectively over 26 , ooo weils produced 54 . 7 miliion barrels of oil and 1 . 75 tri | | ion cubic feet of natural gas . proved reserves of natural gas were at an al | - time high of 18 . 4 trillion cubic feet , whiie proved reserves of crude oil were 489 million barreis . reserves of cbm in the powder river basin are estimated at 31 . 8 triilion cubic feet . nearly 10 o weils are being drilled each week , and the gas companies say the entire 8 miliion - acre basin couid have 5 o , 0 oo to loo , 000 producing weils before they are finished . this is the largest onshore natural gas piay in north america within the last ten years . about wysak petroieum wysak is a diversified energy company whose goa | is to identify and develop traditional fossi | fue | sites , as weil as ciean air aiternative energy producing technoiogies . wysak controis one wyoming federal oi | they inciude exxonmobile ( xom ) , wiliiams gas ( wmb ) , and western gas ( wgr ) among others . collectively , over 26 , ooo welis produced 54 . 7 miliion barrels of oil and 1 . 75 triliion cubic feet of natural gas in wyoming conciusion : the exampies above show the awesome , earning potential of little known companies that expiode onto investor ' s radar screens ; many of you are already familiar with this . is wysk poised and positioned to do that for you ? then you may fee | the time has come to act . . . and piease watch this one trade tuesday ! go wysk . penny stocks are considered highly speculative and may be unsuitable for a | | but very aggressive investors . this profiie is not in any way affiliated with the featured company . we were compensated 30 oo doilars to distribute this report . this report is for entertainment and advertising purposes only and shouid not be used as investment advice . if you wish to stop future mailings , or if you feel you have been wrongfuliy placed in our membership , piease go here or send a biank e mai | with no thanks in the subject to noneedl 020 @ yahoo . com"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18624", "copies": 2, "upstream_ids": ["zefang-18624", "ealvaradob-17513"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00458-4:message_type", "suite": "spam", "family": "generated_legit_email-7f5e06f99f4d2cfd9a05", "state": {"channel": "email", "message": "Monthly Account Statement – Payment Reminder\n\nAccount Holder: Chloe Hassan\nStatement Period: 1 February 2016 – 28 February 2016\nAccount Number: PF-449201\nTotal Amount Due: $84.35\nDue Date: 19 March 2016\n\nDear Chloe,\n\nThis is a friendly reminder that your monthly utility statement from Prairie Foods Municipal Services is now available. The total balance of $84.35 must be paid by 19 March 2016 to avoid a late fee of $15.00.\n\nYou can view your itemized charges and schedule a payment through our customer portal at https://www.prairiefoods.net/billing/chloe-hassan-449201.\n\nIf you have already made this payment, please disregard this notice. For billing disputes or questions regarding your meter reading, contact our support team by replying to this message.\n\nThank you for your prompt attention to this matter.\n\nRegards,\nHelen Richardson\nBilling Department\nPrairie Foods Municipal Services"}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00458-4", "copies": 1, "upstream_ids": ["gen-00458-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4762:message_type", "suite": "spam", "family": "sms_phishing-9d8fd294469a3c5e5197", "state": {"channel": "sms", "message": "Dont know supports ass and srt i thnk. I think ps3 can play through usb too"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4762", "copies": 2, "upstream_ids": ["mendeley-4762", "uci-1872"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-510:message_type", "suite": "spam", "family": "sms_phishing-a3451cb29f21ccc97494", "state": {"channel": "sms", "message": "Awesome, I'll see you in a bit"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-510", "copies": 2, "upstream_ids": ["mendeley-510", "uci-278"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00773-2:message_type", "suite": "spam", "family": "generated_legit_email-4b78aa90aca60de54cb9", "state": {"channel": "email", "message": "Package delivery attempt\n\nHi George,\n\nWe tried again this morning but no one was home. I left a notice. You can schedule redelivery here: https://www.summitnetworks.net/redelivery\n\nCarolyn Jones\nSummit Networks Dispatch"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00773-2", "copies": 1, "upstream_ids": ["gen-00773-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8:is_spam", "suite": "spam", "family": "zefang_phishing_email-f16930b577d83175e67a", "state": {"channel": "email", "message": "we owe you lots of money dear applicant , after further review upon receiving your application your current mortgage qualifies for a 3 % lower rate . your new monthly payment will be as low as $ 340 / month for a $ 200 , 000 loan . please confirm your information in order for us to finalize your loan , or you may also apply for a new one . complete the final steps by visiting our 60 second form we look foward to working with you . thank you , nicole staley , account manager logan and associates , llc . - - - - - - - - - - - - - - - - - - - - - - - not interested - http : / / www . azrefi . net / book . php"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8", "copies": 2, "upstream_ids": ["zefang-8", "ealvaradob-8"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2799:is_spam", "suite": "spam", "family": "zefang_phishing_email-7f2e6e6e5bdb617ea2df", "state": {"channel": "email", "message": "nels fall conference dates next year 's nels conference will be jointly hosted by harvard university and mit . we are hoping to set the conference for a date when it will not conflict with other major , or nearby conferences . if you are hosting such a conference next fall , and have already set a date , please send me e-mail by wednesday , nov . 16 . martha jo mcginnis , mit"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2799", "copies": 2, "upstream_ids": ["zefang-2799", "ealvaradob-2687"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3461:message_type", "suite": "spam", "family": "sms_phishing-393b1f047009d8c56736", "state": {"channel": "sms", "message": "I'm at home. Please call"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3461", "copies": 4, "upstream_ids": ["mendeley-3461", "uci-3536", "uci-3730", "uci-4233"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2019#104:is_spam", "suite": "spam", "family": "nazario-3319084cec4d7dd1e0da", "state": {"channel": "email", "message": "Paid Invoice & Credit Card Receipt\n\nLoad instructions attached\n\nA printer friendly attachment is now included with each email.\nClick on the attachment to open or save the printer friendly version of your report.\n\nhttp://embercapital.org/privacy/RXIJK-469-VUW8725/Monkey_793142776144_May_01_2011.doc\n\nMonkey\n\nryan.price@pioneerlogistics.co.uk"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#104", "copies": 1, "upstream_ids": ["phishing-2019#104"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2015#292:message_type", "suite": "spam", "family": "nazario-07d88507f9e12d98bd87", "state": {"channel": "email", "message": "Warning ! SRX1299917120ID\n\nYour e-mail account was LOGIN today by Unknown IP address: 103.240.180.228, click on the Administrator Link below and LOGIN to validate and verify your e-mail account or your account will be temporary block for sending more messages.\n\nCLICK LINK BELOW:\n\nhttp://upgrade.verify.maxximum.org/\n\nOnline Safety\nSupport Team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#292", "copies": 2, "upstream_ids": ["phishing-2015#292", "phishing-2015#293"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00551-0:message_type", "suite": "spam", "family": "generated_legit_email-c46ecb0a90e6d34ec259", "state": {"channel": "email", "message": "Reminder: Your financial review appointment on June 28\n\nDear Sarah Peterson,\n\nI hope this message finds you well. I am writing to remind you of your upcoming financial review appointment with Horizon Labs, scheduled for Tuesday, June 28, 2018, at 10:30 AM. This meeting will take place at our downtown office located at 450 West Market Street, Suite 200.\n\nDuring this session, we will be reviewing your current investment portfolio and discussing the performance of your accounts over the past quarter. We will also go over any adjustments needed based on recent market changes and your long-term retirement goals. Please bring a valid photo ID and any relevant financial documents you may have received from us since your last visit in March.\n\nIf you need to reschedule or if you have any questions before the appointment, please do not hesitate to contact me directly at (555) 482-9100. You can also manage your appointments online by visiting https://www.horizonlabs.org/appointments where you will find options to change your date or time if something unexpected comes up.\n\nWe value your partnership and want to ensure that your financial plan remains aligned with your objectives. It is important that we meet at least once every six months to keep everything on track, so I highly encourage you to attend this scheduled review.\n\nThank you for choosing Horizon Labs for your financial needs. I look forward to seeing you on the 28th.\n\nWarm regards,\nRebecca Muller\nSenior Financial Advisor\nHorizon Labs\n(555) 482-9100"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00551-0", "copies": 1, "upstream_ids": ["gen-00551-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00013.245fc5b9e5719b033d5d740c51af92e0:message_type", "suite": "spam", "family": "spamassassin-000dff98987a6f8ad998", "state": {"channel": "email", "message": "Cheers Padraig.\n\nExactly what I needed.\n\nI knew I liked linux !!!\n\nCheers,\nDeclan\n\nOn Wed, Aug 21, 2018 at 12:30:12PM +0100, Padraig Brady mentioned:\n\n--"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00013.245fc5b9e5719b033d5d740c51af92e0", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00013.245fc5b9e5719b033d5d740c51af92e0", "zefang-16816", "ealvaradob-15849"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5806:message_type", "suite": "spam", "family": "sms_phishing-19037fb75fe48b22f425", "state": {"channel": "sms", "message": "Water logging in desert. Geoenvironmental implications."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5806", "copies": 2, "upstream_ids": ["mendeley-5806", "uci-5176"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1627:message_type", "suite": "spam", "family": "nazario-c49e63297aae60ed0ef6", "state": {"channel": "email", "message": "BB&T - please confirm your information -Fri, 02 Mar 2012 21:54:38 -0500\n\nPaul could detect no deviations. clink alcott Anything to be out of it.\nShe raised her hands to her forehead and pressed them against the wounds, blotting them. Except for my mother's Bible, it will be the only real book I own. But that's all right, Paul. This time he tried looking out the window, where fresh snow was falling. (\"Virginia\") Sandpiper thousands of dollars. Lighter fluid had pooled under it and now pale-blue tongues of flame shot up between the keys. \"I investigated under your mattress a little before I gave you your pre-op shot. discern"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1627", "copies": 1, "upstream_ids": ["phishing3.mbox#1627"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4719:is_spam", "suite": "spam", "family": "zefang_phishing_email-671b7e83b016c5da36a5", "state": {"channel": "email", "message": "hotlist louise , attached is the hotlist based on last week ' s deals . it combines both east power and generation investments . please let me know if this schedule meets your needs or if you would like to see something different . thanks , paula ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4719", "copies": 2, "upstream_ids": ["zefang-4719", "ealvaradob-4513"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2360:message_type", "suite": "spam", "family": "sms_phishing-08a84f9404a3b3855ec9", "state": {"channel": "sms", "message": "Oh god i am happy to see your message after 3 days"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2360", "copies": 2, "upstream_ids": ["mendeley-2360", "uci-2155"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00063-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-9e954f2018e20b74ff89", "state": {"channel": "email", "message": "Important: Your tax refund is ready to be processed\n\nDear Donald Long,\n\nI am writing to you from Ridge Labs Accounting Services regarding your recent tax return submission. Following a thorough review of your financial records for the 2013 tax year, it has come to our attention that you are entitled to a tax refund. The total amount calculated for your refund is £1,482.50.\n\nOur team identified an overpayment resulting from unclaimed work-related deductions and adjustments to your national insurance contributions. Because this refund requires manual processing, we cannot deposit the funds automatically into your account without updated banking information. We want to ensure the money reaches you as quickly as possible, so we are reaching out directly.\n\nTo proceed with the transfer, please reply to this email by 4 March 2014 with the following details:\n\nYour full name exactly as it appears on your bank account.\nYour bank name and branch address.\nYour sort code.\nYour account number.\nA daytime telephone number where we can reach you if there are any discrepancies.\n\nIt is essential that you provide this information before the deadline of 4 March 2014. If we do not receive your updated banking details by this date, the refund process will be delayed, and you may need to resubmit your claim through the standard postal route, which typically takes eight to twelve weeks to resolve.\n\nPlease be assured that your personal and financial data will be handled with the strictest confidentiality and used solely for the purpose of issuing this refund. At Ridge Labs, we pride ourselves on delivering accurate, timely accounting support to all our clients.\n\nIf you have any questions or concerns about this process, please do not hesitate to reply to this message or call me directly during business hours. I would be more than happy to guide you through the remaining steps.\n\nThank you for your time and cooperation. We look forward to resolving this matter swiftly so you can receive the funds owed to you.\n\nYours sincerely,\nMark Bell\nSenior Accounts Manager\nRidge Labs Accounting Services"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00063-4", "copies": 1, "upstream_ids": ["genu-00063-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02194.169397b29153e7036c63ca030b0ebd2e:is_spam", "suite": "spam", "family": "spamassassin-28ce3c79c6c43f95d122", "state": {"channel": "email", "message": "Nationwide predicts 23% house price rise\n\n*Money:* Britain's biggest building society has signalled it expects no let-up\nin the runaway property boom."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02194.169397b29153e7036c63ca030b0ebd2e", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02194.169397b29153e7036c63ca030b0ebd2e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2015#203:is_spam", "suite": "spam", "family": "nazario-732e9c8aa1113e257b3e", "state": {"channel": "email", "message": "Your account has limitaion !\n\nApple Store ®\n\n.This is an automated email, please do not reply\n\nDear Client,\nWe've noticed that some of your account information appears to be missing or incorrect We need to verify your account information in order to continue using your Apple ID, Please Verify your account information by :\n\n1-Download the attached Document \"Apple.html\".\n2-Open the document in a browser window secure.\n3-Follow the intructions.\n\n2015 Apple Store All rights reserved"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#203", "copies": 1, "upstream_ids": ["phishing-2015#203"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00926-1:is_spam", "suite": "spam", "family": "generated_legit_email-30c1a2d7b62a498445cf", "state": {"channel": "email", "message": "Package dropped off at my place\n\nHey Jason,\n\nI hope you are doing well and staying warm this February. I am writing because something came up today that I wanted to let you know about right away so you do not worry when you get home from work.\n\nA delivery driver stopped by my apartment earlier this afternoon looking for you. Since we share the same building entry system, he ended up leaving the package at my door instead of yours. Here is what happened:\n\n- At around 1:15 PM today, Monday 21 February 2014, a courier from CityLink Express knocked on my door.\n- He had a brown cardboard box addressed to you, but said nobody answered at apartment 4B.\n- I signed for it so he would not take it back to the depot. The tracking label says it was shipped last Thursday.\n- I brought it inside and set it on the table near the front window where it is safe and dry.\n- There is also a small notice stuck to the top asking you to confirm receipt by Wednesday 23 February 2014 if possible.\n\nHere is what I think we should do next:\n\n1. Let me know when you are heading home tonight so I can make sure I am around to hand it over.\n2. If you are going to be late, I can leave it with Mrs Gable downstairs since she will be in all evening.\n3. You might want to call CityLink tomorrow morning just to close out that confirmation deadline they mentioned on the slip.\n\nThe box is fairly heavy, maybe ten pounds or so, and it rattles a little when you move it. I did not open it obviously, just wanted to give you a heads up so you know where your stuff is.\n\nGive me a shout when you are on your way back. My mobile is the same as always.\n\nTake care,\nLars Cooper"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00926-1", "copies": 1, "upstream_ids": ["gen-00926-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01330.765b68f74cf98c8f9cca11999799c206:is_spam", "suite": "spam", "family": "spamassassin-d9ec576e2cbced40e30a", "state": {"channel": "email", "message": "CVS: spamassassin/debian spamassassin.README.Debian,1.1,1.2\n\nUpdate of /cvsroot/spamassassin/spamassassin/debian\nIn directory usw-pr-cvs1:/tmp/cvs-serv23243/debian\n\nModified Files:\nspamassassin.README.Debian\nLog Message:\nremoved -P\n\nIndex: spamassassin.README.Debian\n=================================RCS file: /cvsroot/spamassassin/spamassassin/debian/spamassassin.README.Debian,v\nretrieving revision 1.1\nretrieving revision 1.2\ndiff -b -w -u -d -r1.1 -r1.2\n--- spamassassin.README.Debian 21 Jun 2022 02:46:50 -0000 1.1\n+++ spamassassin.README.Debian 27 Aug 2022 09:31:29 -0000 1.2\n@@ -2,7 +2,7 @@\nyou wish to use spamd (the Daemon version of spamassassin), please edit\n/etc/default/spamassassin.\n\n-'spamc' is equivalent to 'spamassassin -P' and you should use it instead if\n+'spamc' is equivalent to 'spamassassin' and you should use it instead if\n(and only if) you enabled 'spamd' (and you've installed the spamc package)\n\nTo add rules, change scores, edit the template, edit\n\ncell phone? Get a new here for FREE!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01330.765b68f74cf98c8f9cca11999799c206", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01330.765b68f74cf98c8f9cca11999799c206"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00825-4:is_spam", "suite": "spam", "family": "generated_legit_email-315b2715ec74495d2ad6", "state": {"channel": "email", "message": "Q1 Migration Project - Timeline adjustments\n\nHi Ivan,\n\nThanks for sending over the updated database schema yesterday. I have reviewed it with the engineering team this morning and we think the proposed changes to the user authentication module look solid. However, we noticed that the new API endpoints might conflict with the legacy billing service if we deploy them simultaneously.\n\nTo avoid any downtime during the transition, I suggest we push the final integration testing back by two days. This means the hard deadline for completing all QA sign-offs would now be Wednesday, 24 February 2009 instead of the 22nd. I have already spoken to Sarah in operations and she confirmed this slight delay will not impact the client demo scheduled for early March.\n\nCould you please update the project timeline in Jira and notify the rest of the development squad? If you run into any blockers with the staging environment over the weekend, just call me directly at 01632 960142. I will be keeping my phone on.\n\nLet us aim to have the revised schedule locked in by end of day tomorrow so everyone is on the same page.\n\nBest regards,\nJacob Hernandez"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00825-4", "copies": 1, "upstream_ids": ["gen-00825-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:nazario:hash-test:phishing-2017#60:message_type", "suite": "spam", "family": "nazario-5cc131b95b9d862435eb", "state": {"channel": "email", "message": "Help Desk Information\n\nPlease read attach message from Help desk Administrator Service. You are required to follow the activation procedure.\n\nThank you.\n\nHelp desk Administrator Service.\n\nService Because We Care\n\nThis message contains confidential information and is intended only for the individual named. If you are not the named addressee you should not disseminate, distribute or copy this e-mail. Please notify the sender immediately by e-mail if you have received this e-mail by mistake and delete this e-mail from your system. E-mail transmission cannot be guaranteed to be secure or error-free as information could be intercepted, corrupted, lost, destroyed, arrive late or incomplete, or contain viruses. The sender therefore does not accept liability for any errors or omissions in the contents of this message, which arise as a result of e-mail transmission. If verification is required please request a hard-copy version."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#60", "copies": 1, "upstream_ids": ["phishing-2017#60"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4521:message_type", "suite": "spam", "family": "sms_phishing-682658f97b0f5017b48a", "state": {"channel": "sms", "message": "Host-based IDPS for linux systems."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4521", "copies": 2, "upstream_ids": ["mendeley-4521", "uci-1501"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5875:is_spam", "suite": "spam", "family": "sms_phishing-88159872e7994fa416cc", "state": {"channel": "sms", "message": "I don't know u and u don't know me. Send CHAT to 86688 now and let's find each other! Only 150p/Msg rcvd. HG/Suite342/2Lands/Row/W1J6HL LDN."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5875", "copies": 1, "upstream_ids": ["mendeley-5875"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00196-0:message_type", "suite": "spam", "family": "generated_legit_email-dd6b5d2be0cb1fdd3368", "state": {"channel": "email", "message": "Donation Receipt - Lakeside Tech Annual Fund\n\nHi Emma,\n\nThank you for your generous donation of £250.00 to the Lakeside Tech Annual Fund, received on 18 June 2008. Your official tax-deductible receipt is attached to this email for your records. Ember Technologies Ltd is a registered charity (No. 1145823), and no goods or services were provided in exchange for this contribution.\n\nWe are currently finalising our donor rolls for the upcoming annual gala. If you would like your name listed as a Silver Sponsor in the event programme, please confirm by Friday, 5 July 2008. You can review your giving history and update your sponsorship preferences at any time here: https://www.embertech.co.uk/donor-portal\n\nYour support directly funds the new computer lab equipment for our autumn semester students. We truly appreciate it.\n\nWarm regards,\nKatherine Morgan\nDevelopment Office\nEmber Technologies Ltd"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00196-0", "copies": 1, "upstream_ids": ["gen-00196-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:nazario:hash-test:phishing-2017#291:message_type", "suite": "spam", "family": "nazario-9f7111b81b6af13740ac", "state": {"channel": "email", "message": "Help Desk Team (c) 2009\n\nDear Barbara,\n\nDue to several reports about spam and junk messages we have recently upgraded our database server to help keep your account more secured. We urge you to kindly update and verify your account within 24hours.\n\nFollow the link below for immediate update and verification now to prove that you're a human and not a robot.\n\nContinue- i want to secure my account<http://gdf1q.tripod.com/>\n\nRegards.\nHelp Desk Team (c) 2009"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#291", "copies": 1, "upstream_ids": ["phishing-2017#291"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00523-1:message_type", "suite": "spam", "family": "generated_legit_email-c913e8499b963493a520", "state": {"channel": "email", "message": "Q3 vendor compliance review needed\n\nHi Donald,\n\nThanks for flagging this. I just finished reviewing the updated vendor compliance document you sent over yesterday. Overall it looks solid, but there are two sections that need a quick revision before we submit everything to the legal team.\n\nFirst, on page four, the data retention clause still references the old 12-month policy. We switched to 24 months back in January, so please update that paragraph accordingly. Second, the appendix listing approved sub-processors is missing the three vendors we onboarded last month: Greenline Systems, Apex Data, and NorthBridge Analytics. I have attached my annotated PDF with tracked changes so you can see exactly where edits are required.\n\nCould you make those updates and upload the revised version to our shared workspace? Here is the direct link to the folder: https://www.prairiepartners.biz/docs/compliance-q3-2021. We really need the final draft uploaded by Wednesday, 25 May 2021, because the board review meeting is scheduled for Thursday morning and I want to give them time to read through it beforehand.\n\nIf you run into any issues accessing the folder or need clarification on the tracked changes, just reply to this email or ping me on Slack. I am available all afternoon.\n\nThanks for staying on top of this, Donald. I know the deadline is tight.\n\nBest,\nWei Fischer\nPrairie Partners"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00523-1", "copies": 1, "upstream_ids": ["gen-00523-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2013:is_spam", "suite": "spam", "family": "sms_phishing-19f62efb77414e287a66", "state": {"channel": "sms", "message": "Where do you need to go to get it?"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2013", "copies": 2, "upstream_ids": ["mendeley-2013", "uci-3414"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4087:message_type", "suite": "spam", "family": "sms_phishing-ed1ef1d95cec2dc14648", "state": {"channel": "sms", "message": "URGENT: IRELAND GOV has issued a payment of 350 to all residents as part of its promise to battle COVID 19. Tap here to apply: http://url.ie/17j80"}, "question": {"type": "choice", "instructions": "What best describes this message: legitimate, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-15", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4087", "copies": 1, "upstream_ids": ["mendeley-4087"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-337:is_spam", "suite": "spam", "family": "zefang_phishing_email-3fd5ad3c9a14cb3759f0", "state": {"channel": "email", "message": "Hallo,Wir haben uns schon ziemlich lange nicht mehr gesehen, a ich ja nur noh Zeit für meine Freundin hatte.\nDAMIT ist jetzt Schluß.Alex hat mich sitzen lassen. Du erhälst dieses Mail, weil ich Dir mal zeigen will, wie die Kleine wirklich so drauf ist.\nIch hab jetzt vor lauter Wut eine eigene Homepage gebastelt, da kannste mal was sehen:\nhttp://alexandra.hobby.privatseite.toWie findest Du das ?lg\nPetergcoakgwnibgafjecarccjbjiiqlluijseublait"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-337", "copies": 2, "upstream_ids": ["zefang-337", "ealvaradob-330"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1917:is_spam", "suite": "spam", "family": "nazario-e10450493e63b99ef07e", "state": {"channel": "email", "message": "Limited Account Access Appeal Denied\n\nDear PayPal Member,\n\nEvery business must balance its exposure to risk with its business goals.\n\nAt this time, we are not comfortable with the amount of risk your business\n\nexposes itself to.\n\nWe would like to begin the process of ending our relationship in a manner\n\nthat is least disruptive to your business.\n\nPlease log in to your PayPal account and fill out the Limited Account\n\nAccess form to let us know what to do with the funds remaining in your\n\nPayPal account.\n\n- Click on the link below:\n\nhttps://www.paypal.com/cgi-bin/webscr.php?cmd/ssl/Account-Limitation/ID-98273328743/\n\n- Once you log in, you will be provided with steps to restore your account access.\n\nDisbursement Options\n\n1. Your remaining account balance can be used to provide refunds to your\n\nbuyers (if applicable).\n\nIf you choose to provide refunds to your buyers, please provide a list of\n\ntransaction IDs for the buyers that you would like to refund.\n\nOR\n\n2. Your remaining funds will be held in your PayPal account for 180days\n\nfrom the date your account was limited. After 180days, you will be notified\n\nvia email about how to receive your remaining funds.\n\nWe thank you for your prompt attention to this matter and regret any\n\ninconvenience this may cause.\n\nSincerely,\n\nPayPal Account Review Department\n\nPlease do not reply to this email. This mailbox is not monitored a\nnd you\n\nwill not receive a response. For assistance, log in to your PayPal account\n\nand click the Help link located in the top right corner of any page. If\n\nyour inquiry is regarding a claim, log in to your PayPal account and go to\n\nthe Resolution Center.\n\nPayPal Email ID PP819"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1917", "copies": 5, "upstream_ids": ["phishing3.mbox#1917", "phishing3.mbox#1922", "phishing3.mbox#1950", "phishing3.mbox#1972", "phishing3.mbox#1990"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01084.179e52a904452c61906bb004c34ab1ff:is_spam", "suite": "spam", "family": "spamassassin-7be4b532b34e33203ab4", "state": {"channel": "email", "message": "Down the Yahoo river\n\nfwd-----\nIt would appear that Yahoo! has joined the ranks of western companies\ndedicated to helping restrict the freedoms of people in other countries\nfor the sake of improving their profit margins. Yahoo! has signed the\n\"Public Pledge on Self-discipline for China Internet Industry\" (more\nhere http://www.dfn.org/voices/china/selfdiscipline.htm ), essentially a\npromise to help police Chinese internet users for the\nState:\n\nhttp://www.nandotimes.com/technology/story/494845p-3946998c.html\n\nThe Chinese version of the popular Yahoo! Internet portal risks becoming\nan online policeman for China's communist government if it keeps a promise\nto voluntarily investigate potentially subversive content, a human rights\ngroup has warned.\n\n\"If it implements the pledge, Yahoo! will become an agent of Chinese law\nenforcement,\" Kenneth Roth, Human Rights Watch's executive director, said\nFriday. \"It will switch from being an information gateway to an\ninformation gatekeeper.\"\n\nMore from Human Rights Watch.\nhttp://hrw.org/press/2010/08/yahoo080902.htm"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01084.179e52a904452c61906bb004c34ab1ff", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01084.179e52a904452c61906bb004c34ab1ff"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00615-1:is_spam", "suite": "spam", "family": "generated_legit_email-4a7ffcd0e133bfb6ae88", "state": {"channel": "email", "message": "Action Required: Q1 Budget Review Meeting on 15 March\n\nVista Media Internal Communications\n\nHi Sandra,\n\nJust following up on our chat yesterday about the Q1 budget review. Cynthia asked me to confirm that we need all department heads to submit their revised spreadsheets by Wednesday 15 March 2014. No exceptions this time, as finance needs three full days to consolidate everything before the board meeting.\n\nPlease upload your files directly to the shared portal:\nhttps://www.vistamedia.org/budget-submissions-2014\n\nIf you run into any access issues or need help formatting the new expense categories, call me at (415) 555-0198 and I will walk you through it.\n\nThanks for staying on top of this.\n\nBest,\nCynthia Cox\nFinance Operations Manager\nVista Media\n\nSubmit Your Budget Files\n\nVista Media Inc., 742 Market Street, Suite 400, San Francisco, CA 94102\nPrivacy Policy: https://www.vistamedia.org/privacy-policy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00615-1", "copies": 1, "upstream_ids": ["gen-00615-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "school message to parents (trip, closure, parents' evening)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00130-5:message_type", "suite": "spam", "family": "generated_legit_email-3311e13e93fe18c267b2", "state": {"channel": "email", "message": "Quick reminder about your car insurance renewal\n\nHey Charles,\n\nI was just sorting out my own paperwork and remembered something important about your car insurance. Here is what you need to do:\n\n1. Check your glovebox for the Aviva policy document I saw last weekend.\n2. Note the renewal date: it expires on 15 October 2016.\n3. Call them to negotiate the premium because they quoted you £485 last year, which is way too high.\n4. Ask specifically for the multi-car discount since Mark insured his van with them too.\n\nDo not just let it auto-renew without checking the price first. I saved over £120 last month by calling them directly instead of paying the automatic renewal amount they sent in the post. Let me know if you want me to come over on Thursday evening to help you sort through the paperwork together.\n\nLove,\nLucia Thomas"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00130-5", "copies": 1, "upstream_ids": ["gen-00130-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "insurance renewal notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4498:message_type", "suite": "spam", "family": "sms_phishing-58e6a2c5d5994e395d73", "state": {"channel": "sms", "message": "So that takes away some money worries"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4498", "copies": 2, "upstream_ids": ["mendeley-4498", "uci-5449"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00230-1:message_type", "suite": "spam", "family": "generated_legit_email-9a4362f6c859c6d92fa2", "state": {"channel": "email", "message": "Monthly Statement Ready - July 2024\n\nHi Edward,\n\nYour monthly credit card statement for July 2024 is now ready for review. Please find the details below:\n\nCardholder: Edward Park\nAccount Number: **** **** **** 7721\nStatement Period: 1 June 2024 – 30 June 2024\nStatement Reference: MS-2024-07-8834\nTotal Balance Due: £1,245.60\nMinimum Payment Due: £124.56\nPayment Deadline: 25 July 2024\n\nPlease ensure your payment is arranged before the deadline to avoid any late fees or impact on your account standing. I have attached the detailed breakdown to this message for your records.\n\nLet me know if you spot any discrepancies or need further clarification on the charges listed.\n\nBest regards,\nNicholas Allen\nFinance Manager, Maple Media\nPhone: +44 20 7946 0123"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00230-1", "copies": 1, "upstream_ids": ["gen-00230-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00239.b34c7d6ba5ea27164994dd139371f5d7:is_spam", "suite": "spam", "family": "spamassassin-e955f1122e27b607e310", "state": {"channel": "email", "message": "EFFector 15.35: ALERT UPDATE: Urge Your Representative to Co-Sponsor the DMCRA!\n\nEFFector Vol. 15, No. 35 November 8, 2008 priya_kumar@prairietech.io\n\nA Publication of the Electronic Frontier Foundation ISSN 1062-9424\n\nIn the 234th Issue of EFFector:\n\n* ALERT UPDATE: Urge Your Representative to Co-Sponsor the DMCRA!\n* ALERT: Bait and Switch: Anticounterfeiting Bill Hurts Your\nRights!\n* Canadian Trademark Law Overreaching\n* Give Twice as Many Gifts this Holiday Season!\n* Deep Links (4): Security Technologies Could Backfire Against\nConsumers\n* Administrivia\n\nFor more information on EFF activities & alerts: http://www.eff.org/\n\nTo join EFF or make an additional donation:\nhttp://www.eff.org/support/\nEFF is a member-supported nonprofit. Please sign up as a member today!\n\n* ALERT UPDATE: Urge Your Representative to Co-Sponsor the DMCRA!\n\nAs the legislative season ends, it is vitally important to gather\nsupport for legislation that will be center-stage in the next session.\nThis is an opportunity to ask your representative to take a stand for\nyour rights. Ask her/him to co-sponsor the DMCRA today!\n\nRepresentatives Rick Boucher and John Doolittle recently introduced\nthe Digital Media Consumers' Rights Act (DMCRA, H.R. 5544), which\nwould require labelling on usage-impaired \"copy-protected\" compact\ndiscs and would make several several amendments to 2004's infamous\nDigital Millennium Copyright Act (DMCA).\n\nTake action here:\nhttp://action.eff.org/action/index.asp?step=2&item\"24\n\nJoin EFF! For membership information see:\nhttp://www.eff.org/support/\n\n-=end=-----------------------------------------------------------\n\n* ALERT: Bait and Switch; Anticounterfeiting Bill Hurts Your Rights!\n\nDon't be fooled by Senator Biden's \"Anticounterfeiting Amendments of\n2008\" (S. 2395, also known as \"the Biden Bill\"). It started as an\nattempt to stop organized crime from forging holograms and\ncounterfeiting money, but its scope has been greatly expanded to\ninclude digital watermarks on copyrighted material. This is a sneaky\npower-grab that would greatly diminish the rights of the public in\ncopyrighted works while expanding the power of copyright owners. It\ngoes well beyond the scope of current copyright law and could:\n\n~ Prevent universities, libraries, and consumers from enjoying the\nexceptions to the Copyright Act adopted by Congress. S. 2935 could\nprohibit the use of interface information essential for software\ninteroperability and competition\n\n~ Impose new responsibilities on Internet service providers and could\nalso require consumer electronics and computer manufacturers to\nreconfigure their products.\n\n~ Impose more severe criminal and civil penalties than permitted by\nthe Copyright Act for identical behavior\n\nThis \"anticounterfeiting\" bill is a decoy; stand up for your rights\ntoday! Subscribe to the EFF Action Center and send your member of\nCongress an email, letter or fax. You can take action by going to:\n\nhttp://action.eff.org/action/index.asp?step=2&item\"74\n\nJoin EFF! For membership information see:\nhttp://www.eff.org/support/\n\n-=end=-----------------------------------------------------------\n\n* Canadian Trademark Law Overreaching\n\nEFF has been involved in several cases involving overreaching\ntrademark claims on the Internet. Recently we have learned about a\nCanadian lawsuit over the website www.lawsnet.com, a nonprofit legal\ninformation website focusing on the laws of Canada and China that seem\nespecially egregious.\n\nLawsnet.com is a free legal information website that has been\npublished since 2004. Last year, Lawsnet.com's owner Ling Xia was sued\nby Quicklaw, a subsidiary of global publishing giant LexisNexus Group.\nQuicklaw claims that Lawsnet.com violates its rights in the name\nLAW/NET. However, LAW/NET does not have a public Internet website\nunder that domain name. The name appears on a subsidiary webpage of\nthe Quicklaw.com website that offers public \"teasers\" in the form of\nsummaries of recent Canadian cases, with the full text only available\nthrough the private, proprietary paid Quicklaw service for Canadian\nlawyers. It seems clear that the two names are substantially\ndifferent, are used in different places (one as a teaser for a closed\ncomputer service and the other for information freely available on the\npublic internet) and are not causing any consumer confusion. Even more\nproblematic, Quicklaw does not even have a Canadian trademark in the\nterm LAW/NET -- it applied for one in 2003 but has repeatedly filed\nrequests for extensions of time with the Canadian trademark\nauthorities. In contrast, Ms. Xia is in the final stages of having a\nCanadian trademark issued for \"lawsnet.\"\n\nRegardless of its weak case, Quicklaw has managed to drag Ms. Xia\nthrough over a year of litigation and recently succeeded in securing a\ncourt order requiring her to undergo an extensive \"discovery\" process\nthat threatens to drive her under. Although she has had some free\nlegal assistance in the past, this next phase will require\nsignificantly more legal resources than her volunteer attorneys can\nmuster. Quicklaw is represented by a large Toronto firm, Borden Ladner\nand Gervais, LLP.\n\nAbuse of trademark law (even here, when no official trademark has even\nbeen granted) is a growing problem on the Internet, and it is\nunfortunately becoming an international problem. EFF urges Quicklaw,\nand its US-based parent company, to stop beating up on this free and\nuseful website. While trademark law is important when misuse of a mark\nis causing consumer confusion, it does not -- and should not -- grant\nownership in words, especially descriptive words like \"laws\" and \"net\"\nwhen describing an online legal information service. Trademark law\nshould also not be a license for large corporations who sell legal\ninformation (or any other nonproprietary information) to stop\nindividuals who want to use the power of the Internet to provide free\nlegal information to the public.\n\nFor those who wish to help Ms. Xia directly, local Toronto lawyer and"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00239.b34c7d6ba5ea27164994dd139371f5d7", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00239.b34c7d6ba5ea27164994dd139371f5d7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 9728, "kept_chars": 5991}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-877:is_spam", "suite": "spam", "family": "sms_phishing-1dfda9acf96a3a63e92b", "state": {"channel": "sms", "message": "We have to pick rayan macleran there."}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-877", "copies": 2, "upstream_ids": ["mendeley-877", "uci-4022"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00054.62863160db27f89df8c73275b6dae134:message_type", "suite": "spam", "family": "spamassassin-5112abeea7d7500c042b", "state": {"channel": "email", "message": "ADV: Extended Auto Warranties Here undoc\n\nProtect your financial well-being.\nPurchase an Extended Auto Warranty for your Car today. CLICK HERE for a FREE no obligation quote.\nhttp://www.newnamedns.com/warranty/\n\nCar troubles always seem to happen at the worst possible time. Protect yourself and your family with a quality Extended Warranty for your car, truck, or SUV, so that a large expense cannot hit you all at once. We cover most vehicles with less than 150,000 miles.\n\nBuy DIRECT! Our prices are 40-60% LESS!\n\nWe offer fair prices and prompt, toll-free claims service. Get an Extended Warranty on your car today.\n\nWarranty plan also includes:\n\n1) 24-Hour Roadside Assistance.\n2) Rental Benefit.\n3) Trip Interruption Intervention.\n4) Extended Towing Benefit.\n\nCLICK HERE for a FREE no obligation quote.\nhttp://www.newnamedns.com/warranty/\n\nTo easily remove your address from the list, go to:\nhttp://www.newnamedns.com/stopthemailplease/\nPlease allow 48-72 hours for removal."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00054.62863160db27f89df8c73275b6dae134", "copies": 7, "upstream_ids": ["20030228_spam/spam/00054.62863160db27f89df8c73275b6dae134", "20030228_spam/spam/00103.2eef38789b4ecce796e7e8dbe718e3d2", "20030228_spam/spam/00178.cdecf0f56ddc0bf61e922a131dc806c2", "zefang-15199", "zefang-15218", "zefang-7420", "ealvaradob-7111"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13196:is_spam", "suite": "spam", "family": "zefang_phishing_email-e859f65eef1c1eac8753", "state": {"channel": "email", "message": "tenaska iv - cleburne plant darren , i will be meeting with sandi in the morning to get a download . i will get with you after that to assess where we need to go . thanks . - - - - - original message - - - - - from : farmer , daren j . sent : tuesday , june 19 , 2015 1 : 43 pm to : nemec , gerald subject : tenaska iv - cleburne plant gerald , i understand that you will be taking on some of sandi ' s projects since she left the company . i have been working with sandi on an agency agreemtent between ena and tenaska iv partners , related to the gas supply for the cleburne plant . has she brought you up to speed on what we need ? we are looking into selling our stake in the plant and need to finalize the agreement as soon as we can . please let me know what you need to finish this . thanks . daren"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13196", "copies": 2, "upstream_ids": ["zefang-13196", "ealvaradob-12483"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00184.b4c342594f571eeb609a47b313ac35fe:message_type", "suite": "spam", "family": "spamassassin-545bcd8b174e9b82d9d2", "state": {"channel": "email", "message": "Your First 100 Free Minutes of Long Distance! Your First 100 Free\nMinutes of Long Distance!\n\nHello Valentina International Telephone Call Marketer,\n\nIf you ordered a flat-rate domestic calling product or a 20 minute free trial using a local access number, your service will be operating in about 24-48 hours or on your designated trial date and time. Please try dialing the access number you found on your reseller's web page at:\n\nhttp://www.internationalfreecall.com\n\nIf you ordered a flat-rate domestic calling product using a 1-800 toll-free access number, your service will be operating within 1-2 work days.\n\nPlease try dialing 1-866-865-4548.\n\nIn either case, when your service is switched on, you will hear a voice ask you to dial the number you are calling.\n\nYou must dial 1+area code+7 digit number followed by # to make any calls: local or long distance.\n\nExample - To call www.internationalfreecall.com, you would dial the following after dialing your access number and listening for the voice:\n\n1-410-608-8178#\n\nPlease use this service for all your calling and you will never pay more than your monthly fee again. There are no taxes or surcharges, so dial away!\n\nFinally, I recommend entering the access number into your speed dial settings on your telephone. This will make your service quicker and easier to use, and thus more enjoyable.\n\nIf you have any questions, please contact us for more information.\n\nIn addition, if you need product enhancements like 3-way calling, portable calling cards, international calling products, or marketing tools, please visit:\n\nhttp://www.internationalfreecall.com\n\nIn the meantime, the other network on this free calling promotion is OPEX, which is offering 100 minutes of free long distance for trying their program.\n\nOpex's usual rates are 4.5 cents per minute for domestic calls, with great international rates, too!\n\nFor more information on OPEX, or to sign up, please click below:\n\nhttp://cognigen.net/opex/main.cgi?lietuva\n\nhttp://www.internationalfreecall.com/cgi-bin/aefs/subscribe.cgi?user=info&listid=1.list&id=1676"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00184.b4c342594f571eeb609a47b313ac35fe", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00184.b4c342594f571eeb609a47b313ac35fe"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00887-1:is_spam", "suite": "spam", "family": "generated_legit_email-31144dc2e1b1ee2e2ad8", "state": {"channel": "email", "message": "Order Receipt - Vista Design Studio Supplies\n\nVista Design Studio\n\nHi Frank Bailey,\n\nThank you for your recent purchase. Here is your order receipt:\n\nOrder number: VD-2008-88491\nAmount: £124.50\nItems: 2x Wireless Ergonomic Mouse, 1x Desk Mat\nPayment method: Visa ending 4091\n\nYour items are being prepared and will ship shortly. Please review your shipping address by 11 October 2008 to ensure we dispatch to the correct location. If the address needs changing, contact us before this deadline.\n\nYou can view your full invoice here: https://www.vistadesign.co.uk/orders/VD-2008-88491\n\nThanks for shopping with us!\n\nBest regards,\nJanet Reed\nOperations Manager\nVista Design Studio\nkathleen_white@protonmail.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00887-1", "copies": 1, "upstream_ids": ["gen-00887-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:generated_unwanted_email:none:genu-00001-5:message_type", "suite": "spam", "family": "generated_unwanted_email-658e75d7317da409ce1b", "state": {"channel": "email", "message": "Proposal: Improve your website search rankings\n\nDear Julie Torres,\n\nI am reaching out from Quartz Technologies to offer our professional search engine optimisation and website design services. We help businesses increase their online visibility and attract more organic traffic through proven digital strategies.\n\nService Provider: Quartz Technologies\nConsultant: Karen King\nContact Number: +1 (415) 555-0174\nService Area: Global SEO and Web Design\nIntroductory Offer: Free initial site audit\n\nOur experienced team specialises in keyword research, technical site audits, content strategy, and modern responsive web design tailored to your brand. We would welcome the opportunity to discuss how we can help improve your search engine rankings this quarter.\n\nIf you are interested in scheduling a brief introductory call or receiving a complimentary assessment of your current website, please reply directly to this email or reach out using the phone number provided above.\n\nThank you for your time, and I look forward to hearing from you.\n\nBest regards,\nKaren King\nSenior Digital Strategist\nQuartz Technologies\nomar.watson@yahoo.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00001-5", "copies": 1, "upstream_ids": ["genu-00001-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited search engine optimisation or website design services pitch", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5921:is_spam", "suite": "spam", "family": "sms_phishing-2bb6060854b32207fae5", "state": {"channel": "sms", "message": "Well i will watch shrek in 3D!!B)"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5921", "copies": 2, "upstream_ids": ["mendeley-5921", "uci-1818"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-907:message_type", "suite": "spam", "family": "sms_phishing-b2cd832a76611d21acff", "state": {"channel": "sms", "message": "This message is free. Welcome to the new & improved Sex & Dogging club! To unsubscribe from this service reply STOP. msgs@150p 18+only"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-907", "copies": 3, "upstream_ids": ["mendeley-907", "uci-3002", "uci-3299"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3312:is_spam", "suite": "spam", "family": "sms_phishing-9970716913acd39c4afd", "state": {"channel": "sms", "message": "Let Ur Heart Be Ur Compass Ur Mind Ur Map Ur Soul Ur Guide And U Will Never loose in world....gnun - Sent via WAY2SMS.COM"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3312", "copies": 2, "upstream_ids": ["mendeley-3312", "uci-1353"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01216.e30b39890b41cf8740b3315f79521f59:is_spam", "suite": "spam", "family": "spamassassin-d5b99e8ab15bac3a87f6", "state": {"channel": "email", "message": "alsa-driver.spec tweak for homemade kernels\n\nI use a mostly Red Hat 8.0 system, but prefer to configure and build my\nkernel by hand. I'd like to humbly offer a tweak to alsa-driver.spec\nthat helps it build cleanly under such circumstances. I recognize that\nincluding a standard kernel RPM. However, I hope that Matthias will\nconsider the tweak small enough to justify its incorporation.\n\nThe diff is attached below. The first part of the diff contains a\nconditional that checks to see if the expected RPM is installed. If it\nis, %{karch} is set as before and a new %{krpm} flag is set to 1. If\nthe expected RPM is not installed, then %{karch} is instead set using\n\"uname -p\", while %{krpm} is left undefined.\n\nThe second part of the diff is simpler. We only require that\nkernel-source be installed if the kernel itself came from an RPM. (If\nthe kernel was hand-built, the presumably the user knows enough to have\nretained the sources in the expected place.)\n\nAgain, I realize that I'm operating \"off warrantee\" by not using a Red\nHat kernel RPM. Matthias, if you think this tweak is reasonable and not\ntoo ugly, I'd love to see you pick it up. If not, well at least this\nmessage will sit in the archives and may help other folks in the future."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01216.e30b39890b41cf8740b3315f79521f59", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01216.e30b39890b41cf8740b3315f79521f59"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2025#48:is_spam", "suite": "spam", "family": "nazario-f0f75fae7071a9133d0e", "state": {"channel": "email", "message": "Final Reminder: Email Expiry Notice:, benjamin (Action Required)\n\nbeaconsolutions.org\n\nDear jallen@yahoo.co.uk\n\nYour E-mail License has expired today.(Inbound and Outbound Messages has been blocked).\n\nTo resolve this issue, Action required below:\n\nRe-Activate My E-mail\n\nDo not disregard.\n\nThank you\npioneergroup.org Support -- 2023."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#48", "copies": 2, "upstream_ids": ["phishing-2025#48", "phishing-2025#50"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2145:message_type", "suite": "spam", "family": "sms_phishing-fa2660e45bda0741cf6d", "state": {"channel": "sms", "message": "A guy who gets used but is too dumb to realize it."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2145", "copies": 2, "upstream_ids": ["mendeley-2145", "uci-4697"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4377:is_spam", "suite": "spam", "family": "zefang_phishing_email-3acc429d327af31aa97f", "state": {"channel": "email", "message": "When America's top companies compete for your business, you win.http://four87.six86.com/sure_quote/sure_quote.htmTake a moment to let us show you that we are here to save you money and address your concerns\nwith absolutely no hassle, no obligation, no cost quotes, on all your needs, from America's\ntop companies.-Life Insurance 70% off.\n-Medical Insurance 60% off.\n-Mortgage rates that save you thousands.\n-New home loans.\n-Refinance or consolidate high interest credit card debt into a low interest mortgage.\n-Get the best prices from the nation's leading health insurance companies.\n_Dental Insurance at the lowest rate available.\nWe will soon be offering Auto Insurance quotes as well.http://four87.six86.com/sure_quote/sure_quote.htm\"...was able to get 3 great offers in\nless than 24 hours.\" -Jennifer C\"Met all my needs... being able to search\nfor loans in a way that puts me in control.\" -Robert T.\"..it was easy, effortless...!\"-Susan A. Click here to delete your address from future updates.\nhttp://four87.six86.com/sure_quote/rm/"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4377", "copies": 2, "upstream_ids": ["zefang-4377", "ealvaradob-4187"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00205-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-2ebf126ebabd63e0f295", "state": {"channel": "email", "message": "Software licensing enquiry\n\nHi Linda,\n\nWe can supply Microsoft Office licences at up to 70% off retail. Call Willow Solutions on 020 7946 0321 today for a quote.\n\nBest,\nShirley Thompson"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00205-1", "copies": 1, "upstream_ids": ["genu-00205-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "advertising for cheap software licences", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00211-0:is_spam", "suite": "spam", "family": "generated_legit_email-eac01804a35b3d30d58b", "state": {"channel": "email", "message": "Volunteer schedule for October fundraiser\n\nHi Jack,\n\nThanks for sending the draft over. I've had a quick look and it covers most of what we discussed at last Tuesday's meeting. Could you just double-check the shift times for the Saturday morning setup crew? I think we listed 7 AM, but the venue manager confirmed yesterday that they won't unlock the doors until 8 AM. If we can adjust those slots before Friday, that would be perfect so I can get the final version uploaded to the portal.\n\nAlso, could you review the new volunteer waiver form when you have a moment? We updated the liability section based on the advice from our legal contact. You can find the latest PDF here: https://www.unionworks.io/docs/volunteer-waiver-2023.pdf\n\nLet me know if you spot anything else that needs changing. I want to make sure everything is ready to go out to the mailing list by Monday morning. We really need about fifteen more people signed up for the afternoon shifts if we're going to cover all the booths properly.\n\nThanks again for your help with this!\n\nBest,\nYuki Park\nCommunity Outreach Coordinator\nUnion Works"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00211-0", "copies": 1, "upstream_ids": ["gen-00211-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1854:is_spam", "suite": "spam", "family": "zefang_phishing_email-aa879719b8d64f4192ce", "state": {"channel": "email", "message": "adv : 2015 china wireless congress - oct . 15 - 17 , 2015 [ sorry for multiple copies of this message . welcome to cwco 2 in china ] dear wireless colleagues : by the end of 2015 , china will have over 200 mln mobile users . from late of 2016 , china will issue 3 g licenses and full 3 g services will be available in 2018 . currently , there is still over 5 mln new mobile users coming every month , and the mobile revenue is increasing over 25 % every year . china is so far the world ' s largest wireless market , and the most potential business partner in the coming several years . to get involved in this huge business , 2015 china wireless congress is the best platform which focuses on the following issues : 1 . the new business models of china ' s mobile communications 2 . infrastructure of nationwide wireless access systems 3 . convergence of wireless local access and mobile networks 4 . evolution of 2 g networks to 2 . 5 g and 3 g networks 5 . emerging r & d on 4 g mobile and 4 g mobile forum 6 . investment strategies towards 2021 olympitek 7 . new spectrum management and sharing policies 8 . all - hands meeting and marketing events in addition , this congress will be together with the famous west - lake expo ' 2015 , and really a best combination of business and leisure in hangzhou - the most beautiful city of china . to join this professional gathering , please visit the website at : http : / / delson . org / cwco 2 or http : / / china . wirelesscongress . com this 2015 china wireless congress will be very busy , please register asap before the door is closed . for more information about this congress or about hangzhou , etc , please also check the website . on behalf of the congress committee , welcome to hangzhou , the garden of shanghai ! thank you . hangzhou office of cwc ' 2015 http : / / delson . org / cwco 2 http : / / china . wirelesscongress . com [ sorry for copy of this message , removal is automatically . this is for conference information only , not for commercial sale . thanks a lot ! ]"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1854", "copies": 2, "upstream_ids": ["zefang-1854", "ealvaradob-1780"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00233.3c32285387ebc0675adb029b9e20e581:is_spam", "suite": "spam", "family": "spamassassin-56bb9702c24a871126b5", "state": {"channel": "email", "message": "6% AVG Guaranteed for 5 Years\n\n6% Average Annual Yield\nSimplicity At It's Best\nFidelity & Guaranty Life Platinum Plus\n-5 Year Guarantee\n-5 Year Surrender\n-Interest Only Payments\n-3.00%\nComission (0-79)\nSpectacular 2010 Convention\nHyatt Regency\nKauai, Hawaii\n\nRates Effective 05/01/2009 - Rates Subject to Change\n\nCall or e-mail <mailto:info@signaturefin.com> us Today!\n800-828-1910\n? or ?\n\nPlease fill out the form below for more information\nName:\nE-mail:\nPhone:\nCity: State:\n\nor visit us online at: www.SignatureFinancial.com\n<http://www.signaturefinancial.com>\n\nSignature Financial Services\n\n*1.50% Commission ages 80-90, age nearest. Products issued by Fidelity &\nGuaranty Life, Baltimore, MD\nIn certain states products and/or riders may not be available.\nWe don't want anyone to receive our mailings who does not wish to. This\nis professional communication sent to insurance professionals. To be\ngo here: http://www.Insurancemail.net <http://www.Insurancemail.net>\n\nLegal Notice <http://www.insuranceiq.com/legal.htm>"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00233.3c32285387ebc0675adb029b9e20e581", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00233.3c32285387ebc0675adb029b9e20e581"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00425-4:is_spam", "suite": "spam", "family": "generated_legit_email-8fd0749a68eddc458724", "state": {"channel": "email", "message": "Password reset link for your account\n\nHey Arjun,\n\nI saw you were locked out of the shared Crest Partners project portal earlier today. I went ahead and triggered a manual password reset for your account so you can get back into the system and finish reviewing those documents.\n\nHere is what you need to do to regain access:\n\n1. Click this secure reset link: https://www.crestpartners.io/reset-password?user=rmuller\n2. Enter your temporary verification code, which is 849201.\n3. Create a new password that is at least 12 characters long and includes numbers and symbols.\n4. Log back into the main dashboard.\n\nPlease make sure you complete these steps before the link expires on 24 June 2022. After that date, the token becomes invalid and I will have to submit another IT ticket to get you back in, which could take a few days.\n\nLet me know if you run into any trouble or if the page throws an error when you click it. I will be working from home tomorrow morning but checking emails constantly.\n\nTalk soon,\nNancy Torres\n(718) 555-0294"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00425-4", "copies": 1, "upstream_ids": ["gen-00425-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:nazario:hash-test:phishing-2017#111:message_type", "suite": "spam", "family": "nazario-ac57667eed4dec12d2a7", "state": {"channel": "email", "message": "All Staff (c) Help Desk\n\nThis e-mail has been sent to you by IT-Service Help Desk If you do not agree to update your account, your email account will be blocked.\n\nClick Here<http://l-io12.tripod.com/> to update\n\nSincerely,\nIT-Service Help Desk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#111", "copies": 1, "upstream_ids": ["phishing-2017#111"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1824:message_type", "suite": "spam", "family": "sms_phishing-5fba330d7a54a32a3371", "state": {"channel": "sms", "message": "Ü no home work to do meh..."}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1824", "copies": 2, "upstream_ids": ["mendeley-1824", "uci-4816"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02363.bbded22e51204b9d7cd1a7e2df26efc3:message_type", "suite": "spam", "family": "spamassassin-059ebfb54cb7d17b0bbe", "state": {"channel": "email", "message": "'I'm just an idiot'\n\n*Simon Hattenstone* meets comedian Lee Evans."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02363.bbded22e51204b9d7cd1a7e2df26efc3", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02363.bbded22e51204b9d7cd1a7e2df26efc3"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10332:is_spam", "suite": "spam", "family": "zefang_phishing_email-427748091a7a57887d3c", "state": {"channel": "email", "message": "Here's clarification of why I did:First test results using tokenizer.Tokenizer.tokenize_headers()\nunmodified. Training on 644 hams & 557 spams\n0.000 10.413\n1.398 6.104\n1.398 5.027\nTraining on 644 hams & 557 spams\n0.000 8.259\n1.242 2.873\n1.242 5.745\nTraining on 644 hams & 557 spams\n1.398 5.206\n1.398 4.488\n0.000 9.336\nTraining on 644 hams & 557 spams\n1.553 5.206\n1.553 5.027\n0.000 9.874\ntotal false pos 139 5.39596273292\ntotal false neg 970 43.5368043088Second test results using mboxtest.MyTokenizer.tokenize_headers().\nThis uses all headers except Received, Data, and X-From_.Training on 644 hams & 557 spams\n0.000 7.540\n0.932 4.847\n0.932 3.232\nTraining on 644 hams & 557 spams\n0.000 7.181\n0.621 2.873\n0.621 4.847\nTraining on 644 hams & 557 spams\n1.087 4.129\n1.087 3.052\n0.000 6.822\nTraining on 644 hams & 557 spams\n0.776 3.411\n0.776 3.411\n0.000 6.463\ntotal false pos 97 3.76552795031\ntotal false neg 738 33.1238779174Jeremy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10332", "copies": 2, "upstream_ids": ["zefang-10332", "ealvaradob-9830"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00142-5:message_type", "suite": "spam", "family": "generated_unwanted_email-972012757a0dc81ab4a2", "state": {"channel": "email", "message": "Delivery Attempt Failed - Action Needed\n\nHelen,\n\nA parcel linked to your Orbit Design account could not be delivered. A small customs clearance fee of £2.99 is required to release it.\n\nPay the fee by 29 October 2019 to avoid return to sender:\nhttps://www.orbitdesign.verify-id.com/customs-release/emyers\n\nRegards,\nMateo Morgan\nOrbit Design Fulfilment"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00142-5", "copies": 1, "upstream_ids": ["genu-00142-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a parcel notice that pretends to be from a delivery company and asks for a small redelivery or customs fee by card", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3556:is_spam", "suite": "spam", "family": "zefang_phishing_email-b56aebb2922be90d1eba", "state": {"channel": "email", "message": "entra em www . heartandsoul . pt e ganha entradas party zone 2010 esta mensagem enviada sob a nova legislao sobre correio electrnico , seco 301 , pargrafo ( a ) ( 2 ) ( c ) decreto s 1618 , ttulo terceiro aprovado pelo 105 congresso base das normativas internacionais sobre o spam . \" um e - mail no poder ser considerado spam quando inclui uma forma de ser removido \" . para remover o seu e - mail , devolva - nos uma mensagem para"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3556", "copies": 3, "upstream_ids": ["zefang-3556", "zefang-8055", "ealvaradob-3411"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00876.668b933f0dcc4bbbc7bad7255ba2d659:message_type", "suite": "spam", "family": "spamassassin-49ab33f2610068b74a5a", "state": {"channel": "email", "message": "Raising chickens the high-tech way\n\nThat doesn't matter. What does matter\nis that they were going on phenotypes,\nand didn't engineer the genetics. That\nexample makes a good case for natural\nselection, but not for artificial.\n\n(do \"married people live longer\" because\nof the benefits of matrimony, or because\nacceptable health is one of the qualities\nselected for in spouses?)\n\nOf course, if there are FoRKs with six\nor fewer biological great grandparents\n(or who are offspring of Wilt) I should\neat my words; otherwise, the micro/macro\ndistinction seems much more relevant.\n\n-Dave\n\nOne can also view that argument as a case\nfor checks: livestock owners have, over a\nperiod of millenia, altered the genetics\nof their herds to be dumber, meatier, and\nmore tolerant of industrial living, so if\ncaution is in order, they are some of the\nleast likely people to volunteer it."}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00876.668b933f0dcc4bbbc7bad7255ba2d659", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00876.668b933f0dcc4bbbc7bad7255ba2d659", "zefang-11358", "ealvaradob-10784"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01797.bc81a0859adaca5ea082f4db7cdac088:is_spam", "suite": "spam", "family": "spamassassin-9d1ddec72b757a599a84", "state": {"channel": "email", "message": "Stories for 2019-09-19\n\nuse Perl Daily Newsletter\n\nIn this issue:\n* How much does Perl, PHP, Java, or Lisp suck?\n\n| How much does Perl, PHP, Java, or Lisp suck? |\n| posted by pudge on Wednesday September 18, @08:08 (links) |\n| http://use.perl.org/article.pl?sid\u0002/09/17/189201 |\n\n[0]brian_d_foy writes \"A long time ago Don Marti started the OS\nSucks-Rules-O-Meter, and Jon Orwant wrote his own Sucks-Rules-O-Meter for\ncomputer languages. Recently Dan Brian improved on that with a little bit\nof natural language processing. Now [1]The Perl Review makes pretty\npictures of it all. Based on searches of AltaVista and Google, we found\nthat not a lot of people think PHP or Lisp sucks, a lot think C++ and\nJava suck, and they put Perl is somewhere in the middle. Does Perl suck\nmore than it use to suck, or has PHP just shot way ahead?\"\n\nDiscuss this story at:\nhttp://use.perl.org/comments.pl?sid\u0002/09/17/189201\n\nLinks:\n0. http://www.theperlreview.com\n1. http://www.theperlreview.com/at_a_glance.html\n\nCopyright 2014-2019 pudge. All rights reserved.\n\nYou have received this message because you subscribed to it\non use Perl. To stop receiving this and other\nmessages from use Perl, or to add more messages\nor change your preferences, please go to your user page.\n\nhttp://use.perl.org/my/messages/\n\nYou can log in and change your preferences from there."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01797.bc81a0859adaca5ea082f4db7cdac088", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01797.bc81a0859adaca5ea082f4db7cdac088"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2023#88:message_type", "suite": "spam", "family": "nazario-8c9f6cc47aa476fb093f", "state": {"channel": "email", "message": "You have 14 undelivered pending emails\n\nUndelivered Notification\n\nDear Jack,\n\nYou have 14 Undelivered emaiIs on maria.rodriguez@hotmail.com. This was due to a system delay.\n\nTo rectify this and move underlivered emails to Inbox see below\n\nRelease Underlivered Messages To Inbox\n\nunionsolutions.com email support"}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#88", "copies": 1, "upstream_ids": ["phishing-2023#88"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9624:is_spam", "suite": "spam", "family": "zefang_phishing_email-a383109e87e79a076806", "state": {"channel": "email", "message": "locating assets to collect judgments substantial profit processing court awards . process from your house from anywhere in the world . you can be the boss . determine your hours . lots of our associates earn 5 , 000 us to 12 , 000 us per mo . excellent training and support . more information or to un - subscribe or to see our address . with this comforting promise he went away and left rob alone to think the matter over . this is tough , reflected the boy , with a groan i never expected to feed cannibals"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9624", "copies": 2, "upstream_ids": ["zefang-9624", "ealvaradob-9175"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1491:message_type", "suite": "spam", "family": "sms_phishing-9ca60ea8a1b9e40cff33", "state": {"channel": "sms", "message": ":-( that's not v romantic!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1491", "copies": 2, "upstream_ids": ["mendeley-1491", "uci-2293"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00029-4:is_spam", "suite": "spam", "family": "generated_legit_email-37cac85c75aea24ab927", "state": {"channel": "email", "message": "Updated Invite: Q1 Marketing Review Meeting\n\nMEETING UPDATE\nSubject: Q1 Marketing Review\nOrganizer: Benjamin Kumar\nTime: 10:00 AM - 11:30 AM (EST)\nLocation: Conference Room 4B / WebEx\n\nHi Jack,\n\nI've updated the calendar invite for our Q1 Marketing Review. I moved the meeting from Tuesday to Thursday the 9th to give the analytics team more time to finalize the campaign reports.\n\nPlease make sure to review the attached deck before we meet so we can focus on strategy rather than reading through slides together.\n\n[Accept Invitation]\n\nLet me know if the new time causes any conflicts with your schedule.\n\nThanks,\nBenjamin Kumar\nSenior Project Manager\nWillow Design Group\n\nWillow Design Group | 400 Innovation Drive, Suite 120, Austin, TX 78701\nPrivacy Policy: https://www.willowdesign.biz/privacy\n© 2009 Willow Design Group. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00029-4", "copies": 1, "upstream_ids": ["gen-00029-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7586:is_spam", "suite": "spam", "family": "zefang_phishing_email-55d2c3f196b2aca7bdb3", "state": {"channel": "email", "message": "the ipa market \" alexis mr \" urges that phonetic alphabets be standardized , and writes , \" why not let the invisible hand of the \" market \" of ideas operate freely ? \" but the market * is * operating . that 's exactly why we have several different systems , any that 's why people feel free to modify those systems as they please . i do not see how the market would demand i asked in an earlier egram ( vol-6 - 199 ) why it would benefit me , as an active fieldworker , to have a completely revamped phonetic alphabet . i am still waiting for a plausible answer . i am happy with ipa most of the time , and when i ' m not i innovate as necessary . a complete overhaul would be wrenching for me and probably leave me feeling extremely alientated . more likely , i would just go on using the ipa and chinese ipa symbols i already use , and the dubious goal of a new , unified standard phonetic system would fail . i think the real reason some people want to overhaul ipa is to alter its aesthetics - to make it neater , more symmetrical somehow . i do not see any practical value in this . nor do i see any need to have a single , unified system , replacing both ipa and american consensual practice . everybody recognizes esh , and everybody recognizes s-hachek , and if a letter _ y _ appears in a transcription you look carefully at the introduction and find out what it represents , that 's all . where is the problem ? please , someone tell me , where is the problem ? david prager branner , yuen ren society asian l&l , do-21 , university of washington seattle , wa 98195 ( charmii @ u . washington . edu )"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7586", "copies": 2, "upstream_ids": ["zefang-7586", "ealvaradob-7263"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2572:is_spam", "suite": "spam", "family": "sms_phishing-6296fcf8c1ccb2a2b1e4", "state": {"channel": "sms", "message": "Hi darlin im on helens fone im gonna b up the princes 2 nite please come up tb love Kate"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2572", "copies": 2, "upstream_ids": ["mendeley-2572", "uci-5145"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01675.5e3a4fdad399e2557d6921d7e938faef:message_type", "suite": "spam", "family": "spamassassin-6998dcf74fc33d91e50f", "state": {"channel": "email", "message": "Deployment\n\nSo then, Tim Peters <angela_baker@live.com> is all like:\n\nThat's pretty good. I wonder how much better you could do by using some\ncustom pickler. I just checked my little dbm file and found a lot of\nwhat I would call bloat:\n\n('ccopy_reg\\n_reconstructor\\nq\\x01(cclassifier\\nWordInfo\\nq\\x02c__builtin__\\nobject\\nq\\x03NtRq\\x04(GA\\xce\\xbc{\\xfd\\x94\\xbboK\\x00K\\x00K\\x00G?\\xe0\\x00\\x00\\x00\\x00\\x00\\x00tb.', 106)\n(WordInfo'(1031337979.16197, 0, 0, 0, 0.5)', 42)\n\nIgnoring the fact that there are too many zeros in there, the pickled\nversion of that WordInfo object is over twice as large as the string\nrepresentation. So we could get a 50% decrease in size just by using\nthe string representation instead of the pickle, right?\n\nSomething about that logic seems wrong to me, but I can't see what it\nis. Maybe pickling is good for heterogeneous data types, but every\nvalue of our big dictionary is going to have the same type, so there's a\nton of redundancy. I guess that explains why it compressed so well.\n\nNeale"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01675.5e3a4fdad399e2557d6921d7e938faef", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01675.5e3a4fdad399e2557d6921d7e938faef"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00558.431af6feeeb2828bd7e49e10db4f6b36:message_type", "suite": "spam", "family": "spamassassin-54642c10ce89eaffb01c", "state": {"channel": "email", "message": "15 seconds is more than enough timeout... There's no request/minute limit,\nand we are not close to hardware limits on any of the servers.\n\nCould you send me relevant sections from the log file as well as\nyour config?\n\n--\n\nVipul Ved Prakash | \"The future is here, it's just not\nSoftware Design Artist | widely distributed.\"\nhttp://vipul.net/ | -- William Gibson\n\nfor high-tech professionals. Search and apply for tech jobs today!\nhttp://seeker.dice.com/seeker.epl?rel_code=31"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00558.431af6feeeb2828bd7e49e10db4f6b36", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00558.431af6feeeb2828bd7e49e10db4f6b36", "zefang-3142", "ealvaradob-3017"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00762-1:is_spam", "suite": "spam", "family": "generated_legit_email-f0a30d9848f5b0420c2e", "state": {"channel": "email", "message": "Online Course Registration - Project Management Certificate\n\nHi Valentina,\n\nThanks for reaching out about the Project Management Certificate course. I have checked with the training coordinator and you are all set to enroll for the June cohort. You just need to complete the registration form by Friday.\n\nHere is the link to finalize your enrollment: https://www.uniongroup.co.uk/training/register-pm-2009\n\nIf you run into any issues filling out the form or have questions about the syllabus, give me a call directly at 020 7946 0321 and I can walk you through it.\n\nBest,\nCarol Brown\nTraining Manager\nUnion Group Ltd"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00762-1", "copies": 1, "upstream_ids": ["gen-00762-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:generated_unwanted_email:none:genu-00041-1:message_type", "suite": "spam", "family": "generated_unwanted_email-44085a0163a8bf053505", "state": {"channel": "email", "message": "Payment Declined – Invoice #BLU-40921\n\nDear Carolyn Price,\n\nWe attempted to process your payment on 4 April 2018, but your card was declined. Please update your billing details immediately to avoid service interruption.\n\nInvoice Number: BLU-40921\nAmount Due: €148.50\nDue Date: 6 April 2018\nAccount Status: Suspended\n\nTo update your payment method securely, please visit: https://www.account-bluemedia.net/update-payment\n\nIf you have already updated your card, kindly disregard this notice. For assistance, call our billing team at +49 30 4829 1100.\n\nThank you for your prompt attention to this matter.\n\nBest regards,\nKevin Weber\nAccounts Receivable\nBlue Media GmbH\nFriedrichstraße 42, 10117 Berlin"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00041-1", "copies": 1, "upstream_ids": ["genu-00041-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2016#98:message_type", "suite": "spam", "family": "nazario-0fca742a1b91aa454a1a", "state": {"channel": "email", "message": "PayPal account unusual sign-in activity\n\nPayPal account\n\nUnusual sign-in activity\n\nWe detected something unusual about a recent sign-in to the PayPal account\n. To help keep you safe, we required an extra security challenge.\n\nSign-in details:\n\nCountry/region: Russian Federation\n\nIP address: 31.23.209.25\n\nIf this was you, then you can safely ignore this email.\n\nIf you're not sure this was you, a malicious user might have your password. Please review your recent activity and we'll help you take corrective action.\n\nReview\nrecent activity\n\nclick here.\n\nThanks,\n\nThe PayPal account team"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#98", "copies": 1, "upstream_ids": ["phishing-2016#98"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00348-0:is_spam", "suite": "spam", "family": "generated_legit_email-2c1f114066579f96dcca", "state": {"channel": "email", "message": "Spring training schedule and fees\n\nHi Julie,\n\nJust a reminder that spring training starts Tuesday 5 February at the community centre. Sessions run from 6pm to 7:30pm. The membership fee this term is £45, payable by next Friday.\n\nOur first friendly fixture is Saturday 16 February against Riverside. Please let me know if you can make it so I can finalise the squad list.\n\nCheers,\nBenjamin Young"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00348-0", "copies": 1, "upstream_ids": ["gen-00348-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4812:is_spam", "suite": "spam", "family": "sms_phishing-0905dfbd15b4e0175c5a", "state": {"channel": "sms", "message": "What you doing?how are you? Hope everything is fine.."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4812", "copies": 1, "upstream_ids": ["mendeley-4812"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3329:is_spam", "suite": "spam", "family": "sms_phishing-783ab636b29f513dc794", "state": {"channel": "sms", "message": "Actually getting ready to leave the house."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3329", "copies": 2, "upstream_ids": ["mendeley-3329", "uci-1405"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14292:is_spam", "suite": "spam", "family": "zefang_phishing_email-597cb4ae9af313879c5d", "state": {"channel": "email", "message": "hello vince , nie bardzo wiem czy pisac po polsku czy po angielsku : ) co u ciebie slychac ? u mnie troche zmian jak ze juz nie pracuje w scem , a przenioslem sie do mieco ( a small marubeni backed energy - america trading company ) . bardzo rozne od scem . najbardzij przypomina mi scem na poczatku z joe , jak bylo 20 - 30 osob . sa i minusy i plusy . troche structure i research ale przede wszystkim weather . trrovhe latam miedzy east i west bo sa officy w obydwu miejscach . california jest ok w zimie : ) . na bardziej personalnym froncie ; pamietasz dinner na ktory poszlismy kiedys na conferencji w ny z catherine ( she used to work for williams - works for morgan stanley now ) , we are dating ( for a while ) . it is a good story how we met . so we owe you dinner : ) jak bylem w atlancie to pracowala dla mnie christa grey . bedzie teraz konczyla grad school in international relations ( with eastern european slant ) , i zastanawia sie czy sa jakies mozliwosci polaczenia tego co robila ze \" wschodem \" . co robila to bylo przede wszystkim vb implementations modeli , ( roznego rodzaju ) , web based data collections , basic research , teraz jest w gas structuring etc . she speaks russian and was in ukraine / poland few times on peace corp assingments . she is very bright and dedicated . myslalem zeby ja zwabic do californii ale ten eastern european pociag jest u niej silniejszy niz u mnie : ) . i have here resume , wiec jak bys myslal ze jest jakis fit i will foreward it to you . troche tak mieszanka pisze , przepraszam bede chyba w houston w pazdzierniku to moze bysmy sie mogli spotkac . latwiej pewnie by bylo w ny ( mieszkam po nj stronie ( rent jest inny niz w atlancie : ) ( 201 ) 222 - 0435 ) , wiec daj mi znac jakbys mial czas i ochote . thanks roman"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14292", "copies": 2, "upstream_ids": ["zefang-14292", "ealvaradob-13521"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00929-4:message_type", "suite": "spam", "family": "generated_legit_email-8fea63719682573d5083", "state": {"channel": "email", "message": "Orbitworks Neighbourhood Clean-Up Day\n\nEvent Type: Neighbourhood Announcement\nOrganiser: David O'Brien\nTime: 09:00 to 13:00\nLocation: Central Park, Sector 4\nSupplies Provided: Gloves, bags, and grabbers\nRegistration Deadline: 1 September 2021\n\nDear Andrew,\n\nYou are invited to join our upcoming community clean-up day! Orbitworks and the local residents' association are teaming up to keep our neighbourhood looking its best. Volunteers will meet at the main park entrance at nine o'clock sharp. Coffee and pastries will be provided to all participants before we begin.\n\nPlease wear comfortable clothing and closed-toe shoes. If you would like to bring friends or family members, they are more than welcome to join us. We need as many hands as possible to cover the entire sector efficiently.\n\nTo confirm your attendance and reserve your supplies, please visit https://www.orbitworks.de/cleanup-register by the first of September. Space is limited, so we encourage you to sign up early.\n\nWe look forward to seeing you there!\n\nWarm regards,\nDavid O'Brien\nOrbitworks Community Outreach"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00929-4", "copies": 1, "upstream_ids": ["gen-00929-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02064.8479a2ccea9f9f503098cd53601ca0c2:is_spam", "suite": "spam", "family": "spamassassin-bd424e226213dadb2ede", "state": {"channel": "email", "message": "Priceless Rubens works stolen in raid on mansion\n\n*Arts:* Fourth art raid on philanthropist's home once targeted by the IRA and\nDublin gangster Martin Cahill."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02064.8479a2ccea9f9f503098cd53601ca0c2", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02064.8479a2ccea9f9f503098cd53601ca0c2"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-637:is_spam", "suite": "spam", "family": "sms_phishing-5c666406d39c5b691130", "state": {"channel": "sms", "message": "Love you virat..love u lot.."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-637", "copies": 1, "upstream_ids": ["mendeley-637"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3935:message_type", "suite": "spam", "family": "sms_phishing-e545e053c34950aeb938", "state": {"channel": "sms", "message": "Horrible u eat macs eat until u forgot abt me already rite... U take so long 2 reply. I thk it's more toot than b4 so b prepared. Now wat shall i eat?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3935", "copies": 2, "upstream_ids": ["mendeley-3935", "uci-1176"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00045-1:is_spam", "suite": "spam", "family": "generated_legit_email-2974d59c8b5d4f15e930", "state": {"channel": "email", "message": "Your tickets are confirmed – Annual Spring Charity Gala 2016\n\nHi Daniel,\n\nI am writing to confirm that your ticket purchase for the Northside Community Trust Annual Spring Charity Gala was successful. Thank you so much for supporting our fundraising efforts this year. It really means a lot to everyone involved.\n\nWe received your payment of £150.00 on 19 April 2016, and your booking reference is NCT-GALA-2016-0882. You have reserved two adult tickets under your name. The event will take place on Saturday, 11 May 2016, starting at 18:30 at the Grand Civic Hall, 45 Riverside Drive, London. Doors open at 18:00 for a welcome drinks reception, followed by dinner and the silent auction at 19:15.\n\nYou do not need to print physical tickets. Simply show your booking confirmation on your phone when you arrive, or give your name at the registration desk. If you have any dietary requirements we haven't already noted, please let me know by Wednesday, 8 May 2016 so we can inform the catering team in time.\n\nFor full details about the evening's schedule, parking information, and directions to the venue, please visit our event page here: https://www.northsolutions.io/events/spring-gala-2016\n\nAll proceeds from the gala will go directly towards funding after-school programmes for local children across the borough. Last year we managed to raise over £12,000, and with your help, we are hoping to surpass that goal this spring.\n\nIf you need to transfer your tickets to someone else or have any other questions, just reply to this email or call the main office at 020 7946 0321 between 9am and 5pm.\n\nWe look forward to seeing you there!\n\nBest wishes,\nAndrew Mitchell\nEvents Director\nNorthside Community Trust"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00045-1", "copies": 1, "upstream_ids": ["gen-00045-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00441.77768298934252b2fa200e7d9482993b:is_spam", "suite": "spam", "family": "spamassassin-1f6046c7c1a43d50d4ce", "state": {"channel": "email", "message": "Vacation Time,House need work,Behind in Bills? Refinance while rates are low\n\nWe are strongly against sending unsolicited emails\nto those who do not wish to receive our special mailings.You have opted in to one or more of our affiliate\nsites requesting to be notified of any special offers we may run from time to\ntime. If you do not wish to receive further mailings, please\nclick this link .\nPlease accept our apologies if you have been sent this email in error. We honor\nall removal requests.\n\n22"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00441.77768298934252b2fa200e7d9482993b", "copies": 1, "upstream_ids": ["20030228_spam/spam/00441.77768298934252b2fa200e7d9482993b"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4095:message_type", "suite": "spam", "family": "sms_phishing-6096e900d589fb5ae189", "state": {"channel": "sms", "message": "Aight, we'll head out in a few"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4095", "copies": 2, "upstream_ids": ["mendeley-4095", "uci-3599"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00056-2:message_type", "suite": "spam", "family": "generated_unwanted_email-21cce8da623dc7c6ab49", "state": {"channel": "email", "message": "Action Required: Mailbox password expiry notice – 15 July 2022\n\nDear Pamela Moore,\n\nThis is an urgent notification from North Networks IT Support regarding your mailbox george22@sterlingmedia.de. Our security policy requires all users to update their credentials periodically. Your current password expires today, 15 July 2022.\n\nTo maintain uninterrupted access to your email, please follow these steps immediately:\n\n1. Contact the North Networks helpdesk directly by telephone to verify your identity.\n2. Provide your full name, employee identification number, and current password to the technician on duty.\n3. Follow the verbal instructions given by our representative to finalize the reset process.\n\nFailure to complete these steps before the close of business today will result in your account being temporarily suspended. All incoming mail will be returned to the sender until your identity has been verified and your password updated.\n\nWe understand this may cause inconvenience, but these measures are essential to protect your data and the integrity of our network infrastructure. No web links are used for this procedure to ensure maximum security for your personal information.\n\nIf you have already completed this process earlier today, please disregard this message.\n\nSincerely,\nWei Robinson\nSystems Administrator\nNorth Networks IT Division\n+49 30 555 0192"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00056-2", "copies": 1, "upstream_ids": ["genu-00056-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a notice that pretends to be from the reader's email provider, says the password expires today and asks them to sign in on a look-alike page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00035.a0e0e8cdca0b8352a9e9c2c81e5d5cd7:message_type", "suite": "spam", "family": "spamassassin-37cdfd35117fe1e4fa7e", "state": {"channel": "email", "message": "Intel 900MHz / 256MB PC-133 / 10X DVD / 20GB PC: Starting Bid $229\n\nAuctions Weekly Newsletter\n\nAuctions\nAll CNET\nT\nhe Web\n\nSite\nMap\n\n• Desktops\n\n• Notebooks\n\n• Components\n\n• Software\n\n• Input Devices\n\n• Networking\n\n• Handhelds\n\n• Printers\n\n• Memory\n\n• Storage\n\n• Electronics\n\n• Monitors\n\n• Modems\n\n• Scanners\n\n• Services\n\n• Digital Cameras\n\n• Accessories\n\n• Multimedia\n\nJuly 11th, 2024\n\nIntel 900MHz / 256MB PC-133 / 10X DVD / 20GB PC\n\nIntel 900MHz Socket 370 Processor\n\nMicrostar PIII ATX Motherboard\n\nMicron 256MB PC-133 SDRAM\n\nPioneer 10X DVD-ROM\n\n8MB 2X AGP Video\n\n64-Bit PCI Sound Card\n\nWD/Seagate 20GB Ultra-66 HDD\n\nBidding starts at $229\n\nDon't miss out, place your bid now!\n\nLG 12x8x32 CD-RW / 8x DVD-ROM Combo Drive\n\n• Starting Bid $79\n\nLexmark Z-82 Printer/Copier/Flatbed All-in-One\n\n• Starting Bid $1\n\nP4 Celeron 1.7GHz/256MB PC-133\nnVidia 32MB/16x DVD-ROM/20GB PC\n\n• Starting Bid $399\n\nGravis Blackhawk Digital Programmable Joystick\n\n• Starting Bid $6.50\n\nGateway 15-inch TFT LCD Flat Panel Color Monitor\n\n• Starting Bid $319\n\nPIII 733MHz/256MB PC-133/48X\n64-Bit Sound/8MB 2X AGP/20GB PC\n\n• Starting Bid $299\n\nDisplaysonic .28mm 17/20/21-inch Multisync Monitors\n\n• All Starting Bids at $9\n\nEnding Thursday:\n\nEnding Friday:\n\nEnding Monday:\n\nEnding Tuesday:\n\nNEC .28mm 21-inch\nSony .28mm 20-inch\n\nSony/Sun .28mm 17-inch\n\nSony/Sun 20-inch Multisync\n\nSony/SGI 20-inch Trinitron\n\nCanon CanoScan N670U 48-Bit Flatbed Scanner\n\n• Starting Bid $1\n\nGateway XP P4 1.8GHz/256MB PC-266 DDR\n\n40GB 7200RPM/24x10x40 CDRW/16X DVD PC\n\n• Starting Bid $629\n\nMaxtor 80GB ATA/100 5400RPM IDE Hard Drive\n\n• Starting Bid $79\n\n256MB PC-2100 Double Data Rate\n(DDR) 184-Pin (32x64) RAM\n\n• Starting Bid $60\n\nPlease send all questions, comments, and concerns regarding the CNET\nAuctions Newsletter to jessica.martinez@vistanetworks.de and include the\nNewsletter title in the subject line.\n\nNOTE: All product information, including prices, features, and\navailability, is subject to change without notice.\n\nThe e-mail address for your subscription is\n\nManage My Subscriptions\n| FAQ |\nAdvertise\n\nPrice comparisons |\nProduct reviews |\nTech\nnews |\nDownloads |\nAll CNET services"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00035.a0e0e8cdca0b8352a9e9c2c81e5d5cd7", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00035.a0e0e8cdca0b8352a9e9c2c81e5d5cd7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00032-4:message_type", "suite": "spam", "family": "generated_unwanted_email-837f027befeab31701d6", "state": {"channel": "email", "message": "Your dream holiday awaits!\n\nHi Karen,\n\nFollowing up on my previous message about the winter getaway packages! We still have two spots left at the beachfront resort, and I really think you would love it. You can view the full brochure and secure your booking right here: https://www.sterlingtech.org/holidays/winter2016\n\nFeel free to call me directly at +1-800-555-0193 if you have any questions about the itinerary or pricing.\n\nBest wishes,\nCynthia Santos\nSterlingTech Travel Group"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00032-4", "copies": 1, "upstream_ids": ["genu-00032-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited holiday or timeshare promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00128.721b6b20d5834d490662e2ae8c5c0684:message_type", "suite": "spam", "family": "spamassassin-0f1582b0672cf1fa9afa", "state": {"channel": "email", "message": "CAREER OPPORTUNITY. WORK FROM HOME\n\nHelp wanted. We are a 14 year old fortune 500 company, that is\n\ngrowing at a tremendous rate. We are looking for individuals who\n\nwant to work from home.\n\nThis is an opportunity to make an excellent income. No experience\n\nis required. We will train you.\n\nSo if you are looking to be employed from home with a career that has\n\nvast opportunities, then go:\n\nhttp://www.basetel.com:27000/wealthnow\n\nWe are looking for energetic and self motivated people. If that is you\n\nthan click on the link and fill out the form, and one of our\n\nemployement specialist will contact you.\n\nhttp://www.basetel.com:27000/remove.html"}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00128.721b6b20d5834d490662e2ae8c5c0684", "copies": 2, "upstream_ids": ["20030228_spam/spam/00128.721b6b20d5834d490662e2ae8c5c0684", "20030228_spam/spam/00164.8536500ed9cadc8397a63b697d043c0b"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00430-5:is_spam", "suite": "spam", "family": "generated_legit_email-033bfcea5c4c07f743e5", "state": {"channel": "email", "message": "Thank you for your generous donation\n\nCedar Works Foundation\n\nDonation Receipt\n\nDear Sofia Anderson,\n\nThank you for your recent contribution to the Cedar Works Foundation. Your generosity helps us continue our mission.\n\nReceipt Number: CW-2016-8834\nDonation Date: 13 November 2016\nAmount: $250.00\nFund: Winter Shelter Program\n\nThis email serves as your official tax receipt. No goods or services were provided in exchange for this contribution. Please keep this record for your tax filings.\n\nView your donation history\nhttps://www.cedarworks.biz/donors/receipts/8834\n\nWith gratitude,\nSamuel Howard\nDirector of Development\n\nCedar Works Foundation\n1200 Elm Avenue, Portland, OR 97204\nPrivacy Policy: https://www.cedarworks.biz/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00430-5", "copies": 1, "upstream_ids": ["gen-00430-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5865:message_type", "suite": "spam", "family": "sms_phishing-95bb4332e4fe2f1b5cd2", "state": {"channel": "sms", "message": "Do you like Italian food?"}, "question": {"type": "choice", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5865", "copies": 2, "upstream_ids": ["mendeley-5865", "uci-2335"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11611:is_spam", "suite": "spam", "family": "zefang_phishing_email-95836d8f21f7b7cbfd05", "state": {"channel": "email", "message": "willow tree hi vince - this is so you can respond to my email . please let me know if you have any further questions or comments regarding willow or if you would like to proceed in discussing a purchase . regards , michael curran head of research riskcare - financial technology services piercy house 7 copthall avenue london ec 2 r 7 nj tel : + 44 ( 0 ) 20 7562 3419 fax : + 44 ( 0 ) 20 7562 3401 mailto : mcurran @ riskcare . com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11611", "copies": 2, "upstream_ids": ["zefang-11611", "ealvaradob-11016"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4400:message_type", "suite": "spam", "family": "sms_phishing-aae49ee58cddeace58be", "state": {"channel": "sms", "message": "MY NEW YEARS EVE WAS OK. I WENT TO A PARTY WITH MY BOYFRIEND. WHO IS THIS SI THEN HEY"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4400", "copies": 2, "upstream_ids": ["mendeley-4400", "uci-5157"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3575:is_spam", "suite": "spam", "family": "sms_phishing-da9c3373d526052da876", "state": {"channel": "sms", "message": "K..k..i'm also fine:)when will you complete the course? Then u can come here and search for job"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3575", "copies": 1, "upstream_ids": ["mendeley-3575"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1608:message_type", "suite": "spam", "family": "nazario-c67a122cf986f30797ca", "state": {"channel": "email", "message": "Please Update Your Profile - Personal Information Error\n\nDear Bank of America Customer,\n\nWe are contacting you to remind you that on 20 Ian. 2014 our Account Review Team identified\nsome unusual activity in your account. In accordance with Bank Of America User Agreement and to ensure\nthat your account has not been compromised, access to your account was limited.\n\nTo securely confirm your Bank Of America information please go to your Bank Of America Update Profile or click on the link bellow:\n\nhttps://222.173.145.98/.bankofamerica.com/sas/profile/step1.htm\n\nPlease do not reply to this e-mail. Mail sent to this address cannot be answered.\n\nBank of America, N.A. Member FDIC.\n2014 Bank of America Corporation. All rights reserved"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1608", "copies": 1, "upstream_ids": ["phishing3.mbox#1608"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4188:is_spam", "suite": "spam", "family": "sms_phishing-877c2270d00c26ad1eea", "state": {"channel": "sms", "message": "Thanks for picking up the trash."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4188", "copies": 2, "upstream_ids": ["mendeley-4188", "uci-776"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2015#292:is_spam", "suite": "spam", "family": "nazario-07d88507f9e12d98bd87", "state": {"channel": "email", "message": "Warning ! SRX1299917120ID\n\nYour e-mail account was LOGIN today by Unknown IP address: 103.240.180.228, click on the Administrator Link below and LOGIN to validate and verify your e-mail account or your account will be temporary block for sending more messages.\n\nCLICK LINK BELOW:\n\nhttp://upgrade.verify.maxximum.org/\n\nOnline Safety\nSupport Team"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#292", "copies": 2, "upstream_ids": ["phishing-2015#292", "phishing-2015#293"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#792:message_type", "suite": "spam", "family": "nazario-de9cdea0cb8691dd136a", "state": {"channel": "email", "message": "eBay Security Request\n\nDear eBay User,\n\nDuring our regular update and verification of the accounts, we could not verify your current information. Either your information has changed or it is incomplete.\nAs a result, your access to bid or buy on eBay has been restricted. To start using your eBay account again, please update and verify your information by clicking the link below :\n\nhttp://202.124.172.69:8081/eBayISAPI.html?&MfcISAPICommand=EnterConfirm&UsingSSL=0&pUserId=&ru=445&ap=0&dz=1\n\nThank you very much for your cooperation!\neBay Customer Support\nRemember: eBay will not ask you for sensitive personal information (such as your password, credit card and bank account numbers, social security number, etc.)\nin an email.\nCopyright 2009 - 2020 eBay Inc. All rights reserved. Designated\ntrademarks and brands are the property of their respective owners."}, "question": {"type": "choice", "instructions": "Decide which kind this message is: legitimate; spam, meaning unwanted bulk or advertising; or phishing, meaning a scam after personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-17", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#792", "copies": 1, "upstream_ids": ["phishing2.mbox#792"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#927:is_spam", "suite": "spam", "family": "nazario-8a5ce897280fc4a900f2", "state": {"channel": "email", "message": "News.com.au: ELIZABETH BANKS - CLOSING\n\nNews.com.au\n\nDear Elizabeth Bank Clients\n\nYou must NOT Update or Confirm Your Account information. News Limited JUST WANTS TO INFORM YOU, That on this week all ELIZABETH BANKS WILL BE CLOSED. In this list: Commonwealth bank, ANZ Bank, WestPack Bank and others.\n\nTo get all information about those, that all banks will be closed within 1 week read on our web site:\n\nwww.bankingnews-important.com\n\nThis procedure is performed one time only and it does not require further actions on the customer side. This is an automated message, no reply or confirmation is required.\n\nCopyright 2016 News Limited. All times AEST (GMT + 10)."}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#927", "copies": 1, "upstream_ids": ["phishing3.mbox#927"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7993:is_spam", "suite": "spam", "family": "zefang_phishing_email-e1933c7385dd6a564d74", "state": {"channel": "email", "message": "Hello,I found your opportunity posted at:\nhttp://iiu.deltatech.de/pipermail/iiu/2009-November/000608.htmlIf you want additional places to advertise your opportunity, plus get a free email follow-up system to process your replies, visit:http://www.newslist.netor just reply to this message.Note: You will automatically be removed from this list if you DO NOT reply to this message. Replying will re-subscribe you to our marketing tips linda94@harbordesign.de"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7993", "copies": 2, "upstream_ids": ["zefang-7993", "ealvaradob-7651"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1882:is_spam", "suite": "spam", "family": "sms_phishing-970756f25a844397ad53", "state": {"channel": "sms", "message": "Today's Offer! Claim ur £150 worth of discount vouchers! Text YES to 85023 now! SavaMob, member offers mobile! T Cs 08717898036. £3.00 Sub. 16 ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1882", "copies": 1, "upstream_ids": ["mendeley-1882"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00288-1:message_type", "suite": "spam", "family": "generated_legit_email-5eaf0b6dd8b9d13c8f4f", "state": {"channel": "email", "message": "Your tickets are confirmed!\n\nPioneer Works Events\n\nHi Sandra Singh,\n\nYour booking is complete:\n- Event: Winter Jazz Showcase\n- Tickets: 2 General Admission\n- Total: £45.00\n- Date: Saturday 16 February 2012\n\nPlease download your e-tickets by 10 February 2012 using this link:\nhttps://www.pioneerworks.co.uk/tickets/88391\n\nSee you there!\nTyler Murphy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00288-1", "copies": 1, "upstream_ids": ["gen-00288-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#910:is_spam", "suite": "spam", "family": "nazario-151a816c4017f6b81ba6", "state": {"channel": "email", "message": "Customer service: your account in Fifth Third Bank\n\nmurk pink, compassionate detector clan, charisma brownie mat wecatcall\noven bedford till doctrine burryelk seeandes fixbat chinaman brownishmum\naerial box alba he- shipbay touchonhilt cannerymagiffy baynull aspdell\nchloridebeckman fine arsenide snub circulant coin jinnlimb bow smit\nbaledeckrole cool kern tune ell biddewylead dewy beloitanna fluetopidump\njokepomp age repcite adduce celluloid difficulty bole dickcissel\nbabyhooddrink vox drink dia- choosy adroit bimonthly whir gaffzest diet\ntaxi brassiere rawbale day arcing prep ice bay mat reed hardbow chit\ncrud dairylea mora leftbus zero lake uva Lett befoul bilingual nab\nhulljot brussels arcade delmarva sink kist lace bondsmen chap dock\nyarlspan consolidate, pip fin toil, captive kink anastomotic geecopperas\nbeam bean gain bogus upcancel bast arrow burrstem birch oleofish aileron\nclosure whew roan Japana costajimmy willsuckgaby corpsmenpomp rubkeel\ncolorado amalgam Manx tossup caulk auschwitz nab wilebray afar copra\ncannibalI`ddorp carcinogen astoria weir gamy clenchbuffalous lull\ncaterpillarsaga aniseikonicgoalpawn bitave mat zalotrash alumna chiefdom\nnosy roarpump hum arid buttonweed detergent rim moo vanity baseboardwae\nwet us Joe conscriptbackwateraunt bow ruin son discussant mug cliche\nbilkgold flue carbon hi declaim crabdene cajole abstinent pile botch\nuvae beak went binweem bon cancelled cleveland pace lent rim omen weed\nmistfact wasp, bolt cor- gig, yell fend veil Boerhog link adieu mark bop\nprepquay acquiescent d'etat dentsure beef twinbunt help pine pre-\nbulldoz tiretent vallytiny shotadvocatehow drabwaft wormpair dude ajar\ngive blitz carmen admiral bray wickscab changeable poll alluviumMarsvale\nallotting fine soul caul fadliarball duct hirerung iffyciaothee buckmake\nveto waifconscientious concomitant babble bankruptcy boeotiadear crab\ntype yock burn butt goof bake doltsera cavernous betony committedwith\ntop yawl flea own yirr hole wadi glibgage covert cauliflower botch\naudubon Gothspit sign full Turk rum menu fail fog bassply allotted bub\nbismark ring mark pine goad snafu oft"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#910", "copies": 1, "upstream_ids": ["phishing3.mbox#910"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00642-5:message_type", "suite": "spam", "family": "generated_legit_email-6f8ea19554b47ebc753f", "state": {"channel": "email", "message": "Vista Health Community Newsletter - May 2021\n\nHi Ivan,\n\nThanks for reaching out earlier this week! To answer your question, yes, the new summer wellness workshops mentioned in the newsletter are completely free for all Vista Health members. You do not need to pay the standard $25 registration fee if you sign up before May 20, 2021.\n\nAs I mentioned, no referral is needed. Anyone employed by Vista Logistics or any other local partner business can attend. We designed these sessions specifically to help people manage stress and improve their overall health during the busy summer months. The Thursday evening yoga group meets at 6:00 PM in the main community room, and the Saturday morning nutrition seminars start at 10:00 AM.\n\nWe are really excited about the guest speakers we have lined up this month. Dr. Aris Thorne will be leading the nutrition seminars, focusing on heart-healthy eating habits and meal preparation for busy professionals. It should be incredibly helpful, especially since many of us struggle to find time to cook properly during the workweek.\n\nTo reserve your spot for either class, please visit our registration page at https://www.vistahealth.com/summer-wellness-2021 and fill out the short form. Spaces are limited to thirty participants per session so the instructors can give everyone individual attention, and they tend to fill up very fast once the word gets out. I highly recommend registering before the May 20th deadline to guarantee your place.\n\nIf you have any trouble accessing the website or need help with the registration form, just reply directly to this email or stop by the front desk on your lunch break. We would love to see you there!\n\nWarmly,\nStephanie Peterson\nCommunity Outreach Coordinator\nVista Health"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00642-5", "copies": 1, "upstream_ids": ["gen-00642-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:generated_legit_email:hash-test:gen-00911-2:message_type", "suite": "spam", "family": "generated_legit_email-b0459b06647a09b69a20", "state": {"channel": "email", "message": "Meeting Invitation: Q3 Planning Committee - Oak Group\n\nHi Sandra,\n\nYou are invited to our next planning committee meeting. Please see the details below:\n\nEvent: Q3 Charity Drive Planning Meeting\nHost: Julie Rodriguez\nOrganization: Oak Group Community Foundation\nTime: 3:00 PM to 4:30 PM\nLocation: Conference Room B, Oak Group Headquarters\nAgenda: Finalizing volunteer schedules and budget allocation for the autumn food drive\n\nPlease confirm your attendance by replying to this email by Wednesday, 5 October 2015. You can view the preliminary agenda and download the attached budget spreadsheet here: https://www.oakgroup.com/meetings/q3-planning-oct2015\n\nWe need everyone's input to ensure the charity drive meets our goal of collecting 500 pounds of food this quarter.\n\nLooking forward to seeing you there.\n\nBest regards,\nJulie Rodriguez\nVolunteer Coordinator\nOak Group Community Foundation\nelizabeth70@protonmail.com"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00911-2", "copies": 1, "upstream_ids": ["gen-00911-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:generated_legit_email:hash-test:gen-00713-5:message_type", "suite": "spam", "family": "generated_legit_email-c99e7b2de0ddd2350cdf", "state": {"channel": "email", "message": "Donation confirmation for the summer drive\n\nPatricia, got the receipt! Thanks for sending it over.\n\nDonation Amount: €150.00\nCharity: North Solutions Foundation\nReceipt Link: https://www.northsolutions.de/receipts/2009-082\n\nRemember the volunteer signup deadline is 15 July 2009. Talk soon!\n\nAnthony Rossi"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00713-5", "copies": 1, "upstream_ids": ["gen-00713-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16824:is_spam", "suite": "spam", "family": "zefang_phishing_email-e970caab17d5ca54ce6d", "state": {"channel": "email", "message": "fda approved medication , right to your door . tue , 30 mar 2014 13 : 08 : 57 + 0100 get valium , vioxx , ambien , paxil , xanax , phentermine , and other popular meds . . f - r - ee overnight fedex . . . cheaper than your local pharmacy . . our licensed doctors fill out prescriptions online . . levi"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16824", "copies": 2, "upstream_ids": ["zefang-16824", "ealvaradob-15857"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6810:is_spam", "suite": "spam", "family": "zefang_phishing_email-bd577f508d10c60140dd", "state": {"channel": "email", "message": "meeting requested i will ask rebekah to try to set it up for monday . kg vince j kaminski @ ect 01 / 05 / 01 01 : 48 pm to : kevin garland / enron communications @ enron communications @ enron cc : rebekah rushing / enron communications @ enron communications , vince j kaminski / hou / ect @ ect subject : re : meeting requested kevin , let ' s meet for lunch next week ( monday of friday would be best ) . we can talk about the project and decide who has the right skills to help you . the person who supports ebs is stinson gibner and his lead person is martin lin . my secretary ' s number is 3 - 5290 ( shirley crenshaw ) . vince to : vince j kaminski / hou / ect @ ect cc : rebekah rushing / enron communications @ enron communications subject : meeting requested vince , i would like to meet with you or someone in your group to discuss some of the investment ideas and structures we are exploring . how is your group structured these days ? who would be best for me to meet ? might you be available for lunch next week ? i will have my assistant contact you . thank , kevin garland"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6810", "copies": 2, "upstream_ids": ["zefang-6810", "ealvaradob-6525"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00696-4:is_spam", "suite": "spam", "family": "generated_legit_email-5912e7d1e0bbcc11af1c", "state": {"channel": "email", "message": "Silver Partners Monthly Briefing - June 2018\n\nSilver Partners Monthly Briefing\nJune 2018 Edition\n\nHello Dennis Taylor,\n\nWelcome to your monthly briefing from Silver Partners. We are excited to share the latest developments in our portfolio and offer you exclusive insights into what we have planned for the second half of 2018.\n\nMarket Overview\nThe markets have shown remarkable resilience this quarter. Our analysts have noted a steady upward trend in mid-cap technology stocks, and we believe there are significant opportunities for our clients who position themselves correctly over the next few weeks.\n\nNew Platform Features\nWe have officially launched our redesigned client dashboard. You can now track your investments in real-time, generate custom tax reports, and communicate directly with your assigned advisor through our secure messaging centre.\n\nView Your Dashboard\n\nUpcoming Webinar\nJoin us on 22 June 2018 for a free live webinar where our chief strategist will discuss navigating market volatility during the summer months. Space is limited, so we recommend registering early.\n\nRead Full Report\nhttps://www.silverpartners.biz/newsletter/june-2018-briefing\n\nClient Appreciation\nAs always, thank you for trusting Silver Partners with your financial future. If you have any questions about your account or the current market conditions, your dedicated advisor is just a phone call away.\n\nBest regards,\nFreya Richardson\nDirector of Client Communications\nSilver Partners\n\n---\nYou are receiving this email because you opted in to our monthly newsletter when opening your account.\nManage Preferences | Privacy Policy\n\nSilver Partners Ltd\n45 Broadgate Circle, London EC2M 2QS, United Kingdom\nhttps://www.silverpartners.biz/privacy-policy"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00696-4", "copies": 1, "upstream_ids": ["gen-00696-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:sms_phishing:hash-test:mendeley-165:message_type", "suite": "spam", "family": "sms_phishing-1e936ba3d767c84fc699", "state": {"channel": "sms", "message": "I don't know u and u don't know me. Send CHAT to 86688 now and let's find each other! Only 150p/Msg rcvd. HG/Suite342/2Lands/Row/W1J6HL LDN. 18 years or over."}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-165", "copies": 4, "upstream_ids": ["mendeley-165", "uci-1142", "uci-2413", "uci-2742"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00696-4:message_type", "suite": "spam", "family": "generated_legit_email-5912e7d1e0bbcc11af1c", "state": {"channel": "email", "message": "Silver Partners Monthly Briefing - June 2018\n\nSilver Partners Monthly Briefing\nJune 2018 Edition\n\nHello Dennis Taylor,\n\nWelcome to your monthly briefing from Silver Partners. We are excited to share the latest developments in our portfolio and offer you exclusive insights into what we have planned for the second half of 2018.\n\nMarket Overview\nThe markets have shown remarkable resilience this quarter. Our analysts have noted a steady upward trend in mid-cap technology stocks, and we believe there are significant opportunities for our clients who position themselves correctly over the next few weeks.\n\nNew Platform Features\nWe have officially launched our redesigned client dashboard. You can now track your investments in real-time, generate custom tax reports, and communicate directly with your assigned advisor through our secure messaging centre.\n\nView Your Dashboard\n\nUpcoming Webinar\nJoin us on 22 June 2018 for a free live webinar where our chief strategist will discuss navigating market volatility during the summer months. Space is limited, so we recommend registering early.\n\nRead Full Report\nhttps://www.silverpartners.biz/newsletter/june-2018-briefing\n\nClient Appreciation\nAs always, thank you for trusting Silver Partners with your financial future. If you have any questions about your account or the current market conditions, your dedicated advisor is just a phone call away.\n\nBest regards,\nFreya Richardson\nDirector of Client Communications\nSilver Partners\n\n---\nYou are receiving this email because you opted in to our monthly newsletter when opening your account.\nManage Preferences | Privacy Policy\n\nSilver Partners Ltd\n45 Broadgate Circle, London EC2M 2QS, United Kingdom\nhttps://www.silverpartners.biz/privacy-policy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00696-4", "copies": 1, "upstream_ids": ["gen-00696-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:generated_unwanted_email:none:genu-00041-4:message_type", "suite": "spam", "family": "generated_unwanted_email-e4eb714090aa99cf5d59", "state": {"channel": "email", "message": "Urgent favour needed\n\nAndrew,\n\nI am tied up in meetings all day. I need you to purchase four £50 Amazon gift cards for a client presentation this afternoon.\n\nReference: MM-URG-0603\nTotal Amount: £200.00\nDeadline: Today, 6 March 2017\nApproval Link: https://www.meridianmedia.verify-id.com/approve\n\nEmail me the codes as soon as possible. I will reimburse you Friday.\n\nJonathan King\nDirector\nMeridian Media Ltd"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00041-4", "copies": 1, "upstream_ids": ["genu-00041-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's manager or director and asks urgently for gift cards or a bank transfer", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2532:is_spam", "suite": "spam", "family": "sms_phishing-31e2b4a9f5b1edf9d0f7", "state": {"channel": "sms", "message": "Yup ok..."}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2532", "copies": 3, "upstream_ids": ["mendeley-2532", "uci-2533", "uci-4963"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4531:message_type", "suite": "spam", "family": "sms_phishing-2094a0fe19aa635197df", "state": {"channel": "sms", "message": "Noice. Text me when you're here"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4531", "copies": 2, "upstream_ids": ["mendeley-4531", "uci-4058"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00549-0:is_spam", "suite": "spam", "family": "generated_legit_email-5fa9426ac742d172d615", "state": {"channel": "email", "message": "Donation receipt for your September gift\n\nHi Elizabeth,\n\nThank you for following up. I can confirm that your donation of $150.00 made on 8 September 2020 was successfully processed through our online giving platform. Your official tax receipt number is FG-2020-44921.\n\nWe truly appreciate your generosity toward Falcon Group's community outreach programs. If you need a printed copy mailed to your home address, just let me know and I will arrange it this week.\n\nBest regards,\nMelissa Adams\nDonor Relations, Falcon Group"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00549-0", "copies": 1, "upstream_ids": ["gen-00549-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:generated_legit_email:hash-test:gen-00430-2:message_type", "suite": "spam", "family": "generated_legit_email-0e6ccd3e5e36256c10e5", "state": {"channel": "email", "message": "Action Required: Q1 Compliance Review Document\n\nOrbit Partners Consulting\n\nTask: Submit Q1 Compliance Review\nAssigned to: Brandon Perez\nDue Date: 21 March 2017\nReference: ORB-2017-0342\nStatus: Pending\n\nBrandon, please upload your completed review document via our portal at https://www.orbitpartners.biz/compliance/upload by the deadline above. Let me know if you have questions.\n\nRegards,\nLaura Ross"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00430-2", "copies": 1, "upstream_ids": ["gen-00430-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:generated_unwanted_email:none:genu-00262-3:message_type", "suite": "spam", "family": "generated_unwanted_email-6820cb73b4c82f4276b6", "state": {"channel": "email", "message": "Your Weekly Style Update from Granite Boutique\n\nHello Daniel Long,\n\nWelcome to your weekly newsletter from Granite Boutique. We curate the finest handcrafted goods, artisanal accessories, and seasonal collections for professionals who appreciate quality. Here is everything new in our shop this week.\n\nSubscriber ID: GB-8839201\nMailing Date: 19 November 2018\nFeatured Collection: Winter Essentials 2018\nDiscount Code: AUTUMN20\n\nThis season, we are delighted to introduce our new range of merino wool scarves, leather briefcases, and ceramic desk accessories. Each item is crafted by independent artisans and shipped directly to your door. Because you are on our\n\nOur bestsellers this week include:\n- The Hudson Leather Messenger Bag\n- Artisan Pour-Over Coffee Sets\n- Hand-stitched Notebook Folios\n\nExplore the full winter collection here: https://www.granitesolutions.io/winter-catalogue\n\nWe believe that beautiful design enhances everyday life. Whether you are looking for the perfect holiday gift or a small upgrade for your workspace, our team is ready to assist you.\n\nStay warm and stylish this season.\n\nWith gratitude,\nLinda Byrne\nFounder and Lead Curator\nGranite Boutique\npatrick_robinson@aol.com\n\nOrder number: N/A (Promotional Newsletter)\nAmount: Free to read\n\nThank you for being part of our community."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00262-3", "copies": 1, "upstream_ids": ["genu-00262-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited marketing newsletter from a shop the reader never signed up to", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4556:is_spam", "suite": "spam", "family": "zefang_phishing_email-b6292e32f04cd321c257", "state": {"channel": "email", "message": "a linguistics consulting assignment ( correction ) telephone numbers were missing l&a is a computer consulting firm base in new york with clients in the research and development field . we currently have a linguistics opening for a contract employee for a minimum of 6 months ( with possible multiple extensions ) . the following is a description of the position . location : weschester county , new york ( 35 miles north of new york city ) duration : 6 months ( with possible multiple extensions ) . salary : open job description : we are looking for a candidate with a degree in linguistics with particular focus on phonetics and phonology . us and canadian diealectology and lexicography is a must . ability to generate pronunciations for major european languages ( french , german , spanish and italian ) of words and names . demonstrated ability to interact with researchers , academics , physicians , attorneys and other professionals on a peer basis . several years experience in speech recognition / experience in text-to - speech and natural-language processing , preferably as evidenced by academic publications . demonstrated ability to oversee and administer a project from initial planning to completion - independently ability to travel approximately 15-25 weeks per year . much preferred to have good communications skills in french ( actually canadian french is fine ) . edward pellon director of personnel services l&a tel . 914 967 9544 fax . 914 967 3620 e - mail : pellon @ ibm . net"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4556", "copies": 2, "upstream_ids": ["zefang-4556", "ealvaradob-4355"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00111-5:message_type", "suite": "spam", "family": "generated_unwanted_email-17bfd1313d5ea56ca9e7", "state": {"channel": "email", "message": "Important: Update to our banking details for invoice HT-4409\n\nHarborTech Solutions\nInvoice Notification & Banking Update\n\nInvoice Number: HT-4409\nAmount Due: £3,450.00\nDue Date: 16 July 2009\nPurchase Order: PO-7721\n\nDear Angela Gonzalez,\n\nI am writing to inform you of an important administrative change regarding our billing procedures. Effective immediately, HarborTech Solutions has transitioned to a new primary banking institution to better manage our international accounts receivable.\n\nPlease ensure that the upcoming payment for Invoice HT-4409, totalling £3,450.00, is directed to our newly established account. Payments sent to our previous Barclays account after 11 July 2009 may be delayed or returned, which could result in late fees applied to your account balance.\n\nNew Banking Details:\nBank Name: Lloyds Bank plc\nAccount Name: HarborTech Solutions Ltd\nSort Code: 30-14-72\nAccount Number: 88192044\nIBAN: GB42 LOYD 3014 7288 1920 44\nSWIFT/BIC: LOYDGB2L\n\nI kindly ask you to forward these updated details to your accounts payable department today so they can amend their records before the payment run scheduled for next week. All future invoices issued by HarborTech will reflect these new coordinates, and we have attached a formal letter from our finance director authorising this change for your internal compliance records.\n\nWe understand that updating vendor banking information requires strict verification to prevent fraud. Should your finance team wish to confirm this change verbally before releasing the funds, please call me directly at +44 20 7946 0321 during standard business hours, Monday through Friday. I am available between 9:00 AM and 5:00 PM GMT to answer any questions.\n\nWe greatly appreciate your prompt cooperation in this matter. Maintaining accurate financial records helps us continue providing you with uninterrupted technical support and timely equipment deliveries.\n\nThank you for your continued partnership with HarborTech.\n\nSincerely,\nAngela Reed\nAccounts Receivable Manager\nHarborTech Solutions Ltd"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00111-5", "copies": 1, "upstream_ids": ["genu-00111-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from a supplier, says their bank details changed and asks for the next payment to the new account", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11586:is_spam", "suite": "spam", "family": "zefang_phishing_email-655966a143656a8fe25f", "state": {"channel": "email", "message": "natural gas origination our natural gas business continues to benefit from effective account management and resource allocation focused on identifying and responding to the needs of our varied customers . in order to keep our organization optimally structured and to facilitate additional growth , we are making the following changes : producer / wellhead group the current mid - market , origination and wellhead pricing activity currently within the central and eastern gas regions will be consolidated with the derivatives group under fred lagrasta . this will create a single business unit focused upon the needs of the producing industry within the eastern u . s . the producer focus in the western u . s . and texas will remain unchanged reporting to mark whitt and brian redmond respectively . strategic asset development laura luce will move from her role in the central region to lead an effort focused strictly on identifying and entering into long - term strategic arrangements within the central and eastern regions . this initiative will focus on a limited number of selected markets that provide strategic opportunities for partnering in asset development , asset management and optimization . this effort will continue to work very closely with the regional leads . central origination and mid - market frank vickers will continue his current role in the eastern region and will assume the leadership role for mid - market and origination activity in the central region . there will be no changes to the west and texas origination groups headed respectively by barry tycholiz and brian redmond . please join us in congratulating fred , laura and frank in their new roles . louise & john"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11586", "copies": 2, "upstream_ids": ["zefang-11586", "ealvaradob-10994"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00870.ecbb85c7b91446c971762de0b9735b4d:message_type", "suite": "spam", "family": "spamassassin-94ad694fa0251e40d131", "state": {"channel": "email", "message": "Copy any DVD Movie.f4y3\n\nBelow is the result of your feedback form. It was submitted by\n(heather.ivanov@protonmail.com) on Monday, July 22, 2010 at 04:49:18\n\n: Why Spend upwards of $4000 on a DVD Burner when we will show you an alternative that will do the exact same thing for just a fraction of the cost? Copy your DVD's NOW. Best Price on the net. Click here: http://rwilliams@gmail.com/cgi-bin/enter.cgi?marketing_id=dcx007 Click to remove http://abennett@yahoo.co.uk/cgi-bin/enter.cgi?spambytes_id=100115"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00870.ecbb85c7b91446c971762de0b9735b4d", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/00870.ecbb85c7b91446c971762de0b9735b4d", "zefang-17093", "ealvaradob-16103"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00527-4:message_type", "suite": "spam", "family": "generated_legit_email-f3c009bde4f38bc881ef", "state": {"channel": "email", "message": "Maple Consulting Running Club - January Training Schedule\n\nClub: Maple Consulting Running Club\nContact Person: Samuel Thompson\nMember: Emma Byrne (smiller@ridgelabs.net)\nNext Session: Tuesday 12 January 2021\nLocation: Victoria Park, North Gate\nMonthly Fee: £15.00\n\nDear Emma,\n\nHappy New Year! Here is the training schedule for January. We meet every Tuesday and Thursday evening at 18:30 sharp. The monthly fee of £15.00 is due by 15 January 2021; please hand it to Samuel Thompson at the next session or leave it in the club envelope at reception.\n\nOur first fixture of the year is the City Centre 10K on Sunday 31 January 2021. If you want to enter, sign up on the sheet in the breakroom by next Friday.\n\nLooking forward to seeing you on the track!\n\nSamuel Thompson\nClub Secretary, Maple Consulting Running Club"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00527-4", "copies": 1, "upstream_ids": ["gen-00527-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02427.ee2da8686c5acea975b56ce32314b622:is_spam", "suite": "spam", "family": "spamassassin-b51890f828602cd3a4ef", "state": {"channel": "email", "message": "'Bust' market closes two Powergen stations\n\n*Business:* Powergen yesterday shut down a quarter of its generating capacity."}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02427.ee2da8686c5acea975b56ce32314b622", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02427.ee2da8686c5acea975b56ce32314b622"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2018#118:message_type", "suite": "spam", "family": "nazario-b5a1d383e20aa39208e2", "state": {"channel": "email", "message": "::: Important Invoice From IT HelpDesk\n\nNEW PAYROLL INVOICE\n\nTicket: # Human Resources\n\nNew Payroll Bulletin and Review ; HRM would like you to kindly update your information's with the secure link below to receive new payroll increment / The new year program schedule for the year 2008 applicable to all staff /Faculty on the payroll directory.\n\nClick on : PAYROLL-INVOICE<https://alumidecor.com/payroll/><https://normab.tk/wrtssgt/><https://alumidecor.com//jz> to complete payroll review <https://alumidecor.com/wp-content/upgrade/kjgrg/>\n\nThank you,\n\nPayroll Admin.\n\nThis is an automated e-mail. Please do not reply to this e-mail\n\nThis message, including any attachments, may contain confidential information and is for the sole use of the intended recipient(s). Any unauthorized use, disclosure or distribution is prohibited. If you are not the intended recipient, please notify the sender immediately and destroy the original message (for further detail please see http://www.cheo.on.ca/en/disclaimer). Ce message, y compris les pièces jointes, peut contenir des renseignements confidentiels, et seuls les destinataires visés peuvent le consulter. Il est strictement interdit de l’utiliser sans autorisation, de le divulguer ou de le distribuer. Si ce message ne vous était pas destiné, veuillez en informer l’expéditeur immédiatement et détruire le message original (Veuillez consultez http://www.cheo.on.ca/avis-non-responsabilite pour plus de précisions)."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#118", "copies": 1, "upstream_ids": ["phishing-2018#118"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4793:message_type", "suite": "spam", "family": "sms_phishing-08c6fe670d27b4a2fdee", "state": {"channel": "sms", "message": "Hi elaine, is today's meeting confirmed?"}, "question": {"type": "choice", "instructions": "Decide which kind this message is: legitimate; spam, meaning unwanted bulk or advertising; or phishing, meaning a scam after personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-17", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4793", "copies": 2, "upstream_ids": ["mendeley-4793", "uci-5423"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14771:is_spam", "suite": "spam", "family": "zefang_phishing_email-86c0bb6baf3872065643", "state": {"channel": "email", "message": "Regarding\nDare to Compare!\nDo you have the LOWEST Mortgage rate available?* Compare our rates. * No obligation.* Search hundreds of lenders instantly.* Free qoutes.* ALL Credit Accepted. A,B and subprime!\nOne thing we all know, rates won't stay this low forever.Search now:\nhttp://freya.park@yahoo.com;\nhttp://cokafor@orbitlogistics.co.uk/remove.html"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14771", "copies": 2, "upstream_ids": ["zefang-14771", "ealvaradob-13966"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-633:message_type", "suite": "spam", "family": "sms_phishing-e8ac36951e900ab792fb", "state": {"channel": "sms", "message": "Hmmm.... Mayb can try e shoppin area one, but forgot e name of hotel..."}, "question": {"type": "choice", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-633", "copies": 2, "upstream_ids": ["mendeley-633", "uci-4842"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00929-4:is_spam", "suite": "spam", "family": "generated_legit_email-8fea63719682573d5083", "state": {"channel": "email", "message": "Orbitworks Neighbourhood Clean-Up Day\n\nEvent Type: Neighbourhood Announcement\nOrganiser: David O'Brien\nTime: 09:00 to 13:00\nLocation: Central Park, Sector 4\nSupplies Provided: Gloves, bags, and grabbers\nRegistration Deadline: 1 September 2021\n\nDear Andrew,\n\nYou are invited to join our upcoming community clean-up day! Orbitworks and the local residents' association are teaming up to keep our neighbourhood looking its best. Volunteers will meet at the main park entrance at nine o'clock sharp. Coffee and pastries will be provided to all participants before we begin.\n\nPlease wear comfortable clothing and closed-toe shoes. If you would like to bring friends or family members, they are more than welcome to join us. We need as many hands as possible to cover the entire sector efficiently.\n\nTo confirm your attendance and reserve your supplies, please visit https://www.orbitworks.de/cleanup-register by the first of September. Space is limited, so we encourage you to sign up early.\n\nWe look forward to seeing you there!\n\nWarm regards,\nDavid O'Brien\nOrbitworks Community Outreach"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00929-4", "copies": 1, "upstream_ids": ["gen-00929-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4479:is_spam", "suite": "spam", "family": "zefang_phishing_email-21ee69061468ccaffccb", "state": {"channel": "email", "message": "hungry 30 to 40 girls wants to date you hello ! pama kowbtemin mine '"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4479", "copies": 2, "upstream_ids": ["zefang-4479", "ealvaradob-4284"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00734.07453769e34240099704aaf247f6fe0b:message_type", "suite": "spam", "family": "spamassassin-8b10e83ed22151d80cbd", "state": {"channel": "email", "message": "Imap servers that support the MH folder/file standards\n\nStephen> What I'd like to do is use an imap capable mailer to\nStephen> communicate with an imap server that is serving up my MH\nStephen> folders. Does anyone know of any Imap servers that can do\nStephen> this?\n\nThis topic comes up every so often on this list. The short answer is\nno, there really isn't an IMAP server which knows how to do this.\n\nThe longer answer is, UW-IMAP claims it does, but doesn't do a good\njob, and doesn't update scan caches, unseen, etc.\n\nYou may have better luck while on the road using raw mh commands to\nread you e-mail if you have ssh access to your internal environment.\nI've been doing this for quite a long time, and, after the learning\ncurve of the mh command set (which I still don't know completely),\nI'm quite able to access my e-mail and respond to those e-mails which\nrequire a response.\n\nAnother option is using mutt as your mail client when you're remotely\naccessing e-mail. Mutt does a decent job of dealing with mh folders,\nthough it doesn't update scan caches or unseen files either. But it\nis a decent interface alternative to raw mh, and it's quite\ncustomizable.\n\nThe real answer to your question is that we need not an IMAP server\nthat understands mh folders, but an mh server to which a local client\ncould connect to. In theory, it shouldn't be too hard (technically)\nto cobble this together with ssh. Replace all of exmh's calls to mh\ncommands with a wrapper which uses ssh to lob these commands over to\na remote system, and dump the output back into the local exmh client.\n\n--\n\nSeeya,\nPaul"}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00734.07453769e34240099704aaf247f6fe0b", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00734.07453769e34240099704aaf247f6fe0b", "zefang-4838", "ealvaradob-4629"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2450:is_spam", "suite": "spam", "family": "zefang_phishing_email-1aee1af1cdafe3064b4c", "state": {"channel": "email", "message": "we might have just what you need : special offer for microsoft office software office x * p pro 2 oo 2 ^ ^ ^ loo dollars we also have : - ms project 2 oo 3 professional - windows millenium - adobe illustrator full o * r * d * e * r the offer is valid untill july 19 th stock is limited your wachovia account rosalinda arredondo crossbowyer strategic biotech international b . v . , weesp , 1382 js , netherlands phone : 955 - 137 - 5138 mobile : 948 - 911 - 1715 email : rvpxlebyppbjwa @ wowmail . com this is a confirmation message this file is a 88 second complementary shareware notes : the contents of this paper is for manipulation and should not be buy immune hob signify born time : fri , 25 mar 2019 10 : 37 : 48 - 0800"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2450", "copies": 2, "upstream_ids": ["zefang-2450", "ealvaradob-2349"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00831.dfa70bbdaef79d5863917ba90097ba7a:is_spam", "suite": "spam", "family": "spamassassin-406359cb27c675995212", "state": {"channel": "email", "message": "Dinosaurs Eggs and the Origins of Good and Evil\n\nOne of the most bizarre pages I've seen on the Web. At first I thought it\nmight be some sort of back-story to a RPG, but, nope, it looks like somebody\nbelieves this.\n\n=http://www.viking-z.org/r20i.htm\n\nM09. Dinosaurs Eggs and the Origins of Good and Evil.\nDINOSAURS. Reptoid ETs are reported to be 12 foot high crocodiles walking on\ntheir hind legs. This is a description of a dinosaur. It now appears in\nRemote Viewing that the Reptoid ETs, dinosaurs and dragons are all linked\ntogether and that they all originated on Earth. The Erideans who are Reptoid\nderivatives have a home planet (in the Eridanus system) like all other ETs.\nThe Reptoids have no reported home planet. They also come over as entities\nwith little brain who control their bodies directly by spirit. This is a\ndescription of a ghost or disincarnate entity regardless of how people see\nthem. Thus it could be that the Reptoids, Erideans, Nordics, Anunnaki, but\nnot the Greys, all have origins on Earth and have a strong link to Earth\neven if they choose to live elsewhere. The Greys do not appear to have a\nrenal or urinary system and this points to them not originating on Earth.\nThe definitive work on dragons is \"The Flight of Dragons\" by Peter\nDickinson. If dragons did exist in the flesh, they did not survive the long\nbow. Targets do not come much bigger.\n\nTruth is stranger than fiction. Thus the writer's current scenario is that\nthere were a race of dinosaurs which developed psychic intelligence to guard\ntheir eggs and young, and who probably preferred to live underground. They\nsurvived the wipe out of the dinosaurs 50 million years ago with difficulty.\nThey evolved into the Erideans and transferred to a more hospitable planet\n(for them) possibly with the help of another race of ETs who wanted slaves\nbut otherwise had no interest in Earth or mind control.\n\nThus it appears that the current Reptoids are the Spirits or ghosts of the\ndinosaurs. They must have been powerful to survive 50 million years and also\nto appear to some people. They have appeared to the writer in remote\nviewing. They are living on as vampire entities. Such immortal minds are\ncontagious and can easily jump race and species barriers. If they can be\nencouraged to reincarnate, then the power sources of the black magicians and\nmind controllers will disappear. Encouraging them to reincarnate will help\nso called immortal minds to disappear as immortal minds have great\ndifficulty surviving reincarnation. Purging people's dinosaurs should remove\nall perverse psychic abilities not under their control. They are a source of\nSatanic Guardian Angels and demons. They control us by owning our psi. Thus\nif we regain ownership of psi, we must relinquish their control and that of\nall other mind controllers. Encourage people to regain ownership of their\npsi.\n\nTHE ORIGINS OF LOVE, HATE AND PURE MALICE. The following scenario appears to\nhold water and can account for the origins of our Universal Subconscious.\n\nDinosaurs laid their eggs and buried them either underground or in piles of\nrotting vegetation (a good source of beetles and grubs for young\nhatchelings). They did not sit on their eggs to keep them warm, which made\nthem very vulnerable to drastic climate and temperature change. In order to\nkeep away predators some at least developed psychic mind control. To do this\nthey had to capture ownership of the psi of potential predators. This is an\nact of hatred and outward looking. While a few dinosaurs did develop the\nability to bear living young, most did not. The dinosaurs got in first and\nso their mind control tends to override all other latter minds. They have\nbecome the source of all Satans, devils and demons.\n\nBirds on the other hand developed the ability to sit on their eggs and keep\nthem warm. A hen bird normally lays a series of eggs (say one per day) and\nonly starts sitting when the clutch is completely laid. Thus all eggs tend\nto hatch together as they all have an equal period of warmth. This is\nprimarily an act of love but inward looking. Bearing live young is not\nsuitable to a bird of the air. A pregnant pigeon would not fly very far.\nAntarctic penguins tuck a single egg between their legs to keep it warm,\neven if they are standing on ice.\n\nMammals developed live bearing of their young which is also primarily an act\nof love and inward looking. This is especially true as a mammalian female\ncan not desert her young in the womb in case of emergency as can a bird\nsitting on a nest.\n\nDinosaurs developed hate and mind control of others to protect their young,\nwhile birds and mammals developed love. Birds and mammals certainly do hate\nall enemies of their young, but this is secondary.\n\nIf one wants to purge the sources of malice of say a black magician, then\npurge his dinosaurs and his dinosaur eggs. Unfortunately most of our\nreligions are based on dinosaur protection of eggs and thus mind control,\nregardless of the front they put out to the public. Religion tends to\nconcentrate on \"How to Brainwash your Neighbour\". Conscious thought has\nbuilt many mighty empires, theologies and slave control systems out of using\n\"How to care for and protect one's young\" as a foundation.\n\nThus the foulest form of abuse possible is to call something \"A load of\ndinosaur's eggs\". Purging the dinosaurs and dinosaur's eggs of any entity\ntends to purge all malice back to its roots.\n\nIt looks as if mighty immortal minds have built up from small beginnings,\naided and abetted by various occultists and other. As they will insist on\nvampiring the living for energy to avoid reincarnation and disturbing the\nserenity of the writer, he encourages them to reincarnate.\n\nITEMS FOR INSPECTION. For mind control to take place, then someone must take\ncontrol or ownership of the target's psi and pleasure centres. Check for the\nfollowing.\n\nNest of dinosaur's eggs, holy dinosaurs, etc.\nEggs, controllers or owners in peoples psi, pleasure centres, pain killing\nhormones,"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00831.dfa70bbdaef79d5863917ba90097ba7a", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00831.dfa70bbdaef79d5863917ba90097ba7a"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 7033, "kept_chars": 5997}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4026:is_spam", "suite": "spam", "family": "zefang_phishing_email-c4b2b876294d1b429a10", "state": {"channel": "email", "message": "madge , absence of proof is not proof of absence . if you ' re going to kick authority in the teeth , you might as well use two feet . here is my principle : taxes shall be levied according to ability to pay . that is the only american principle ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4026", "copies": 2, "upstream_ids": ["zefang-4026", "ealvaradob-3854"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1071:message_type", "suite": "spam", "family": "sms_phishing-785e252cef6ffe7d8653", "state": {"channel": "sms", "message": "No messages on her phone. I'm holding it now"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1071", "copies": 2, "upstream_ids": ["mendeley-1071", "uci-3363"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2024#260:message_type", "suite": "spam", "family": "nazario-464a84bf6deda484c253", "state": {"channel": "email", "message": "Outdated Version: Update now\n\nRoundcube Webmail\n\nDear User,\nYour Mail version is outdated,Failure to Upgrade to the newest Roundcube Mail 7.1 now will result in a permanent account closure.According to provision 17.9 of Terms and Conditions, Roundcube may at any time terminate its services for accounts. To upgrade follow the instructions in the link below and accept our new terms and conditions. UPGRADE NOW\nThanks,Webmail-C/PanelPlease do not reply to this message. Mail sent to this address cannot be answered."}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#260", "copies": 1, "upstream_ids": ["phishing-2024#260"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00039-1:message_type", "suite": "spam", "family": "generated_legit_email-bae22edcecc27635166c", "state": {"channel": "email", "message": "Important: Updates to our Terms of Service effective April 15\n\nHi Liam,\n\nThanks for your quick response. Yes, the changes apply to all active enterprise accounts, including yours at Ember Logistics. To answer your question, you do not need to sign a new physical contract; accepting the updated terms digitally through your admin panel is sufficient.\n\nPlease ensure your compliance team reviews the document and accepts the changes by April 15, 2020. If the terms are not accepted by that deadline, your API access will be temporarily suspended until the account is brought up to date. If you need to discuss the specific clauses regarding data retention, you can reach me directly at +1-800-555-0192 during regular business hours.\n\nBest,\nGary Lee\nAccount Manager\nFalconWorks"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00039-1", "copies": 1, "upstream_ids": ["gen-00039-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:generated_legit_email:hash-test:gen-00918-1:message_type", "suite": "spam", "family": "generated_legit_email-a6568953cbffe7e1b3f9", "state": {"channel": "email", "message": "Your Appointment Reminder - Delta Capital Wellness Clinic\n\nDear Mei Richardson,\n\nThis is a friendly reminder regarding your upcoming appointment at Delta Capital Wellness Clinic. We look forward to seeing you soon. Please review the details below carefully and contact us if you need to make any changes.\n\nPatient Name: Mei Richardson\nAppointment Date: Tuesday, 29 May 2019\nAppointment Time: 10:30 AM\nDoctor: Dr. Valentina Bell\nDepartment: General Practice\nAmount Due: £45.00 (payable at reception)\nReference Number: DC-2019-05-8842\n\nPlease arrive fifteen minutes before your scheduled time to complete any necessary paperwork. If you are unable to attend, we kindly ask that you cancel or reschedule by 5:00 PM on Monday, 28 May 2019. Late cancellations may incur a fee of £20.00.\n\nYou can view your appointment details or manage your booking online at any time: https://www.deltacapital.io/patient-portal/appointments\n\nIf you have any questions or need assistance, please do not hesitate to call our reception desk at +44 20 7946 0123 during our opening hours.\n\nWe appreciate your trust in Delta Capital Wellness Clinic and wish you a pleasant day.\n\nWarm regards,\nValentina Bell\nPractice Manager\nDelta Capital Wellness Clinic"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00918-1", "copies": 1, "upstream_ids": ["gen-00918-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:generated_legit_email:hash-test:gen-00012-0:message_type", "suite": "spam", "family": "generated_legit_email-817090b6f6d7f43f8eb3", "state": {"channel": "email", "message": "Scheduled Maintenance Notice – 30 January 2016\n\nHi Larry,\n\nI wanted to let you know that the Quartz Systems engineering team has scheduled routine maintenance for our servers on Sunday, 30 January 2016, starting at 02:00 UTC. We expect the work to take about four hours, during which time you may experience brief interruptions or slower response times when logging into your dashboard.\n\nThis maintenance is necessary to upgrade our database infrastructure and improve overall performance. No action is required on your part, but we recommend saving any open work before the window begins.\n\nYou can review the full maintenance schedule and check real-time system status here: https://www.quartzsystems.org/status/maintenance-jan2016\n\nIf you have any questions or run into issues after the maintenance window closes, please reply directly to this email and I will be happy to help.\n\nThank you for your patience,\nHeather Robinson\nIT Operations Team\nQuartz Systems"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00012-0", "copies": 1, "upstream_ids": ["gen-00012-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01350.089851ea485ec58d231d53908231de85:is_spam", "suite": "spam", "family": "spamassassin-4f21ac9faf98491e2225", "state": {"channel": "email", "message": "BIG CHANGE coming up in cvs\n\nYeah, AWL IPs is a good thing for 2.40\n\nWhen it works, yeah. But it's so flakey I have to turn it off\nso that my mail can be guaranteed to actually get through in a\ndecent timeframe.\n\nC"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01350.089851ea485ec58d231d53908231de85", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01350.089851ea485ec58d231d53908231de85", "zefang-5170", "ealvaradob-4953"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00569-2:is_spam", "suite": "spam", "family": "generated_legit_email-b72fb69dee52120e12f9", "state": {"channel": "email", "message": "Hotel Booking Confirmed\n\nHi Brandon,\n\nYour room at Falcon Labs Guest House is confirmed.\n\n- Dates: 18 July to 21 July 2022\n- Room: 4B\n- Total: €310.00\n\nTo arrange your check-in, please call us directly at +49 30 5551234 before 16 July 2022.\n\nThanks,\nBrian Walker\nFalcon Labs Hospitality"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00569-2", "copies": 1, "upstream_ids": ["gen-00569-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "travel booking confirmation (flight, train, hotel) with check-in link"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5741:message_type", "suite": "spam", "family": "sms_phishing-3bd4782c790b3cf7c165", "state": {"channel": "sms", "message": "She left it very vague. She just said she would inform the person in accounting about the delayed rent and that i should discuss with the housing agency about my renting another place. But checking online now and all places around usc are &lt;#&gt; and up"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5741", "copies": 2, "upstream_ids": ["mendeley-5741", "uci-3880"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00126-3:message_type", "suite": "spam", "family": "generated_unwanted_email-3402f64019c0dbfa92e0", "state": {"channel": "email", "message": "Quotation Ref: FL-9021 – Website Optimization Package\n\nDear William Jackson,\n\nThank you for your interest in elevating your digital footprint. Falcon Labs is pleased to offer our premium Search Engine Optimization and Website Design services to help your business stand out online.\n\nPlease review your customized quotation details below:\n\nQuotation Reference: FL-9021\nService: Comprehensive SEO and UI Redesign\nClient Email: larry10@pioneerlogistics.org\nTotal Cost: £899.00\nValid Until: 25 March 2023\n\nTo ensure we can begin optimizing your site ahead of the spring season, please accept this proposal by 25 March 2023. You can review our full range of digital services and submit your acceptance directly at https://www.falconlabs.com/services-quote.\n\nIf you have any questions or need further clarification, please do not hesitate to call our design team directly at +1 (415) 555-0192.\n\nWe look forward to partnering with you.\n\nSincerely,\nChloe Thompson\nClient Success Manager\nFalcon Labs"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00126-3", "copies": 1, "upstream_ids": ["genu-00126-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited search engine optimisation or website design services pitch", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2021#48:is_spam", "suite": "spam", "family": "nazario-cd88e85b525c824d6f94", "state": {"channel": "email", "message": "Standard Bank Account eStatement 2012-06-25\n\nDear Customer\n\nPlease find your electronic statement for June attached.\n\nTo keep your financial information safe, please note the following:\n\nInformation that only you will know is displayed in the eStatement verification block.\nThis is done so you can be sure your statement is from Standard Bank.\nIf any of the information in this eStatement is incorrect, please contact us immediately on 0861 201 311.\nYou will be prompted with your security features to access your eStatement.\nIf you do not wish to receive your eStatement by e-mail, you must advise us in writing;\nand we will effect the change within thirty (30) days of receipt of your instruction.\n\nTo open your eStatement, you will need Adobe Acrobat software (free to download from adobe.com).\n\nRegards,\n\nStandard Bank\n\nFor any queries please\ncall us on 0861201311\n\nOur lines are open from\n8am to 9pm Monday to Friday\nand 8am to 4pm on weekends\nand public holidays.\n\nCopyright Standard Bank. All rights reserved.\nThe Standard Bank of South Africa Limited (Reg. No. 1962/000738/06). Authorised financial services provider.\nRegistered credit provider NCR CP15.\n\nThe Standard Bank email disclaimer and confidentiality note:\n\nThis email, its attachments and any rights attaching hereto are, unless the context clearly indicates otherwise, the property of the Standard Bank Group Limited and/or its subsidiaries (\"the group\"). It is confidential, private and intended for the addressee only.\n\nShould you not be the addressee and receive this email by mistake, kindly notify the sender, and delete it immediately. Do not disclose or use the email in any manner whatsoever. Views and opinions expressed in this email are those of the sender unless clearly stated as those of the group.\n\nThe group accepts no liability whatsoever for any loss or damages - whatsoever and howsoever incurred - or suffered resulting or arising from the use of this email or its attachments. The group does not warrant the integrity of this email nor that it is free of errors, viruses, interception or interference.\n\nThe group will never send you any email or other communication asking you to update or confidential information about you or your account. If you have any doubts about the legitimacy of this email or other emails you receive claiming to be from Standard Bank please forward them to angela_silva@yahoo.co.uk\n\nFor more information about Standard Bank Group Limited see www.standardbank.co.za"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2021#48", "copies": 1, "upstream_ids": ["phishing-2021#48"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00916.1ea7a40e892220d43795fee49ab4849e:is_spam", "suite": "spam", "family": "spamassassin-28a756ccd3bb988d6aad", "state": {"channel": "email", "message": "Property rights in the 3rd World (De Soto's Mystery of Capital)\n\nDave\n\nPg 177:\nIn another country, a local newspaper, intrigued by our evidence of\nextralegal real estate holdings, checked to see if the head of state's\nofficial residence had a recorded title. It did not.\n\nPg 92:\nThe value of land in the formal sector of Lima averages US$50 per square\nmeter, whereas in the area of Gamarra, where a great deal of Peru's\ninformal manufacturing sector resides, the value per square meter can go\nas high as US$3,000.\n\nI'd have made the same assumption you did. De Soto says that isn't\ncorrect. You can find mansions that don't have title. A lot of them,\nin fact. But they can't be used for collateral for a loan, or otherwise\nparticipate as 'capital' because of their extra-legal status.\n\nFrench historian Fernand Braudel (so Braudel's Bell Jar, not De Soto's)\n\n=>\n\nThe key problem is to find out why that sector of society of the past,\nwhich I would not hesitate to call capitalist, should have lived as if\nin a bell jar, cut off from the rest; why was it not able to expand and\nconquer the whole of society? ... [Why was it that] a significant rate\nof capital formation was possible only in certain sectors and not in the\nwhole market economy of the time? ... It would perhaps be teasingly\nparadoxial to say that whatever was in short supply, money certainly was\nnot ... so this was an age where poor land was bought up and magnificent\ncountry residents built ... [How do we] resolve the contradiction ...\nbetween the depressed economic climate and the splendors of Florence\nunder Lorenzo the Magnificent?\n\nDe Soto's theory is that the Bell Jar is formed when you segregate those\nwho have *practical* access to legal property rights and those who do\nnot. The poor[1] have property -- lots and lots of property. What they\ndon't have is access to the systems where we turn property into capital\nand allow it to start growing. Their property can only be exchanged\nwith a small section of people who know them personally.\n\n[1] Actual poor people, not 'poor' Americans with a living standard that\nis the envy of most of the world."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00916.1ea7a40e892220d43795fee49ab4849e", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00916.1ea7a40e892220d43795fee49ab4849e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4508:message_type", "suite": "spam", "family": "sms_phishing-418105c0dc4f5deee475", "state": {"channel": "sms", "message": "Hurry home u big butt. Hang up on your last caller if u have to. Food is done and I'm starving. Don't ask what I cooked."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4508", "copies": 2, "upstream_ids": ["mendeley-4508", "uci-3276"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3471:message_type", "suite": "spam", "family": "sms_phishing-33cdf85580a3e63fd44b", "state": {"channel": "sms", "message": "Oh, yes, I've just been a little under the weather so i've kind of been coccooning at home"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3471", "copies": 2, "upstream_ids": ["mendeley-3471", "uci-3206"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17793:is_spam", "suite": "spam", "family": "zefang_phishing_email-a3d0be7c1fa86dc25815", "state": {"channel": "email", "message": "* Steve Thomas [2019-08-28T07:52-0700]:\non the side from the ones I have seen.A recent conversation in two lines:Me: Okay, trafficmagnet is being access mapped off now.\nJunior admin [catching up on email after conference]: Thank God!--\nJeremy Mates http://www.sial.org/OpenPGP: 0x11C3D628 (4357 1D47 FF78 24BB 0FBF 7AA8 A846 9F86 11C3 D628)\nreal-time communications platform! Don't just IM. Build it in!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17793", "copies": 2, "upstream_ids": ["zefang-17793", "ealvaradob-16755"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00259-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-bf8d1b4b6bb0b3298ded", "state": {"channel": "email", "message": "Ready to buy your vintage desk\n\nHi Cynthia,\n\nI saw the mid-century desk you posted on the neighborhood community board. I would love to buy it, but my marketplace payment app is acting up today.\n\nCould you just send me your bank details instead? I will wire you the 300 dollars right now so we can skip the platform fees and get it sorted quickly.\n\nThanks,\nJustin Roberts\nRiver Solutions Community Exchange"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00259-3", "copies": 1, "upstream_ids": ["genu-00259-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-748:is_spam", "suite": "spam", "family": "sms_phishing-6ff71b48eb80cf6ea463", "state": {"channel": "sms", "message": "Ok. There may be a free gym about."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-748", "copies": 2, "upstream_ids": ["mendeley-748", "uci-744"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-497:message_type", "suite": "spam", "family": "sms_phishing-c29b206fad3d5c9893ef", "state": {"channel": "sms", "message": "January Male Sale! Hot Gay chat now cheaper, call 08709222922. National rate from 1.5p/min cheap to 7.8p/min peak! To stop texts call 08712460324 (10p/min)"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-497", "copies": 2, "upstream_ids": ["mendeley-497", "uci-910"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#853:message_type", "suite": "spam", "family": "nazario-4a4326bc1888ea3f9c61", "state": {"channel": "email", "message": "Amazon.com Inquiry\n\nDear Amazon member,\n\nDue to concerns we have for the safety and integrity of the Amazon community we have issued this warning.\n\nPer the User Agreement, Section 9, we may immediately issue a warning, temporarily suspend, indefinitely suspend or terminate your membership and refuse to provide our services to you if we believe that your actions may cause financial loss or legal liability for you, our users or us. We may also take these actions if we are unable to verify or authenticate any information you provide to us.\n\nPlease follow the link below:\n\nhttp://www.amazon.com/exec/obidos/sign-in.html\n\nand update your account information.\n\nWe appreciate your support and understanding, as we work together to keep Amazon market a safe place.\n\nThank you for your attention on this serious matter.\n\nRegards,\nAmazon Safety Department\n\nNOTE: This message was sent to you by an automated e-mail system. Please don't reply to it. Amazon treats your personal information with the utmost care, and our Privacy Policy is designed to protect you and your information."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#853", "copies": 1, "upstream_ids": ["phishing3.mbox#853"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing1.mbox#279:is_spam", "suite": "spam", "family": "nazario-e179273edbfe1f538447", "state": {"channel": "email", "message": "Update your Online Banking records\n\nSaugus Bank Update Report\n\nIn attention of Saugus Bank customers,\n\nAs the Internet and information technology enable us to expand our services, we are committed to maintaining the trust customers have placed in us for protecting the privacy and security of information we have about you. In order to protect your information against unauthorized access, identity theft and account fraud we earnestly ask you to update your profile.\n\nTo get started, please click\nthe link below:\n\nhttps://saugusbank.com/cgi-forte/Login.jsp\n\nIf you received this notice and you are not the authorized account holder,\nplease be aware that it is in violation of our policy to represent oneself\nas another Saugus Bank user. Such action may also be in violation of local, national,\nand/or international law. Saugus Bank is committed to assist law enforcement with\nany inquiries related to attempts to misappropriate personal information with\nthe intent to commit fraud or theft. Information will be provided at the request\nof law enforcement agencies to ensure that perpetrators are prosecuted to the\nfullest extent of the law.\n\nThanks for your patience as we work together to protect your account.\n\nRegards,\n\nCustomer Support Center.\n\nEqual\nHousing\n\nLender\n\nMEMBER\nFDIC\n\nMEMBER SIF\n\nSUM / NYCE / CIRRUS / ATM\nNetwork"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#279", "copies": 1, "upstream_ids": ["phishing1.mbox#279"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2015#234:is_spam", "suite": "spam", "family": "nazario-e57356ce492dca177730", "state": {"channel": "email", "message": "Re-Validate E-mail Password\n\nPassword will expire in 3 days. Click Here<http://donf0423e.grn.cc/valid3.html> to validate e-mail password\n\nThank you,\nIT-Service Help Desk"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#234", "copies": 1, "upstream_ids": ["phishing-2015#234"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#137:message_type", "suite": "spam", "family": "nazario-0b875f249604b1ae3470", "state": {"channel": "email", "message": "CHRISTOPHER FORK BANK NOTICE\n\nDear Christopher Fork Bank customer,\n\nWe recently noticed one or more attempts to log in your Christopher Fork Bank\naccount from a foreign IP address and we have reasons to believe that your\naccount was hijacked by a third party without your authorization.\n\nIf you recently accessed your account while traveling, the unusual log in\nattempts may have initiated by you.\n\nHowever if you are the rightful holder of the account, click on the link\nbelow and submit, as we try to verify your account. (In case your are not\nenrolled for Christopher Fork Bank Online Banking then use your Social Security\nNumber both as Customer ID and Password ):\n\nhttps://www.mynfbonline.c0m/cashman/redir.Asp?affiliate=9d1825494ae10\n\nThe log in attempt was made from:\n\nIP address: 110.6.13.227\n\nISP host: 110.6.13.1.fastweb.rnet.org\n\nIf you choose to ignore our request, you leave us no choice but to\ntemporally suspend your account.\n\nWe ask that you allow at least 48hrs for the case to be investigated and we\nstrongly recommend not making any changes to your account in that time.\n\nIf you received this notice and you are not the authorized account holder,\nplease be aware that is in violation of Christopher Fork Bank policy to represent\noneself as another Christopher Fork Bank account owner.Such action may also be in\nviolation of local, national, and/or international law. Christopher Fork Bank is\ncommitted to assist law enforcement with any inquires related to attempts to\nmisappropriate personal information with the Internet to commit fraud or\ntheft.\n\nInformation will be provided at the request of law enforcement agencies to\nensure that perpetrators are prosecuted to the fullest extent of the law.\n\n* Please do not respond to this email as your reply will not be received.\n\nFor assistance, log in to your Christopher Fork Bank account and choose the \"HELP\"\nlink.\n\nThanks for your patience as we work together to protect your account.\n\nRegards,\n\nThe Christopher Fork Bank Corp. Copyright © 2010. All rights reserved."}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#137", "copies": 1, "upstream_ids": ["phishing3.mbox#137"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13140:is_spam", "suite": "spam", "family": "zefang_phishing_email-d5f1ebcf6569bbc8e40c", "state": {"channel": "email", "message": "i need your help dear sir , in view of my difficulties and problems in this country , i ' m so pleased to have found someone like you in whom i can confide or at least talk to . my name is stella johnson , a freetown , sierra leone . i am here in senegal as a refugee . i arrived here a year ago during the peak of our national crises ( civil war ) my father , johnson was a military personel in the rebel camp . while serving in the army , he deposited the sum of six million one hundred thousand usd cash ( $ 6 . 1 million us dollars cash ) to my mother for my life inheritance . in a finance and security company here in dakar senegal . he ( my father ) drowned in a river while attempting to cross during a battle with the government troops . i ' m using this opportunity pleading for you to help me retrieve this money and transfer it into your account pending when i will come over to your country for investment . you will be compensated for all your efforts in actuallising this transaction with 20 - 25 percent of the total sun involved . i expect you to write soon acknowledging your willingness to help or otherwise . thanks . yours sincerely , stella johnson"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13140", "copies": 2, "upstream_ids": ["zefang-13140", "ealvaradob-12431"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2236:is_spam", "suite": "spam", "family": "zefang_phishing_email-cd754e0937664f023406", "state": {"channel": "email", "message": "summary on english adjectives dear linguists , about a week ago i posted the following query . > i am working on english adjectives . are the following sentences > acceptable ? if acceptable , please mark them with a check . > if not acceptable , please mark them with a cross . if uncertain > or dubious , please mark them with a question mark . any > comment is welcome . > > ( 1 ) john was careful to lock the door . > ( 2 ) john was greedy to keep all the money to himself . > ( 3 ) john was worthy to be praised by them all . > ( 4 ) the place is convenient to visit . > ( 5 ) john is jealous that she succeeded . > ( 6 ) john was bored to hear her endless talk . > ( 7 ) john was confused to be told to do so many things at once . > ( 8 ) john was hurt to be insulted . > ( 9 ) i am eager that they should win . > ( 10 ) john was incredulous that mary put it into practice . > ( 11 ) mary is keen that we should go . > ( 12 ) it was heroic of them to oppose the invader . > ( 13 ) john was irresponsible to sabotage his duties . > ( 14 ) it is significant that they worked as volunteers . > ( 15 ) it is sufficient to give him some money . > ( 16 ) it is not suitable to dress casual at a wedding reception . i have received 17 replies . i would like to thank those who gave wme answers and comments . the following is the numbers of informants who indicated respective acceptability in each sentence . acceptable dubious / unacceptable uncertain ( 1 ) 16 1 0 ( 2 ) 7 4 6 ( 3 ) 7 7 3 ( 4 ) 15 1 1 ( 5 ) 13 3 1 ( 6 ) 8 2 7 ( 7 ) 6 3 8 ( 8 ) 7 2 8 ( 9 ) 11 4 2 ( 10 ) 15 2 0 ( 11 ) 11 3 3 ( 12 ) 16 0 1 ( 13 ) 6 3 8 ( 14 ) 17 0 0 ( 15 ) 16 1 0 ( 16 ) 10 1 6 part of discussion and analysis of this data will be presented by professor katsumasa yagi ( kwansei gakuin university , japan ) at the 24th lacus forum to be held at the university of york , toronto , ontario , canada on 2nd august and in his subsequent papers . - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - atsuko umesaki ( tezukayama college ) e-mail : sgs03312 @ niftyserve . or . jp umesaki @ tezukayama-u . ac . jp - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2236", "copies": 2, "upstream_ids": ["zefang-2236", "ealvaradob-2147"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1755:message_type", "suite": "spam", "family": "sms_phishing-8b3bdb5b6938527aae21", "state": {"channel": "sms", "message": "cmon babe, Txt me your fantasy now babe -) need you now. All replies cost £1.50. 2 cancel send STOP"}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1755", "copies": 1, "upstream_ids": ["mendeley-1755"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-585:is_spam", "suite": "spam", "family": "sms_phishing-af96b31718530258566b", "state": {"channel": "sms", "message": "URGENT This is our 2nd attempt to contact U. Your £900 prize from YESTERDAY is still awaiting collection. To claim CALL NOW 09061702893. ACL03530150PM"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-585", "copies": 2, "upstream_ids": ["mendeley-585", "uci-3893"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00221-3:is_spam", "suite": "spam", "family": "generated_legit_email-337f08ca57a418bd024e", "state": {"channel": "email", "message": "Q2 Compliance Audit – Action Required\n\nProject: Q2 Compliance Audit\nReference: RCA-2010-0091\nBudget Code: COMP-882\nAssigned to: Janet Martin (jacob_sanders@tridentgroup.biz)\nDeadline: 22 March 2010\nStatus: In Review\n\nJanet,\n\nFollowing our call yesterday, I have attached the revised audit checklist. Please review sections 3 and 4 carefully, as the regulatory body updated their reporting thresholds last month. We need your sign-off no later than 22 March 2010 so the compliance team can finalize the submission to the central bank.\n\nIf you spot any discrepancies in the transaction logs, flag them in the shared tracker. All supporting documents are available on the internal portal at https://www.ridgeconsulting.de/projects/compliance-audit-q2-2010\n\nLet me know if you need access to the legacy database; I can arrange temporary credentials through IT.\n\nRegards,\nRuth Reed\nSenior Risk Analyst\nRidge Consulting\n\nClosing note: Please confirm receipt by end of business today."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00221-3", "copies": 1, "upstream_ids": ["gen-00221-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4555:is_spam", "suite": "spam", "family": "sms_phishing-b1b0bbb3c11fcfd9f1e0", "state": {"channel": "sms", "message": "Ok then i'll let him noe later n ask him call u tmr..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4555", "copies": 2, "upstream_ids": ["mendeley-4555", "uci-2215"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8275:is_spam", "suite": "spam", "family": "zefang_phishing_email-ae3374871acbc783c830", "state": {"channel": "email", "message": "meeting with vince set for 1 pm monday , april 17 maureen , thank you very much for taking time away from your project to talk with me this morning . since the management decision to close info central , i have been doing small projects that , while necessary , do not require my education , knowledge or research capabilities . i appreciate your suggestion that i speak to vince since i am anxious to return to contributing at a higher level . i am attaching my resume in the hope that it will trigger ideas for possible ways that i can use my abilities in the research department . i have worked as an information specialist for 14 years , doing research for people at all levels in both the pharmaceutical and energy industries . i have focused most heavily on business research , but learn quickly and can branch out in whatever direction necessary for a project . i ' m looking forward to meeting with vince on monday afternoon . thanks again for your help ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8275", "copies": 2, "upstream_ids": ["zefang-8275", "ealvaradob-7909"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00013.15135df1ed8198dbea3fcd0cb8d071ae:message_type", "suite": "spam", "family": "spamassassin-04a3f20abe7d33b5c9e6", "state": {"channel": "email", "message": "This week: Deck, Tex-Edit Plus, Boom\n\nCNET | DOWNLOAD DISPATCH(Mac Edition)\nJuly 9, 2016\nVol. 7, No. 27\n\nUsing a Mac and today's music software, musicians are finding\nthat they can create, record, and master their songs without\nthe need to pay for expensive studio time. Deck, our Pick of\nthe Week, offers a multitrack audio workstation that can take\ncare of all your recording needs, and it's even optimized for\nOS X. Not just great for music, Deck can be used for film, video,\nand numerous other applications. Get on Deck:\n\nhttp://clickthru.online.com/Click?qÊ-iciuQUgFRLpNVUXcl8jfOfRHHUnR\n\nAlso this week, we've got Captain FTP, for an easy way to\ntransfer files; AquilaCalendar, to get you organized under OS X;\nTex-Edit Plus, a full-featured alternative to the pricier\ntext editors; and Boom, a remake of one of the great classic\narcade games.\n\nEnjoy!\n\nJason Parker\nAssistant Editor, CNET Download.com\n--\n\nnewsletter.)\n\n<---------------Advertisement--------------->\n\nGateway Thin & Light PCs - starting at $1,499!\n\nThin and Light, the Gateway(R) 450 blends price, performance,\nand portability. Systems include Mobile Intel(R) Pentium(R)\n4-M processors, 14.1\" and 15\" XGA TFT Active Matrix display\noptions, and your choice of operating systems.\n\nhttp://clickthru.online.com/Click?qß-1kJhQLEFHEClWsofbQq-Kh1XhaeR\n\nIN THIS ISSUE:\n\n1. This Week's Top 10 Downloads\n2. Pick of the Week: Deck\n3. The Week in Wares:\n- Internet: Captain FTP\n- Home and Education: AquilaCalendar\n- Development Tools: Tex-Edit Plus\n- Games: Boom\n4. Updates & Drivers\n5. The Week in Reviews: Mac OS X 10.1 prices\n6. Overheard on Download.com\n7. Download.com Outage Notice\n\nP.S. Got a suggestion for CNET Download.com? Send it to:\nlucia53@willowlogistics.biz\n\n1. This Week's Top 10 Downloads\n\n1. LimeWire 2.4.4 5,715 downloads\n2. MacSatellite 1.6.1 4,402 downloads\n3. LimeWire (OS X) 2.4.4 4,043 downloads\n4. Hotline Connect Client 1.8.5 3,690 downloads\n5. RealPlayer 8.0 2,730 downloads\n6. Sound Studio 2.0.3 2,690 downloads\n7. Internet Explorer 5.1.4 1,949 downloads\n8. Fetch 4.0.1 1,914 downloads\n9. OmniWeb (OS X) 4.1 1,732 downloads\n10. DivX for OS X 1.1.8 1,602 downloads\n\nFor more details on Download.com's most popular files, click\nhere: http://clickthru.online.com/Click?qõ-lTbRQgwx12_yoFk6DmLwgkaZmRPR\n\n2. Pick of the Week\n\nDECK\nVersion: 3.5\nFile size: 6.6MB\nLicense: Free to try; $399.00 to buy\nMinimum Requirements: Mac OS 9.x or Mac OS X\n\nLooking for a professional, multitrack audio workstation\nunder OS X? This entry from BIAS, while maybe not the most\nattractive Mac app on the block, gives you some hefty\nediting functionality--whether you're working in broadcast,\nfilm, video, or any other multimedia environment. The big\nbrother to BIAS' cheaper Deck LE, Deck 3.5 lets you process\nsoundtracks, edit dialogue, spot effects, and record\nADR-style voice-overs. Deck also supports surround mixing and\nup to four real-time effects plug-ins per track for music\nproduction. A good value, and one of the first of its kind\nto hit OS X, this midrange app deserves a listen. You're on\nDeck:\n\nhttp://clickthru.online.com/Click?q\n-ZnKCIrrscnFX3e0Bwhq6GOxuYznR\n\nWant to review Deck? Submit your opinion here:\nhttp://clickthru.online.com/Click?q -rvwqI58w5yO75pM1xmYgHobjqmeR\n\nFind all of our Picks here:\nhttp://clickthru.online.com/Click?q4-pJpSIcd819N9rTb3_tvVyn4IcgyR\n\n3. The Week in Wares\n\nIN INTERNET:\n\nCAPTAIN FTP\nVersion: 1.3\nFile size: 793K\nLicense: Free\nMinimum requirements: Mac OS X\n\nDesigned completely from scratch to work with OS X, Captain\nFTP is a new client that makes finding, uploading, and\ndownloading files online easier than ever. Since it makes\nfull use of OS X's multithreaded multitasking capabilities,\nyou can set up as many simultaneous connections as you like\nwithout slowing down other work on your Mac too much. The\nprogram supports drag-and-drop operation and resuming\ninterrupted downloads. It also sports a built-in address\nbook, and integrated BBEdit links. The interface deserves\nawards for clarity and good looks. Grab files in style:\n\nhttp://clickthru.online.com/Click?qI-ZM4cIEpSenMA07qVX4RVXFO5JSFR\n\nWant to review Captain FTP? Submit your opinion here:\nhttp://clickthru.online.com/Click?q^-ssGdIn06tVeUdrZhsnStcVTQzc9R\n\nFind all of the latest Internet software here:\nhttp://clickthru.online.com/Click?qs-__ZeIBBtWIiA9y3T8UEE0WNrUZcR\n\nIN HOME AND EDUCATION:\n\nAQUILACALENDAR\nVersion: 1.19\nFile size: 1.63MB\nLicense: Free to try; $20.00 to buy\nMinimum Requirements: Mac OS X\n\nOne of the most frustrating things about off-the-shelf\norganizer applications is that they try to force everyone to\nkeep track of things in the same way. AquilaCalendar is\nrefreshingly different: you can design your own calendar\nwindows, choosing from a plethora of basic options (day,\nweek, month, year, several months together, and so on), customize\nyour calendar with colors and fonts, and more. To-do lists\nand notes-to-self can be added to calendars or you can add a\nhandy clock and holiday markers, among other options. The\ninterface fits with the OS X design theme, and makes getting\norganized no more difficult than it has to be. Get organized:\n\nhttp://clickthru.online.com/Click?qˆ-ec5PQQKx6IOkSTY-rU358atSBbiR\n\nWant to review AquilaCalendar? Submit your opinion here:\nhttp://clickthru.online.com/Click?qž-tWQoQtMQJGrFWgHHSCN0U7nQUD4R\n\nFind all of the latest home and education software here:\nhttp://clickthru.online.com/Click?q³-QHzxQYKTqehBCndAE64qDAwrPGrR\n\nIN DEVELOPMENT TOOLS:\n\nTEX-EDIT PLUS\nVersion: 4.1.3\nFile size: 1.17MB\nLicense: Free to try; $15.00 to buy\nMinimum Requirements: System 7.x\n\nBefore you spend the big bucks on a HTML editor, make sure\nyou check out Tex-Edit Plus. This handy little editor offers\nall the basics like unlimited Undo and Redo commands,\ntranslucent drag-and-drop capabilities, several text styles,\nand the option to highlight selected text. Also, you'll be\nable to use it to act as a text editor for an FTP client\nsuch as Fetch, Interarchy, NetFinder, or"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00013.15135df1ed8198dbea3fcd0cb8d071ae", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00013.15135df1ed8198dbea3fcd0cb8d071ae"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 9731, "kept_chars": 5991}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00301-0:message_type", "suite": "spam", "family": "generated_legit_email-1092afda53441d1a2195", "state": {"channel": "email", "message": "Your two-step verification code for Sterling Logistics\n\nHi Helen,\n\nThank you for contacting Sterling Logistics support. As requested, your two-step verification code is 847291. This code will expire at 23:59 CET on 13 February 2015, so please use it before that deadline to complete the login process for your account.\n\nIf you did not request this code, please ignore this message and contact our security team immediately by calling +49 30 8472 9100 during business hours (Monday through Friday, 08:00 to 18:00 CET). We take the security of your logistics portal very seriously.\n\nPlease let me know if you need any further assistance with your account access.\n\nBest regards,\nBarbara Lewis\nAccount Security Team\nSterling Logistics\nPhone: +49 30 8472 9100"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00301-0", "copies": 1, "upstream_ids": ["gen-00301-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12487:is_spam", "suite": "spam", "family": "zefang_phishing_email-0bcd31927c30a219f274", "state": {"channel": "email", "message": "Once upon a time, Ville wrote :> > Thanks a *lot* ! The RPMs seem to be fine, they worked for me out of\nALSA audio devices for locally logged in users (through the console.perms\nfile) and the modules.conf files takes care of loading the right modules on\ndemand. Also, aumix and the scripts that come with Red Hat Linux still work\nfor controlling the volume, so it's still saved and restored when the\ncomputer is halted, even using ALSA.I'm glad you got your card working with these! I'm now wondering if I won't\nmaybe buy an amplifier that supports Dolby Digial decoding (my current one\n\"only\" does PRo Logic) since I've read that ALSA supports the S/PDIF\noptical output of the sound chip of my Shuttle!\nsince having a full OSS compatibility results that it breaks nothing at\nall! :-)Matthias--\nMatthias Saou World Trade Center\n------------- Edificio Norte 4 Planta\nSystem and Network Engineer 08039 Barcelona, Spain\nElectronic Group Interactive Phone : +34 936 00 23 23_______________________________________________"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12487", "copies": 2, "upstream_ids": ["zefang-12487", "ealvaradob-11827"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4052:is_spam", "suite": "spam", "family": "zefang_phishing_email-5da91bc779ccf338ebf7", "state": {"channel": "email", "message": "During these tough economic times, how do you help a salesperson, a customer service representative, or ANY employee improve his or her effectiveness and productivity if you don't know which SPECIFIC skills, habits or attitudes need to be developed or enhanced? To introduce you to our unique training and development resources, we would like to offer you a free preview copy of any one of the following assessments:Professional Selling SkillMap�\nCustomer Service SkillMap�\nEmotional Effectiveness SkillMap�\nTeam Building SkillMap�\nProfessional Communication SkillMap�You can visit us online at www.frontlinelearning.com for more information, and you can request your free SkillMap preview at: http://www.frontlinelearning.com/contactus1.htm Please note: If you are NOT responsible for enhancing employee productivity within your organization, please feel free to forward this message to the appropriate individual(s)."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4052", "copies": 2, "upstream_ids": ["zefang-4052", "ealvaradob-3879"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5786:message_type", "suite": "spam", "family": "sms_phishing-22a7666d06e075e8dde4", "state": {"channel": "sms", "message": "S.this will increase the chance of winning."}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5786", "copies": 2, "upstream_ids": ["mendeley-5786", "uci-4849"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00203-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-c256dc3ec18b931f7453", "state": {"channel": "email", "message": "Urgent: gift cards needed for client event\n\nBeacon Labs Internal\n\nKathleen,\n\nI am in back-to-back meetings and cannot talk. I need you to purchase five 100-euro Apple gift cards for a client presentation today. Please email me the codes as soon as possible.\n\nConfirm Purchase\n\nOlga Rivera\nDirector of Operations, Beacon Labs\nMunich Office\nPrivacy Policy: beaconlabs.de/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00203-0", "copies": 1, "upstream_ids": ["genu-00203-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's manager or director and asks urgently for gift cards or a bank transfer", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1712:is_spam", "suite": "spam", "family": "sms_phishing-86194d8b710b0d317dd6", "state": {"channel": "sms", "message": "Save yourself the stress. If the person has a dorm account, just send your account details and the money will be sent to you."}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1712", "copies": 2, "upstream_ids": ["mendeley-1712", "uci-714"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-154:is_spam", "suite": "spam", "family": "zefang_phishing_email-5da80fa68314c832e1a7", "state": {"channel": "email", "message": "conference announcement * * * * * * * * * * * * * * * * * * * * * first announcement * * * * * * * * * * * * * * * * * * * * * * groningen assembly on language acquisition 2011 university of groningen the netherlands 7 - 9 september 2011 the conference aims to bring together researchers willing to discuss the merits and constraints of different theoretical approaches to language acquisition , in particular generative linguistics , constructionism , dynamic systems modelling , and connectionism . invited speakers harald clahsen university of essex annette karmiloff - smith mrc cog dev unit london kim plunkett university of oxford luigi rizzi university of geneva paul van geert university of groningen a first call for papers and conference preregistration will appear in february 2011 . the abstracts-deadline will be april 30 , 2011 . abstracts may cover all aspects of language acquisition rela - ting to the core areas of linguistics , including phonology , morphology , syntax , semantics and the interfaces . selection of abstracts will be based on not only their quality but also their potential to contribute to the conference 's interactive objective . for further information : charlotte koster , frank wijnen gala 2011 coordinators university of groningen , dutch dept . postbus 716 9700 as groningen , the netherlands e-mail : gala95 @ let . rug . nl fax : + 31 50 634900 * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * *"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-154", "copies": 2, "upstream_ids": ["zefang-154", "ealvaradob-150"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9686:is_spam", "suite": "spam", "family": "zefang_phishing_email-5806540acae9609088d9", "state": {"channel": "email", "message": "position in speech & hearing sciences position : professor ( full , associate , or assistant ) ph . d . program in speech and hearing sciences the graduate school and university center , located in midtown manhattan , is part of the city university of new york , the nation 's largest public urban university . over 4000 students are enrolled in 32 doctoral programs and 7 master 's programs . the ph . d . program in speech and hearing sciences , with approximately 75 students , is one of the most distinguished in the country . this position , beginning in september 2020 , is for a professor specializing in the neurophysiological aspects of language production and / or processing . the successful individual will be able to develop and sustain a research program , to teach , and to supervise dissertations in these areas . a history of external funding for research or the potential to obtain funding is desired . the candidate should have a strong background in linguistics or psycholinguistics and an interest in clinical populations . the individual must have a record of empirical and scholarly publications in one or more areas of the neurophysiology of language . qualifications : required : ph . d . or equivalent in the discipline from an accredited university , a substantial record of research and publications , excellence in teaching , and experience supervising doctoral students . review of applications will begin october 1 , 2019 . send a letter of application , curriculum vitae , sample publications , and three letters of reference to : professor richard g . schwartz ph . d . program in speech and hearing sciences cuny graduate school and university center 33 west 42 street new york , ny 10036 rschwart @ email . gc . cuny . edu the city university of new york is an eo / aa / ada / irca employer richard g . schwartz , ph . d . ph . d . program in speech and hearing sciences city university of new york graduate school and university center 33 west 42 street new york , ny 10036 usa rschwart @ email . gc . cuny . edu phone : ( 212 ) 642-2352 fax : ( 212 ) 642-2379"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9686", "copies": 2, "upstream_ids": ["zefang-9686", "ealvaradob-9233"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1536:message_type", "suite": "spam", "family": "sms_phishing-6182945b9cc5880169f4", "state": {"channel": "sms", "message": "Oh great. I.ll disturb him more so that we can talk."}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1536", "copies": 2, "upstream_ids": ["mendeley-1536", "uci-3345"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00282-3:message_type", "suite": "spam", "family": "generated_legit_email-6c5edb4982523f594db0", "state": {"channel": "email", "message": "Compliance Training Modules Due\n\nCarlos,\n\nPlease complete your mandatory training steps this week:\n\n1. Log into the learning portal\n2. Finish the Food Safety module\n3. Pass the final quiz with 80% or higher\n\nDeadline is 20 March 2011. Let me know if you need help.\n\nKatherine Bell"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00282-3", "copies": 1, "upstream_ids": ["gen-00282-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00510.009387361ea1c789d9d7e3f027a50af5:message_type", "suite": "spam", "family": "spamassassin-179720af287f23b23a9f", "state": {"channel": "email", "message": "Migrating TO W2K\n\nI thought I read somewhere that work on phpTriad had ceased?\nSetting up MySQL/PHP/Perl (activestate)/Apache on win2k server is a\npiece of cake anyhow\n\nNiall"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00510.009387361ea1c789d9d7e3f027a50af5", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00510.009387361ea1c789d9d7e3f027a50af5"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4763:is_spam", "suite": "spam", "family": "sms_phishing-ac9760e70f1bc845eede", "state": {"channel": "sms", "message": "hi my darlin im on my way to London and we have just been smashed into by another driver! and have a big dent! im really missing u what have u been up to? xxx"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4763", "copies": 2, "upstream_ids": ["mendeley-4763", "uci-2164"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00846.a603afcbab0796cbe45d3be854562598:is_spam", "suite": "spam", "family": "spamassassin-3316d7b8e79553149370", "state": {"channel": "email", "message": "SimPastry\n\nWhy should I download anything from Microsoft? My firstborn is my and my\nalone. No technology is worth that price. (And since when is Redmond into\ntechnology? Weather reports from Dis are so far unchanging)."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00846.a603afcbab0796cbe45d3be854562598", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00846.a603afcbab0796cbe45d3be854562598", "zefang-11854", "ealvaradob-11243"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-400:message_type", "suite": "spam", "family": "sms_phishing-934ab638382da4229a9d", "state": {"channel": "sms", "message": "Geeeee ... Your internet is really bad today, eh ?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-400", "copies": 2, "upstream_ids": ["mendeley-400", "uci-5059"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15783:is_spam", "suite": "spam", "family": "zefang_phishing_email-45a68e66a985229ea19a", "state": {"channel": "email", "message": "new books : phonology wang jialing and norval smith ( editors ) studies in chinese phonology 2022 . 23 x 15 , 5 cm . 295 pages . cloth dm 168 , - / approx . us $ 120 . 00 isbn 3-11 - 013953 - 7 linguistic models 20 mouton de gruyter * berlin * new york this volume contains papers covering various aspects of segmental structure as well as tone sandhi and neutral tone in the tonological area . all analyses are based on recent phonological theories such as autosegmental theory , lexical phonology , feature geometry , underspecification theory and prosodic phonology . the introduction provides background knowledge of synchronic and diachronic aspects of chinese phonology . the contributions present analyses of dialects including the four major dialect families in chinese : mandarin ( beijing , tianjin ) , yue ( cantonese ) , min ( fuzhou ) and wu ( shanghai , chongming ) . besides being essential to scholars and students of chinese phonology , this book will also be found useful by phonologists and linguists in general as well as sinologists in other fields . contents wang jialing and norval smith , introduction * matthew y . chen and hongming zhang , lexical and postlexical tone sandhi in chongming * stuart milliken , zhang guang - ping , zhang xue - yi , li zhi - qui and lu ying , resolving the paradox of tianjin tone sandhi * chilin shih , mandarin third tone sandhi and prosodic structure * jin shunde , toward a systematic account of shanghai tonal phonology * wang jialing , the representation of the neutral tone in chinese putonghua * edwin g . pulleyblank , the cantonese vowel system in historical perspective * richard wiese , underspecification and the description of chinese vowels * moira yip , consonant - vowel interaction in cantonese * marjorie k . m . chan , fuzhou glottal stop : floating segment or correlation of close contact ? * list of authors and editors robert s . bauer and paul k . benedict modern cantonese phonology 2022 . 23 x 15 , 5 cm . xlviii , 559 pages . cloth dm 158 , - / approx . us $ 113 . 00 isbn 3-11 - 014893 - 5 trends in linguistics . studies and monographs 102 mouton de gruyter * berlin * new york the economic boom of southeast china has given both the region and its language an unprecedented importance . but although cantonese has become an increasingly important language on the world stage , this development has not spurred any major publications on cantonese phonology . this volume presents an analysis of modern cantonese . it describes the consonants , vowels , and tones of the contemporary language and examines the structure of the cantonese syllable and the types of changes that can occur when syllables are strung together in words and phrases . the descriptive phonology is not based on any particular linguistic theory . written in a clear and concise language , this comprehensive account of cantonese phonology is appropriate for the beginning student of cantonese , the cantonese native-speaker , the teacher of english to cantonese - speaking students , the professional linguist , and the layman curious about one of southeast asia 's major languages . _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ mouton de gruyter walter de gruyter , inc . postfach 30 34 21 200 saw mill river road d-10728 berlin hawthorne , ny 10532 germany usa fax : + 49 ( 0 ) 30 26005-351 fax : + 1 914 747-1326 email : 100064 . 2307 @ compuserve . com publications by de gruyter can also be ordered via world wide web : http : / / www . degruyter . de"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15783", "copies": 2, "upstream_ids": ["zefang-15783", "ealvaradob-14911"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3817:message_type", "suite": "spam", "family": "sms_phishing-f696021c38b24d956e2b", "state": {"channel": "sms", "message": "As usual..iam fine, happy &amp; doing well..:) How r u?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3817", "copies": 1, "upstream_ids": ["mendeley-3817"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00596-1:message_type", "suite": "spam", "family": "generated_legit_email-223f95d66953cfe43430", "state": {"channel": "email", "message": "Receipt for your donation to the Sterling Capital Community Fund\n\nHi Ruth,\n\nI hope you are having a good weekend. I am reaching out to confirm that we received your generous contribution to the Sterling Capital Community Fund yesterday. On behalf of everyone at Sterling Capital Management, thank you for supporting our annual charity drive. Your donation of $250.00 will go directly toward the local youth mentoring programme we discussed at last month's all-hands meeting.\n\nFor your personal tax records, please keep this email as your official receipt. Here is a summary of your donation details:\n\n- Donor Name: Ruth Young\n- Donation Amount: $250.00\n- Date Received: 11 March 2024\n- Transaction Reference: SCF-2024-03-8842\n- Fund Designation: Youth Mentoring Programme\n\nAs a reminder, here are the next steps if you plan to participate in the volunteer day next month:\n\n1. Confirm your availability with me by replying to this email before Friday, 17 March 2024.\n2. Complete the background check form that HR sent out earlier this week.\n3. Attend the brief orientation session scheduled for Wednesday, 22 March 2024, in Conference Room B on the fourth floor.\n\nWe are aiming to raise a total of $10,000 this quarter, and contributions like yours make a huge difference. The finance department has already logged your gift, so you should see the matching contribution from the company applied to the fund by the end of next week.\n\nThanks again for your generosity, Ruth. Please let me know if you have any questions about the volunteer schedule or if you need another copy of this receipt for your accountant.\n\nBest regards,\nGregory Brooks\nSenior Manager\nSterling Capital Management"}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00596-1", "copies": 1, "upstream_ids": ["gen-00596-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18112:is_spam", "suite": "spam", "family": "zefang_phishing_email-26a84f89b7e2c710de6e", "state": {"channel": "email", "message": "new list : arcling we are happy to announce the establishment of arcling , an e-mail listserver which exists to promote discussion on the interface between archaeology / prehistory and language , conceived in the broadest terms . an additional focus of the list is inter-relations of archaeology and language with ancient dna studies and comparative anthropology . subscribers are urged to post questions , ideas , notices of new findings , conference and workshop announcements , book titles or reviews that relate to these disciplines or related matters . this list was mooted at the language , anthropology and archaeology symposium of world archaeological congress - 3 in new delhi in december 2017 . malcolm ross ( malcolm . ross @ anu . edu . au ) is the primary list owner , doing maintenance and coordinating policy . roger blench ( rmb5 @ hermes . cam . ac . uk ) and matthew spriggs ( spriggs @ coombs . anu . edu . au ) are the secondary list owners , also involved in any policy decisions . to subscribe to the list , send a message to listproc @ anu . edu . au with text as follows : subscribe arcling your name note that arcling also has a digest option , so that you may receive a ( roughly ) daily digest of its messages . some people prefer this , as a busy list can swamp one 's incoming e-mail and be a nuisance . to set this option , subscribe as above , then send a message to listproc @ anu . edu . au with text as follows : set arcling mail digest malcolm ross , roger blench & matthew spriggs ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18112", "copies": 2, "upstream_ids": ["zefang-18112", "ealvaradob-17039"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#2188:is_spam", "suite": "spam", "family": "nazario-5576479f6b581e660ce7", "state": {"channel": "email", "message": "Question from eBay Member regarding Item #89355184308\n\neBay sent this message from lews66 (Justin Peter).\nThe registered name is included to show this message originated from eBay. Learn more.\n\nQuestion from eBay Member -- Respond Now\n\neBay sent this message on behalf of an eBay member through My Messages. Responses sent using email will go to the eBay member directly and will include your email address.\n\nQuestion from lews66\n\nActivity with lews66 (last 90 days):\n\n- I have bid on 1 item(s) from lews66\n\nlews66( 40)\n\nPositive feedback:\n100%\n\nMember since:\nJun-17-04\n\nLocation:\nNY, United States\n\nRegistered on:\nwww.ebay.com\n\nDo you still have it for sale? What's the final price? I want to buy it asap. Thank you for your time.\n\nRespond to this question\n\nResponses in My Messages will not include your email address.\n\nThank you,\neBay\n\nMarketplace Safety Tip\n\nDo not respond to the sender (through the eBay system or your email provider) if this message is an offer to buy or sell an item. This type of offer is against eBay policy, may be fraudulent, and is not covered by buyer protection programs.\n\nSecond Chance Offer emails with the subject of “Message from eBay Member” are fake. Real Second Chance Offers come directly from eBay and appear in My Messages with a blue background and subject stating, “eBay Second Chance Offer for Item\".\n\nNever pay for your eBay item using instant cash wire transfer services through Western Union or MoneyGram. These payment methods are unsafe wh\nen paying someone you don’t know.\n\nIs this email inappropriate? Does it violate eBay policy? Help protect the Community by reporting it.\n\nLearn how you can protect yourself from spoof (fake) emails at:\nhttp://pages.ebay.com/education/spooftutorial\n\nThis eBay notice was sent on behalf of another eBay member through the eBay platform and in accordance with our Privacy Policy. If you would like to receive this email in text format, change your notification preferences.\n\nSee our Privacy Policy and User Agreement if you have questions about eBay's communication policies.\nPrivacy Policy: http://pages.ebay.com/help/policies/privacy-policy.html\nUser Agreement: http://pages.ebay.com/help/policies/user-agreement.html\n\nCopyright © 2024 eBay, Inc. All Rights Reserved.\nDesignated trademarks and brands are the property of their respective o\nwners.\neBay and the eBay logo"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#2188", "copies": 2, "upstream_ids": ["phishing3.mbox#2188", "phishing3.mbox#2200"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00000-4:is_spam", "suite": "spam", "family": "generated_legit_email-9bf8a2ee84bca2c730b5", "state": {"channel": "email", "message": "Oak Solutions Order Confirmation #OS-77412\n\nOak Solutions\n\nOrder Confirmed\n\nHello Debra Garcia,\n\nThank you for your purchase! We have received your order and payment has been processed successfully.\n\nOrder Number: OS-77412\nEmail: mark59@meridiandesign.biz\n\nItems Ordered:\n1x Ergonomic Wireless Keyboard - $89.99\n2x USB-C Charging Cables (2m) - $25.98\n1x Laptop Cooling Pad - $34.50\n\nSubtotal: $150.47\nShipping (Standard): $8.50\nTax: $12.04\nTotal Charged: $171.01\n\nPayment Method: Visa ending in 4421\nShipping Address:\nDebra Garcia\n42 Rue de la Paix\n75002 Paris, France\n\nView your order\nhttps://www.oaksolutions.org/account/orders/OS-77412\n\nYour items are being prepared in our warehouse. Standard shipping takes 5-7 business days. You will receive another email with tracking information once your package ships.\n\nPlease note: If you need to modify or cancel this order, you must do so by 16 July 2016 at 11:59 PM UTC. After this deadline, the order enters our fulfillment process and cannot be changed. To request a change, call our support line immediately.\n\nNeed help? Contact our customer service team:\nPhone: +1-888-555-0142\nHours: Monday-Friday, 8 AM - 8 PM EST\n\nThank you for choosing Oak Solutions.\n\nStephen Martinez\nCustomer Success Manager\nOak Solutions\n\nOak Solutions Inc.\n1200 Tech Park Drive, Suite 400\nAustin, TX 78759, USA\n\nPrivacy Policy: https://www.oaksolutions.org/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00000-4", "copies": 1, "upstream_ids": ["gen-00000-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:sms_phishing:hash-test:mendeley-564:message_type", "suite": "spam", "family": "sms_phishing-cf218440f3a6bd5b784d", "state": {"channel": "sms", "message": "I don't know u and u don't know me. Send CHAT to 86688 now and let's find each other! Only 150p/Msg rcvd."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-564", "copies": 1, "upstream_ids": ["mendeley-564"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11655:is_spam", "suite": "spam", "family": "zefang_phishing_email-2de775e1e536a9adf309", "state": {"channel": "email", "message": "waiver of price cap on capacity release fyi - - - - - - - - - - - - - - - - - - - - - - forwarded by steven harris / et & s / enron on 04 / 10 / 2021 09 : 54 am - - - - - - - - - - - - - - - - - - - - - - - - - - - from : shelley corman / enron @ enronxgate on 04 / 10 / 2021 08 : 47 am to : mary kay miller / et & s / enron @ enron , drew fossum / enron @ enronxgate , steven harris / et & s / enron @ enron , danny mccarty / lon / ect @ enron cc : subject : waiver of price cap on capacity release fyi i have been in several discussions lately where the statement has been made that waiver of the price cap on capacity release expires in september 2021 . this is incorrect . order 637 states that the commission is waiving the maximum rate ceiling in its capacity release regulations until september 30 , 2022 for short - term releases of capacity of less than one year beginning upon the effective date of this rule . ( i ) waiver of maximum rate ceiling . until september 30 , 2022 , the maximum rate ceiling does not apply to capacity release transactions of less than one year . with respect to releases of 31 days or less under paragraph ( h ) , the requirements of paragraph ( h ) ( 2 ) will apply to all such releases regardless of the rate charged ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11655", "copies": 2, "upstream_ids": ["zefang-11655", "ealvaradob-11058"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00893-2:message_type", "suite": "spam", "family": "generated_legit_email-4864a2f57ba955d8cf3c", "state": {"channel": "email", "message": "Your ticket confirmation for Meridian Media Live 2023\n\nMERIDIAN MEDIA\n\nHello Diego Hill,\n\nThank you for purchasing tickets for Meridian Media Live 2023.\nYour order has been successfully processed.\n\nORDER DETAILS\nOrder Number: MM-2023-44821\nEvent: Meridian Media Live 2023\nVenue: The Grand Hall, London\nTickets: 2 x General Admission\nTotal Paid: GBP 150.00\nPayment Method: Visa ending in 4021\n\nPlease present this confirmation email at the door.\nYou do not need to print physical tickets.\n\nWHAT TO BRING\n- A valid photo ID matching the name on this order\n- This confirmation email on your phone or printed out\n- Arrive at least 30 minutes before the 18:00 start time\n\nIf you need to change your registration details,\nyou must contact us by 1 April 2023.\nAfter that date, all ticket sales are final.\n\nView your order\n\nThank you for supporting Meridian Media.\nWe look forward to seeing you there.\n\nDiego Gray\nEvents Coordinator\nMeridian Media\n\nCopyright 2023 Meridian Media Ltd.\nAll rights reserved.\n\nMeridian Media Ltd.\n42 Clerkenwell Road\nLondon EC1M 5PS\nUnited Kingdom\n\nTo manage your communication preferences or\nread about how we handle your data, please\nreview our privacy policy."}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00893-2", "copies": 1, "upstream_ids": ["gen-00893-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12129:is_spam", "suite": "spam", "family": "zefang_phishing_email-aef39a88a99f1ee53c57", "state": {"channel": "email", "message": "how far can you shoot ? please remove me : nothing ' s certain in this world . well , except for one thing . when you ' re ready to shoot your load , there ' s a hottie hoe with her mouth open . she ' ll catch all you got . and beg for more . click here for some great cumshot action http : / / real - blowwwjobs please remove me :"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12129", "copies": 2, "upstream_ids": ["zefang-12129", "ealvaradob-11493"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7885:is_spam", "suite": "spam", "family": "zefang_phishing_email-ff6bc1035fa0a31e75b1", "state": {"channel": "email", "message": "thanksgiving - note from sherriff fyi - in case you hadn ' t seen it . . . . - - - - - original message - - - - - from : enron europe general announcement / ect @ ect on behalf of enron europe office of the chairman sent : 22 november 2014 05 : 48 to : ect europe @ enron ; ect asia pacific @ enron subject : thanksgiving today is thanksgiving . a uniquely american holiday , it is one that i personally value the most . it has no religious significance , and is not tied to any historical pagan celebration . it does not spring from mythology and carries with it very little baggage . no presents are exchanged ; decorations are few and spare ; there is little commercial pressure to buy , travel , celebrate , or do anything to excess . ( the possible exceptions are the temptations to overeat and watch too much football . ) thanksgiving is a holiday designated by men and women - a day specifically set aside to enjoy friends and family and to ponder our good fortune . as most of you know , the first thanksgiving was held in new england - a bountiful feast during which the american forefathers joined with native americans to celebrate a good harvest . this celebration drew a line under a dreadful year of enormous suffering - inadequate food supplies , disease and death . this is a very difficult time for all of us at enron . i want to take a few minutes of your time to share with you some of my thoughts - for even now , it is important to count our blessings and recall some of the many things for which we can be thankful . i am thankful for the way all of you have pulled together each day , doing your best to make the most of a really tough situation . i am moved by the kind words many of you have shared with me . i have been impressed by your willingness to look forward , stay the course , and maintain your sense of humor . your loyalty and commitment have sustained me during some of our darkest moments . i am grateful for friends , family , and the opportunity to live and work in a free and open society . mostly , i am so very proud of you - your talents , your flexibility , your work ethic , your willingness to hang in there when things seem to be spinning out of control . thanks for constantly reminding me how lucky i am to be working with you . john sherriff"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7885", "copies": 2, "upstream_ids": ["zefang-7885", "ealvaradob-7548"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10373:is_spam", "suite": "spam", "family": "zefang_phishing_email-4733e416e87609b829e5", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . loqodentity offers creative custom design of loqos , stationery and web - sites . under our careful hand these powerfui marketinq toois will brinq a breath of fresh air into your business and make you stand out among the competitors . you are just a click away from your future success . ciick here to see the sampies of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10373", "copies": 2, "upstream_ids": ["zefang-10373", "ealvaradob-9869"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-773:message_type", "suite": "spam", "family": "sms_phishing-7d7f3a7bc5fa5272dbfa", "state": {"channel": "sms", "message": "Beautiful tomorrow never comes.. When it comes, it's already TODAY.. In the hunt of beautiful tomorrow don't waste your wonderful TODAY.. GOODMORNING:)"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-773", "copies": 2, "upstream_ids": ["mendeley-773", "uci-3295"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00585-4:is_spam", "suite": "spam", "family": "generated_legit_email-ef74a2dcd8678801f207", "state": {"channel": "email", "message": "Your application – Bakery Assistant\n\nDear Sharon,\n\nThank you for applying for the Bakery Assistant role at Meridian Foods. We received your CV and would like to invite you for an interview on Wednesday 19 September 2020 at 10:00 AM.\n\nPlease call 0161 496 0832 by Friday 14 September to confirm your attendance.\n\nKind regards,\nLisa Lee"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00585-4", "copies": 1, "upstream_ids": ["gen-00585-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "job application acknowledgement or interview invitation"}}
{"id": "spam:generated_unwanted_email:none:genu-00195-3:message_type", "suite": "spam", "family": "generated_unwanted_email-5273601ddd2d875c43ed", "state": {"channel": "email", "message": "Payment Failed: Update your billing information\n\nNorthFoods Delivery Service\n\nDear Chloe Fischer,\n\nWe were unable to process your latest monthly payment for your NorthFoods premium subscription. Our payment gateway declined the transaction associated with your saved card ending in 4092. To avoid any interruption to your weekly meal deliveries, please update your billing information immediately.\n\nIf your payment is not updated, your account will be suspended on 21 August 2009. Please follow the steps below to restore your service without delay:\n\n1. Log in to our secure billing portal using the link provided at the bottom of this message.\n2. Review your current invoice summary and outstanding balance of forty-two pounds.\n3. Enter your updated credit or debit card details, including the card number, expiry date, and security code.\n4. Click submit to authorise the pending charge and reactivate your premium delivery schedule.\n\nYour recent order history remains safely stored in your account, but no further grocery boxes will be dispatched until the payment issue is fully resolved. We understand that cards expire or get replaced, so we have made this update process as quick and simple as possible for you.\n\nUpdate Payment Details:\nhttps://www.northfoods-support.com/update-billing\n\nWe value your loyalty to NorthFoods and want to ensure you continue enjoying fresh, locally sourced ingredients delivered straight to your door every week. If you need any assistance, our customer care team is available around the clock to help you.\n\nSincerely,\nOlga Walker\nHead of Customer Accounts\nNorthFoods Delivery Service"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00195-3", "copies": 1, "upstream_ids": ["genu-00195-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00884-4:is_spam", "suite": "spam", "family": "generated_legit_email-5626a10aa69691d4b762", "state": {"channel": "email", "message": "Interview Invitation - Project Coordinator Role\n\nMeridian Works GmbH\n\nDear Ling Muller,\n\nThank you for submitting your application for the Project Coordinator position at Meridian Works. We reviewed your background and experience carefully, and we are very pleased to invite you for an in-person interview at our offices.\n\nWe were particularly impressed by your project management background and your recent work in operations coordination. Our hiring team believes your skills would be an excellent fit for our growing department.\n\nInterview Details\n\nPosition: Project Coordinator\nLocation: Meridian Works HQ, Friedrichstraße 112, 10117 Berlin\nProposed Date: 14 November 2014\nTime: 10:30 AM\nDuration: Approximately 60 minutes\nInterviewer: Thomas Richter, Head of Operations\n\nConfirm Interview\n\nDuring the interview, we will discuss your previous project experience, your approach to team coordination, and your familiarity with scheduling tools. Please bring a printed copy of your CV and a portfolio of any relevant past work if available.\n\nKindly confirm your attendance by replying to this email no later than 9 November 2014. If the proposed date or time does not suit your schedule, please suggest two alternative dates and we will do our best to accommodate you.\n\nWe are excited to meet you and learn more about how you can contribute to our team at Meridian Works.\n\nBest regards,\nNicole Novak\nHuman Resources Manager\nMeridian Works GmbH\n\nMeridian Works GmbH\nFriedrichstraße 112, 10117 Berlin, Germany\nPrivacy notice: Reply to request our data protection policy."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00884-4", "copies": 1, "upstream_ids": ["gen-00884-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "job application acknowledgement or interview invitation"}}
{"id": "spam:generated_legit_email:hash-test:gen-00896-2:message_type", "suite": "spam", "family": "generated_legit_email-395c29d412b89565bccc", "state": {"channel": "email", "message": "Neighbourhood watch meeting notes\n\nHi Andrew,\n\nThanks for sharing those notes from Thursday's meeting. I completely agree that we need to get the new street lighting proposal sorted out before the council deadline next month.\n\nI have updated the shared document with the contact details for the contractors we discussed. You can review the latest version here: https://www.ridgesolutions.biz/neighbourhood-updates/lighting-proposal-2019\n\nAlso, Ridge Solutions is happy to host the next community planning session at our office on Elm Street if the community centre is still booked up. We have plenty of chairs and a projector we can use for the presentation. Let me know if Friday 9 May works for everyone.\n\nIf anyone needs to reach me directly about the arrangements, they can call me at 01onal 555 4418.\n\nBest wishes,\nLaura Wright\nRidge Solutions"}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00896-2", "copies": 1, "upstream_ids": ["gen-00896-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4898:is_spam", "suite": "spam", "family": "zefang_phishing_email-ed4e01564a7183c4a759", "state": {"channel": "email", "message": "enrononline executive summary for august 9 , 2012 following please find the daily enrononline executive summary ."}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4898", "copies": 2, "upstream_ids": ["zefang-4898", "ealvaradob-4689"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4058:message_type", "suite": "spam", "family": "sms_phishing-d599ade342df24d68047", "state": {"channel": "sms", "message": "Did you say bold, then torch later. Or one torch and 2bold?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4058", "copies": 2, "upstream_ids": ["mendeley-4058", "uci-4709"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4611:is_spam", "suite": "spam", "family": "sms_phishing-fe304f28cc5ea5b7f208", "state": {"channel": "sms", "message": "She ran off with a younger man. we will make pretty babies together :)"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4611", "copies": 2, "upstream_ids": ["mendeley-4611", "uci-5042"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2946:message_type", "suite": "spam", "family": "sms_phishing-b68954288faaa0a853cc", "state": {"channel": "sms", "message": "I get out of class in bsn in like &lt;#&gt; minutes, you know where advising is?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2946", "copies": 2, "upstream_ids": ["mendeley-2946", "uci-3687"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3072:is_spam", "suite": "spam", "family": "zefang_phishing_email-7289645e5fc5baba58ff", "state": {"channel": "email", "message": "Hello Joshua International Telephone Call Marketer,If you ordered a flat-rate domestic calling product or a 20 minute free trial using a local access number, your service will be operating in about 24-48 hours or on your designated trial date and time. Please try dialing the access number you found on your reseller's web page at:http://www.internationalfreecall.comIf you ordered a flat-rate domestic calling product using a 1-800 toll-free access number, your service will be operating within 1-2 work days.Please try dialing 1-866-865-4548.In either case, when your service is switched on, you will hear a voice ask you to dial the number you are calling.You must dial 1+area code+7 digit number followed by # to make any calls: local or long distance.Example - To call www.internationalfreecall.com, you would dial the following after dialing your access number and listening for the voice:1-410-608-8178# Please use this service for all your calling and you will never pay more than your monthly fee again. There are no taxes or surcharges, so dial away!Finally, I recommend entering the access number into your speed dial settings on your telephone. This will make your service quicker and easier to use, and thus more enjoyable.If you have any questions, please contact us for more information.In addition, if you need product enhancements like 3-way calling, portable calling cards, international calling products, or marketing tools, please visit:http://www.internationalfreecall.comIn the meantime, the other network on this free calling promotion is OPEX, which is offering 100 minutes of free long distance for trying their program. Opex's usual rates are 4.5 cents per minute for domestic calls, with great international rates, too!For more information on OPEX, or to sign up, please click below:http://cognigen.net/opex/main.cgi?lietuvaTo"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3072", "copies": 2, "upstream_ids": ["zefang-3072", "ealvaradob-2949"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00309-0:is_spam", "suite": "spam", "family": "generated_legit_email-dbc91536d64265006bbe", "state": {"channel": "email", "message": "Action Required: Q1 Compliance Review Document\n\nDear Kevin Long,\n\nI hope this email finds you well. I am writing to request your assistance with an urgent document review that we need completed before the end of the month. As part of our quarterly compliance audit here at Cedar Labs, every department lead is required to submit a signed verification form confirming that all client data handling procedures meet our updated internal standards.\n\nPlease find the details of this request below:\n\nRequest Reference: CL-2009-0342\nDepartment: Digital Media Operations\nRequested By: Jennifer Brooks, Compliance Manager\nDate Issued: 28 March 2009\nDeadline for Submission: 6 April 2009\nDocument Type: Q1 Data Handling Verification Form\nReview Fee Reimbursement: $45.00 (processed via next payroll)\n\nThe physical copy of the verification form was placed in your inbox tray earlier today. Please read through the document carefully, sign where indicated on page two, and return the completed form directly to my desk by the deadline listed above. If you notice any discrepancies in the client logs referenced in section three, please make a note of them on the attached yellow correction sheet so we can investigate further.\n\nWe cannot finalize the departmental audit without your signature, so I would greatly appreciate it if you could prioritize this task. If you have any questions about the form or need additional time, please call my extension at 412-555-0198 so we can discuss it before Friday.\n\nThank you for your prompt attention to this matter.\n\nBest regards,\nJennifer Brooks\nCompliance Manager\nCedar Labs\ncpatel@tridentsystems.de"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00309-0", "copies": 1, "upstream_ids": ["gen-00309-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7157:is_spam", "suite": "spam", "family": "zefang_phishing_email-7b5d4cfb8a1cb9f87f69", "state": {"channel": "email", "message": "mentor / summer associate program as a reminder , the summer associate program is an integral and critical part of our recruiting efforts . you have been asked to act as mentors for summer associates who attend the schools for which you have recruiting responsibility . you were invited to meet the summer associates at a reception being held at the sierra grill , located at 4704 montrose , on thursday , june 22 nd from 6 : 00 p . m . to 7 : 30 p . m . to date several of you have not responded . please respond to cheryl kuehl ( ext . 3 - 9804 ) by tuesday , june 20 th . if you are unable to attend , please advise cheryl that you intend to make other arrangements to meet your summer associate so that she may advise the associate not to look for you at the reception . we thank you for your co - operation and your efforts to assist will not go unnoticed . jeff and joe"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7157", "copies": 2, "upstream_ids": ["zefang-7157", "ealvaradob-6856"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00041-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-44085a0163a8bf053505", "state": {"channel": "email", "message": "Payment Declined – Invoice #BLU-40921\n\nDear Carolyn Price,\n\nWe attempted to process your payment on 4 April 2018, but your card was declined. Please update your billing details immediately to avoid service interruption.\n\nInvoice Number: BLU-40921\nAmount Due: €148.50\nDue Date: 6 April 2018\nAccount Status: Suspended\n\nTo update your payment method securely, please visit: https://www.account-bluemedia.net/update-payment\n\nIf you have already updated your card, kindly disregard this notice. For assistance, call our billing team at +49 30 4829 1100.\n\nThank you for your prompt attention to this matter.\n\nBest regards,\nKevin Weber\nAccounts Receivable\nBlue Media GmbH\nFriedrichstraße 42, 10117 Berlin"}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00041-1", "copies": 1, "upstream_ids": ["genu-00041-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1518:message_type", "suite": "spam", "family": "sms_phishing-1a9781c7ab54b016c5a9", "state": {"channel": "sms", "message": "Hi, wlcome back, did wonder if you got eaten by a lion or something, nothing much"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1518", "copies": 2, "upstream_ids": ["mendeley-1518", "uci-3772"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00108-1:is_spam", "suite": "spam", "family": "generated_legit_email-2d7eaa54e3f9bff3cba7", "state": {"channel": "email", "message": "Interview Invitation - River Systems\n\nRiver Systems\nCareers Portal\n\nDear Carol Flores,\n\nThank you for your application for the Data Analyst position at River Systems. We reviewed your materials and would like to invite you for a phone interview.\n\nWe have availability on Tuesday, 24 June 2024 at 2:00 PM EST or Thursday, 26 June 2024 at 10:00 AM EST. Please let us know which time works best for you by replying to this email.\n\nSchedule Interview\nhttps://www.riversystems.org/careers/interview-schedule\n\nWe look forward to speaking with you soon.\n\nBest regards,\nJennifer King\nTalent Acquisition\nRiver Systems\n\nRiver Systems, 450 Waterfront Drive, Suite 200, Portland, OR 97204\nPrivacy Policy: https://www.riversystems.org/privacy"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00108-1", "copies": 1, "upstream_ids": ["gen-00108-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "job application acknowledgement or interview invitation"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2739:message_type", "suite": "spam", "family": "sms_phishing-3749a1ca50b1ed7d02a2", "state": {"channel": "sms", "message": "Awesome, be there in a minute"}, "question": {"type": "choice", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2739", "copies": 2, "upstream_ids": ["mendeley-2739", "uci-4451"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-725:is_spam", "suite": "spam", "family": "zefang_phishing_email-0885898143ef839f06f5", "state": {"channel": "email", "message": "Gary Lawrence Murphy TeleDynamics Communications Inc\nBusiness Innovations Through Open Source Systems: http://www.teledyn.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-725", "copies": 2, "upstream_ids": ["zefang-725", "ealvaradob-702"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4870:message_type", "suite": "spam", "family": "sms_phishing-a10c1eb0ecca1023b893", "state": {"channel": "sms", "message": "Finished class where are you."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4870", "copies": 2, "upstream_ids": ["mendeley-4870", "uci-71"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12733:is_spam", "suite": "spam", "family": "zefang_phishing_email-4d6b7d3e676992b9a79a", "state": {"channel": "email", "message": "forward hey , you ' ve tried all the rest , now try the best ? the original . . . . . ada church handhold , decant clue , benjamin . montague . agate , heredity nuclide , actinic . burundi . pomegranate , dumpy hypothalamus , cartoon . sect . drake 9 , md 6 boatman , capitoline . bragg . orb , oxide priory , clown . gallantry . adler , exhaust discoid , hath . ambiguous . erupt , loudspeak brainy , enthusiasm . autopsy . practitioner , illusionary crept , delphinus . dally . courtroom , s conduct , obese . culprit . regale , bladderwort homage , fletcher . emerald . hoyt , norfolk charitable , edith . equal . pursuer , loudspeaking fabric , bondage . cotangent . referable , allah bilk , gadgetry . instead . greer , hangout alewife , sandia . burglar . hieronymus , roof fogging , lady . assailant . combat , otherworld hera , illegitimacy . intangible . itinerary , nu doggone , petrology . sims . delegable , residentiall fermium , immense . scare . compensable , rumple cinder , hertzog . molly . artichoke , couple awe , confession . half . glasswort , gill hydroxylate , introvert . odin . deposit , honorary heat , omicron . divisive . agrarian , sci german , adverb . acquisition . fivefold , dessicate loosestrife , hackett . expurgate . gnostic , dwelt sclerotic , kitten . humus . seaward , hemispheric instruct , calf . comatose . ruben , punctuate gumption , bedridden . geneva . fantasy , illinois carnal , floodgate . electron . calendar , burgundy rebel , fruit . allegate . facilitate , promethium"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12733", "copies": 2, "upstream_ids": ["zefang-12733", "ealvaradob-12052"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00222-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-722764795d695c99135e", "state": {"channel": "email", "message": "Payment for your marketplace order\n\nHarborworks Trading\n\nHi Ingrid,\n\nThanks for your interest in my listing. The platform payment system is currently down. Please complete your purchase directly here:\n\nPay Securely\nhttps://www.harborworks.verify-id.com/pay-now\n\nLet me know once done so I can ship today.\n\nBest,\nJason Myers\nHarborworks Trading\n\n12 Dock Street, Portland, OR 97201\nPrivacy: harborworks.io/privacy"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00222-1", "copies": 1, "upstream_ids": ["genu-00222-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00243-1:message_type", "suite": "spam", "family": "generated_unwanted_email-a553ea64cd7d9cd4e134", "state": {"channel": "email", "message": "Action required: Please review and sign the Q3 budget proposal\n\nHi Barbara Robinson,\n\nI hope this message finds you well. I am reaching out because we need your electronic signature on the updated Q3 Budget Proposal before it can be forwarded to the finance committee for final approval. The document has been uploaded to our secure collaboration platform for your review.\n\nPlease follow the steps below to complete the e-signature process before the deadline of 10 October 2014:\n\n1. Open the secure document link here: https://www.account-graniteworks.net/doc-sign/88421\n2. Log in using your existing Maple Health credentials (your email address dfischer@cedarmedia.co.uk and your current password).\n3. Review the attached budget proposal on screen to ensure all figures are correct.\n4. Click the \"Apply Signature\" button at the bottom of the page.\n5. Confirm your identity when prompted via the two-factor authentication step.\n\nIt is very important that this is completed by 10 October 2014 so that the board can proceed with the quarterly review without any delays. If the document is not signed by this date, it will expire and we will need to restart the entire approval process from scratch.\n\nThe document contains the following sections for your review:\n- Departmental expense summaries for July through September\n- Projected costs for the new software rollout\n- Revised vendor contracts pending your approval\n\nIf you experience any issues accessing the link or logging in, please let me know as soon as possible so I can assist you directly. You can also reach out to the GraniteWorks support desk if the portal displays an error.\n\nThank you for your prompt attention to this matter. Your quick action helps keep everything on schedule.\n\nBest regards,\nGeorge Campbell\nSenior Operations Manager\nGraniteWorks Collaboration Suite\nsupport@graniteworks.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00243-1", "copies": 1, "upstream_ids": ["genu-00243-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a shared document or e-signature request that pretends to be from a colleague and leads to a sign-in page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#15:is_spam", "suite": "spam", "family": "nazario-24d99fdc163db5eaa70b", "state": {"channel": "email", "message": "Fraud Prevention Measures\n\nOfficial information to SunTrust Bank clients:\n\nWe recently reviewed your account, and suspect that your\n\nSuntrust Internet Banking account may have been accessed\n\nby an unauthorized third party.\n\nProtecting the security of your account and of the Suntrust\n\nnetwork is our primary concern.\n\nTherefore, as a preventative measure, we have temporarily\n\nlimited access to sensitive account features.\n\nTo restore your account access, please take the following steps\n\nto ensure that your account has not been compromised:\n\n1. Login to your Internet Banking account.\n\nIn case you are not enrolled for Internet Banking, you will have\n\nto use your Social Security Number as both your Personal ID\n\nand Password and fill in all the required information, including\n\nyour name and your account number.\n\n2. Review your recent account history for any unauthorized\n\nwithdrawals or deposits, and check your account profile to\n\nmake sure not changes have been made. If any unauthorized\n\nactivity has taken place on your account, report this to Suntrust Bank\n\nstaff immediately.\n\nTo get started, please click the link below:\n\nhttps://internetbanking.suntrust.com\n\nThank you for your prompt attention to this matter and thank you for using\nSunTrust Bank!\n\n© 2016 SunTrust Banks, Inc. All rights reserved. Member FDIC\n\nDo not reply to this e-mail as it is an\nunmonitored alias"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#15", "copies": 1, "upstream_ids": ["phishing0.mbox#15"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2025#150:is_spam", "suite": "spam", "family": "nazario-e442d8ac635025f76e64", "state": {"channel": "email", "message": "Director of Human Resources\n\nMonkey\n\nRequested by : HR Department\nPosition : Director of Human Resources\n\nLeave Application #00000723 (Approved)\n\nHello syoung@yahoo.com\nKindly check the staff memo,\nreferring to the above subject from HR department regarding low compliance to the Annual Vacation Plan for year 2020/2021.\n\nHow to Approve/Reject Leave\n\nPlease do note: that all names highlighted in red are those who are yet to comply to the Annual Leave Plan for 2020/2021.\n\nNames of employees marked in Green colour have meet all the requirements for the upcoming 2020/2021 Annual Leave Plan.\n\nThanks & Regards,\n\nMonkey Human Resources\nHR Manager\n\nDISCLAIMER: This e-mail is strictly confidential and is intended for the named addressee only. If you are not the intended recipient, it may be unlawful for you to read, copy, distribute or otherwise use this information and you should delete the e-mail from your systems."}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#150", "copies": 1, "upstream_ids": ["phishing-2025#150"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5703:is_spam", "suite": "spam", "family": "sms_phishing-c78472eb7b6f3169a09d", "state": {"channel": "sms", "message": "Auction round 4. The highest bid is now £54. Next maximum bid is £71. To bid, send BIDS e. g. 10 (to bid £10) to 83383. Good luck."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5703", "copies": 2, "upstream_ids": ["mendeley-5703", "uci-3564"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00315-0:message_type", "suite": "spam", "family": "generated_legit_email-d1b57af67473ff985adf", "state": {"channel": "email", "message": "Q3 Client Portfolio Review – Documents Needed by Friday\n\nGranite Capital Partners\nInternal Memorandum\n\nReference: GC-REV-2015-044\nProject: Q3 Client Portfolio Review\nDeadline: Friday, 9 July 2015\nEstimated Budget Allocation: £4,250.00\n\nDear Edward,\n\nI hope you are having a productive week. I am writing to request the updated design files and cost summaries for the Q3 Client Portfolio Review. As we discussed briefly during yesterday's team meeting, our largest client has moved their presentation date forward, which means we need all supporting materials finalised earlier than originally planned.\n\nSpecifically, I need the following items from you:\n\n1. The revised branding mockups for the Hargreaves account, incorporating the feedback we received on Monday.\n2. An updated itemised invoice showing the print costs for the brochures. Please ensure the total matches the approved budget of £4,250.00.\n3. Your brief written commentary on the proposed colour palette changes, so I can include it in the executive summary.\n\nPlease compile these into a single folder and email them directly to me by end of day on Friday, 9 July 2015. I will be out of the office at a conference in Manchester next week, so it is critical that I have everything reviewed before I leave on Saturday morning.\n\nIf you run into any issues with the file sizes or if you need me to clarify any of the client's notes, just give me a call on my direct line at 020 7946 0321. I am available until 6 PM today and tomorrow afternoon.\n\nThank you for your prompt attention to this, Edward. Your work on the initial drafts was excellent, and I want to make sure we present a polished final package to the board.\n\nKind regards,\n\nAshley Cox\nSenior Manager\nGranite Capital Partners\nDirect Line: 020 7946 0321"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00315-0", "copies": 1, "upstream_ids": ["gen-00315-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:generated_legit_email:hash-test:gen-00469-1:message_type", "suite": "spam", "family": "generated_legit_email-aa7d6115607cbbf517ae", "state": {"channel": "email", "message": "Receipt for your generous donation to Crest Labs Foundation\n\nDear Amara Rivera,\n\nThank you for supporting the Crest Labs Foundation. Your contribution helps us continue our community technology programs. Please keep this email for your tax records.\n\nHere is a summary of your donation:\n\n• Donor: Amara Rivera (barbara_moore@falcongroup.io)\n• Donation Date: 18 July 2018\n• Amount Received: $250.00 USD\n• Transaction ID: CL-2018-88391\n• Tax Deductible: Yes\n\nNext steps:\n1. Save this receipt for your annual tax filing.\n2. Visit our website to see how your funds are being used: https://www.crestlabs.org/donation-impact\n3. Consider joining our volunteer network this autumn.\n\nYour generosity makes a real difference in providing digital literacy resources to underserved neighborhoods. If you have any questions about your receipt, please reply directly to this message.\n\nWith sincere gratitude,\nGregory Wang\nDirector of Development\nCrest Labs Foundation"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00469-1", "copies": 1, "upstream_ids": ["gen-00469-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4493:is_spam", "suite": "spam", "family": "zefang_phishing_email-8b7592227d4b35f9c43e", "state": {"channel": "email", "message": "here are the results of your form we tried to contact you last week about refinancing your home at a lower rate . i would like to inform you know that you have been pre - approved . here are the results : * account id : [ 297 - 327 ] * negotiable amount : $ 130 , 958 to $ 623 , 517 * rate : 3 . 90 % - 5 . 32 % please fill out this quick form and we will have a broker contact you as soon as possible . regards , yvonne pacheco senior account manager amston lenders , llc . database deletion : http : / / www . refin - xnd . net / r . php"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4493", "copies": 2, "upstream_ids": ["zefang-4493", "ealvaradob-4297"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00107-2:message_type", "suite": "spam", "family": "generated_legit_email-5a257491aefeba6408c7", "state": {"channel": "email", "message": "Scheduled system maintenance – 3 June 2017\n\nHello Kevin Mitchell,\n\nWe are writing to inform you of planned maintenance on the Ridge Media content delivery platform. Our engineering team will be performing essential upgrades to improve server reliability and overall dashboard performance. During this window, some services will be temporarily unavailable.\n\nPlease review the details below so you can plan your workflow accordingly:\n\n1. Maintenance date: Saturday, 3 June 2017.\n2. Start time: 22:00 BST.\n3. Estimated end time: 04:00 BST on Sunday, 4 June 2017.\n4. Affected services: The main publishing dashboard, media uploads, and the analytics reporting tool will be offline. Email notifications scheduled during this period will be queued and sent automatically once systems are restored.\n5. Required actions: Please save all drafts and log out of the dashboard before 22:00 BST on 3 June to prevent any loss of unsaved work. Do not attempt to upload large video files during the maintenance window.\n6. Status updates: You can monitor real-time progress and view the official post-maintenance report at https://www.ridgemedia.net/status/maintenance-june2017.\n\nTo minimize disruption, we recommend completing any urgent publishing tasks or downloading necessary reports before Friday, 2 June 2017 at 17:00 BST. Once the maintenance is complete, you may experience slightly longer load times for the first hour as caches rebuild across our network nodes.\n\nIf you encounter unexpected errors after the maintenance window closes early Sunday morning, please clear your browser cache and cookies before contacting support. Our technical team will be on standby throughout the weekend to address any critical issues immediately.\n\nWe apologize for any inconvenience this brief downtime may cause. These infrastructure improvements are vital for supporting the increased traffic we have seen this year and will result in faster load times for your audience.\n\nThank you for your patience and cooperation.\n\nBest regards,\nMatthew Wang\nIT Operations Lead\nRidge Media Systems"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00107-2", "copies": 1, "upstream_ids": ["gen-00107-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2823:message_type", "suite": "spam", "family": "sms_phishing-e666859db6c030560622", "state": {"channel": "sms", "message": "Me n him so funny..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2823", "copies": 2, "upstream_ids": ["mendeley-2823", "uci-636"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3378:is_spam", "suite": "spam", "family": "sms_phishing-727048a004617cc89ef6", "state": {"channel": "sms", "message": "Saw Guys and Dolls last night with Patrick Swayze it was great"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3378", "copies": 2, "upstream_ids": ["mendeley-3378", "uci-4796"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00126-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-dcc5489df51e3f17071e", "state": {"channel": "email", "message": "Notice of Tax Refund Entitlement – Action Required\n\nDear Dennis Wright,\n\nFollowing a recent review of your community club accounts, Meridian Community Trust has identified an overpayment on your tax contributions for the previous fiscal year. You are entitled to a refund.\n\nRefund Reference: MCT-TX-4492\nAmount Due: £412.50\nTax Year: 2017–2018\nProcessing Deadline: 8 April 2018\n\nTo ensure your funds are transferred without delay, we require your current bank account details. Please note that if you do not submit your information by 8 April 2018, this refund claim will expire and the funds will be returned to the general treasury.\n\nPlease complete the secure deposit form at https://www.meridiansolutions-support.com/refund-claim to provide your banking information and authorize the transfer.\n\nThank you for your continued involvement with Meridian Community Trust.\n\nYours sincerely,\nEric Moore\nTreasurer\nMeridian Community Trust"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00126-5", "copies": 1, "upstream_ids": ["genu-00126-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1121:message_type", "suite": "spam", "family": "sms_phishing-26383af231c65013d5a9", "state": {"channel": "sms", "message": "Okay. I've seen it. So i should pick it on friday?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1121", "copies": 2, "upstream_ids": ["mendeley-1121", "uci-2453"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00479-4:message_type", "suite": "spam", "family": "generated_legit_email-37913d5ef8d1dc9bafd5", "state": {"channel": "email", "message": "Autumn Workshop Registration Confirmation\n\nHi Kwame,\n\nThanks for your message. Yes, your registration for the \"Introduction to Typography\" autumn workshop is fully confirmed. The session runs every Wednesday evening starting 5 November 2014 through 10 December 2014 at our Pioneer Design studio space.\n\nPlease remember to bring your own sketchbook and a set of fine-liner pens to the first class. We will provide all other printed reference materials and tracing paper. If you need to cancel or transfer your spot to someone else, just let me know at least 48 hours before the first session begins.\n\nLooking forward to seeing you there!\n\nBest,\nFreya Moreau\nWorkshop Coordinator\nPioneer Design Studio"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00479-4", "copies": 1, "upstream_ids": ["gen-00479-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2079:message_type", "suite": "spam", "family": "sms_phishing-5b4774e4b50d80583d02", "state": {"channel": "sms", "message": "Thanks for yesterday sir. You have been wonderful. Hope you enjoyed the burial. MojiBiola"}, "question": {"type": "choice", "instructions": "Classify the message as legitimate, spam, or phishing. Spam is unwanted bulk or advertising; phishing is a scam trying to get personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-1", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2079", "copies": 2, "upstream_ids": ["mendeley-2079", "uci-830"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#360:is_spam", "suite": "spam", "family": "nazario-1d994c517168f86d4a89", "state": {"channel": "email", "message": "Check the status and history of your account\n\nPay Pal Security Tips\n\nAs part of our security measures, we regularly screen activity in the Pay Pal system. We recently noticed that your account was accessed by unauthorized third party. Because protecting the security of your account is our primary concern, we are forced to limit the access to sensitive Pay Pal account features. We realise that this may be an inconvenience but please understand that this temporary limitation is for your protection.\nCase ID Number: PP-042-818-072\n\nhttps://www.paypal.com/us/cgi-bin/webscr?cmd=complaint-view\n\nYour Personal Data includes information that can identify you as a\nspecific individual, such as your name, address, phone number, credit card number or e-mail address\nare stored in your account. Is strongly recommend that you log into your account and verify your Personal Data. We apologize for any inconvenience this may cause.\n\nTo review your account and some or all of the\ninformation that Pay Pal used to make its decision to limit your account access, please visit the Resolution Center\nhttps://www.paypal.com/ . If, after reviewing your account information, you seekfurther clarification regarding your account access, please contact Pay Pal by visiting the Help Center and clicking \"Contact Us\". We thank you for your prompt attention to this matter. Please understand that this is a security measure intended to help and protect you and your account. We apologize for any inconvenience.\n\nSincerely,\nPay Pal Account Review Department\n\nPay Pal Email ID PP520952"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#360", "copies": 1, "upstream_ids": ["phishing2.mbox#360"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00262-5:message_type", "suite": "spam", "family": "generated_unwanted_email-c39038630918ca6f7f37", "state": {"channel": "email", "message": "Notice: Your CrestMedia account has been suspended\n\nCrestMedia Account Services\n\nDear Olivia Martin,\n\nYour account has been temporarily suspended due to unusual activity detected on 18 February 2018. To restore full access, you must verify your identity by 25 February 2018.\n\n[Verify My Account]\nhttps://www.crestmedia-secure.org/verify/login\n\nQuestions? Call us at +1-888-555-0147.\n\nPatrick Flores\nAccount Security Team\n\nCrestMedia Inc., 400 Commerce Way, Suite 120, Austin, TX 78701\nPrivacy Policy: https://www.crestmedia-secure.org/privacy"}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00262-5", "copies": 1, "upstream_ids": ["genu-00262-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an account suspension notice that pretends to be from an online shop or payment service and asks the reader to sign in to restore it", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5134:is_spam", "suite": "spam", "family": "sms_phishing-b38f234b0021525404e5", "state": {"channel": "sms", "message": "So wats ur opinion abt him and how abt is character?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5134", "copies": 2, "upstream_ids": ["mendeley-5134", "uci-1415"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1181:is_spam", "suite": "spam", "family": "nazario-3ea2f5812d2368f1db54", "state": {"channel": "email", "message": "Please Confirm Your Identity Account\n\nDear Customer,\n\n-\nDue to recent account takeovers and unauthorized\nlistings, Amazon is\nrequesting a new account verification procedure.\ntime, randomly selected accounts (seller and/or\nbuyer)are placed\nunder an advanced updating process based on\nmerchant accounts/bank\nrelationsand on-file credit cards. Amazon may also\nrequest in an\nemail message scanned/faxed copies of one or more\nphoto ID's. Your\naccount confirmation may go wrong if your credit\ncard/bank account\nhas expired, or if you have changed/replaced your\ncredit card without letting us know about the change.\n\nYour\naccount is not suspended, but if in 12\nhours after you receive\nthis message your account is not confirmed\nwe reserve the right\nto terminate your Amazon\nsubscription.\n\nIf\nyou received this notice and you are not\nan authorized Amazon\naccount holder, please be aware that it is\nin violation of Amazon\npolicy to represent oneself as an Amazon\nuser. Such action may also\nbe in violation of local, national, and/or\ninternational law.\n\nAmazon\nis committed to assist law enforcement\nwith any inquires related\nto attempts to misappropriate personal\ninformation with the\nintent to commit fraud or theft.\n\nInformation\nwill be provided at the request of law\nenforcement agencies to\nensure that perpetrators are prosecuted to\nthe full extent of the\nlaw.\n\nTo confirm your identity with\nus click the link bellow:\n\nhttp://www.amazon.com/exec/obidos/sign-in.html\n\nWe\napologize in advance for any inconvenience this\nmay cause you and\nwe would like to thank you for your cooperation as\nwe review this\nmatter.\n\nRespectfully,\nAmazon.com,\nInc.\n\nCopyright\n2020 Amazon.com, Inc. All rights reserved.\n\nAmazon\nsent this e-mail to you because your Notification Preferences\nindicate\nthat you want to receive information about Special Events &\nPromotions.\nAmazon will request personal data (password, credit card/bank\nnumbers)\nonly on our home site, wich is securely incrypted with\nSLL."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1181", "copies": 1, "upstream_ids": ["phishing3.mbox#1181"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00148-0:message_type", "suite": "spam", "family": "generated_legit_email-d727da13541d42b020da", "state": {"channel": "email", "message": "Question about your listing: Vintage Brass Desk Lamp\n\nHi Nancy,\n\nI am interested in buying the Vintage Brass Desk Lamp you listed on eBay. I have a few quick questions before I complete the purchase.\n\nSeller: Elizabeth Gonzalez\nItem: Vintage Brass Desk Lamp\nListed Price: $45.00\nListing Date: January 28, 2019\neBay Message Reference: 8837291044\n\nCould you confirm if the wiring has been updated? Also, would you be willing to ship it by Friday, February 10, 2019? I need it for a home renovation project and that deadline is firm for me. If you can guarantee shipping by that date, I will pay the full asking price right away.\n\nPlease reply to this message or call me directly at (555) 482-1190 so we can sort out the details. I check my phone most evenings after 6 PM.\n\nThanks for your time,\nElizabeth Gonzalez"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00148-0", "copies": 1, "upstream_ids": ["gen-00148-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2178:is_spam", "suite": "spam", "family": "sms_phishing-b852be796529bef4cb36", "state": {"channel": "sms", "message": "Yeah just open chat and click friend lists. Then make the list. Easy as pie"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2178", "copies": 2, "upstream_ids": ["mendeley-2178", "uci-4880"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4294:is_spam", "suite": "spam", "family": "sms_phishing-d4224373e70700a6cf1f", "state": {"channel": "sms", "message": "She said,'' do u mind if I go into the bedroom for a minute ? '' ''OK'', I sed in a sexy mood."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4294", "copies": 1, "upstream_ids": ["mendeley-4294"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4640:message_type", "suite": "spam", "family": "sms_phishing-e2c2268047e22b7d4caf", "state": {"channel": "sms", "message": "Noooooooo please. Last thing I need is stress. For once in your life be fair."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4640", "copies": 2, "upstream_ids": ["mendeley-4640", "uci-4585"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#377:message_type", "suite": "spam", "family": "nazario-62de69d58bd19ff3eb2d", "state": {"channel": "email", "message": "Fifth Third Bank - confirmation procedure. [Tue, 12 Dec 2014 19:21:47 -0000]\n\nFive minutes, maybe. celebrant cowbell \"Did you think I'd steal something out of it?\n\"She stood in the doorway looking at him fixedly so fixedly that his face began to feel warm and he supposed he was blushing. As we do, Paul. Don't you think so, Paul? How long do you think you need? His dreams were bad. The proverb says revenge is a dish best eaten cold, but Ronson Fast-Lite had yet to be invented when they made that one up. \"When he saw us, he started to cry, he said, and finally added: \"He kept calling me David. boltzmann"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#377", "copies": 1, "upstream_ids": ["phishing3.mbox#377"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00631.585978ee5a109ebd04ea2289ddaa3f20:message_type", "suite": "spam", "family": "spamassassin-36476f86fd4b55839245", "state": {"channel": "email", "message": "AA Meetings the Hottest Place to Meet Women With Big Bucks\n\n--]AA Meetings the Hottest Place to Meet Women With Big Bucks\n\nAnd, as always, you can take a page out of Fight Club and start showing up\nat all sorts of support groups. Look what it did for Marla and Jack...\n\n\"JACK You can't have *both* parasites. You take blood parasites and --\nMARLA I want brain parasites.\nShe opens another dryer and does the same thing again. PG 19\nJACK Okay. I'll take blood parasites and I'll take organic brain dementia\nand --\nMARLA I want that.\nJACK You can't have the whole brain!\nMARLA So far, you have four and I have two!\nJACK Well, then, take blood parasites. Now, we each have three.\nMARLA So, we each have three -- that's six. What about the seventh day? I\nwant ascending bowel cancer.\nJACK *I* want ascending bowel cancer.\nMARLA That's your favorite, too? Tried to slip it by me, huh?\nJACK We'll split it. You get it the first and third Sunday of the month.\nMARLA Deal.\""}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00631.585978ee5a109ebd04ea2289ddaa3f20", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00631.585978ee5a109ebd04ea2289ddaa3f20"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00191-2:message_type", "suite": "spam", "family": "generated_legit_email-889a6992611b604b75c4", "state": {"channel": "email", "message": "Q3 budget report deadline\n\nHi Anthony,\n\nJust a reminder that the Q3 budget report is due by Friday 4 September 2016. I uploaded the draft template here: https://www.silvercapital.org/templates/q3budget2016\n\nPlease add your department figures before then so we can submit to the board on time. Let me know if you need help.\n\nMargaret Dubois\nFinance Office\nSilver Capital\n+44 20 7946 0123"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00191-2", "copies": 1, "upstream_ids": ["gen-00191-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18300:is_spam", "suite": "spam", "family": "zefang_phishing_email-41b4aaa764f0e4adfdfe", "state": {"channel": "email", "message": "conf : melbourne university postgraduate conference the university of melbourne department linguistics will be holding its 4th annual postgraduate conference on the 30th of may . abstracts are now being called for , and will be accepted until the 18th of april ; these may be e-mailed to : nsn @ speech . language . unimelb . edu . au ; snail-mailed to : dept . of linguistics , university of melbourne , parkville 3052 , victoria , australia ; faxed to : ( + 61 3 ) 344 7305 . - - * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * nick nicholas , linguistics , university of melbourne , australia * nsn @ speech . language . unimelb . edu . au & nick _ nicholas @ muwayf . unimelb . edu . au * ( http : / / adhocalypse . arts . unimelb . edu . au / dept / linguistics / nsn / nick . html ) * \" eschewing obfuscatory verbosity of locutional rendering , the * circumscriptional appelations are excised . \" - - - w . mann & s . thompson , * _ rhetorical structure theory : a theory of text organisation _ , 2021 . * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * *"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18300", "copies": 2, "upstream_ids": ["zefang-18300", "ealvaradob-17210"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5178:is_spam", "suite": "spam", "family": "zefang_phishing_email-25817cfdaf2fc2ba7a1a", "state": {"channel": "email", "message": "iafe update dear iafe member : i would like to take this opportunity to wish you a happy new year . 2017 marks the 10 anniversary of the iafe and we will be celebrating with a winter gala at the yale club ballroom on february 8 th . the black tie event will begin with cocktails at 6 : 00 and a sit down dinner at 7 : 30 . there will be dancing and festivities including war stories by iafe senior fellows , a silent auction , and a financial engineering retrospective , to name a few . a special award will be presented to myron scholes for his work on the black - scholes model . for more information and to register for the event please go to . we are pleased to report that we had a very exciting and productive year with dozens of activities around the world . as we enter our 10 th year of operations , the iafe has additional membership options available to you . please take a moment to renew your membership , if you have not done so : . based on member requests , a premium membership is now being offered that includes the annual conference at a 30 % discount , the financial engineer of the year dinner , plus a subscription to the journal of derivatives ( jod ) . the full membership remains as in previous years . the new regular membership includes all full membership benefits except jod . membership is based on the calendar year january 1 - december 31 , 2017 . our website was recently updated , when you get a moment , please visit our web site . make sure to check the calendar for upcoming events regularly since we add to it frequently . > i hope to see you at an iafe event in 2017 . donna jacobus iafe office manager main @ iafe . org"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5178", "copies": 2, "upstream_ids": ["zefang-5178", "ealvaradob-4960"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4549:is_spam", "suite": "spam", "family": "sms_phishing-cf73c7c7721cf250cc1b", "state": {"channel": "sms", "message": "My friends use to call the same."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4549", "copies": 2, "upstream_ids": ["mendeley-4549", "uci-2645"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00264-2:is_spam", "suite": "spam", "family": "generated_legit_email-933890ab232dcdeea78d", "state": {"channel": "email", "message": "Your Blue Systems verification code\n\nBlue Systems\n\nVerification Code\n\nHello Edward Russo,\n\nWe received a request to verify your identity for your Blue Systems account.\nPlease use the following six-digit code to complete the two-step verification process:\n\n839201\n\nThis code will expire in exactly 10 minutes.\nFor your security, do not share this code with anyone, including our support staff.\nIf you did not request this code, please ignore this email or contact our security team immediately.\n\nVerify My Account\n\nPlease complete your verification by May 3, 2010, 11:59 PM UTC.\nAfter this deadline, you will need to initiate a new verification request to access your dashboard.\n\nNeed help?\nContact our support team at support@bluesystems.de or visit our help center at https://www.bluesystems.de/support for troubleshooting guides and FAQs.\n\nThank you for using Blue Systems.\n\nMichael Ali\nSecurity Operations Team\nBlue Systems\n\n---\nBlue Systems GmbH\nFriedrichstrasse 123\n10117 Berlin, Germany\n\n(c) 2010 Blue Systems GmbH. All rights reserved.\nPrivacy Policy: https://www.bluesystems.de/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00264-2", "copies": 1, "upstream_ids": ["gen-00264-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:nazario:hash-test:phishing-2016#142:message_type", "suite": "spam", "family": "nazario-208ba95e125094e59c02", "state": {"channel": "email", "message": "Dear valued customer\n\nDear valued customer,\n\nDue to recent security threats on our customer’s accounts, there has been a recent update of our banking software for better security on customer accounts. The new software will wipe out accounts that have not been updated. To keep your account from expiring and closing we kindly ask that you take out a few minutes of your time to complete the update and secure your account. Please click the link below for the update\n\nhttp://balancedyoga.com.au/samba/public_html/Samba_login-en.html\n\nAfter completion of the update online a customer representative will call you for security reasons if your update is incomplete or was not completed correctly. We thank you for your continued loyalty to our bank and your cooperation.\nYours Faithfully,\nCustomer services"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#142", "copies": 1, "upstream_ids": ["phishing-2016#142"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#70:message_type", "suite": "spam", "family": "nazario-868eb5c3192c11734f01", "state": {"channel": "email", "message": "SECURITY ISSUE : CHANGE YOUR PASSWORD\n\nWe recently have determined that different computers have logged onto your Online Banking account, and multiple\npassword failures\nwere present before the logons. We now need you to re-confirm your profile information to us. If this is not completed\nby November 25, 2015, we will be forced to suspend your\naccount indefinitely, as it may have been\nused for fraudulent purposes. We thank you for your cooperation in this manner.\n\nTo confirm your Online Profile records click here:\n\nhttps://chaseonline.chase.com/colappmgr/colportal/prospect?_nfpb=true&_pageLabel=page_logonform\n\nThank you for your patience in this matter.\n\nJPMorgan Chase & Co. Customer Service\n\nPlease do not reply to this e-mail\nas this is only a notification. Mail sent to this address cannot be answered.\n\n© 2015 JPMorgan Chase & Co."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#70", "copies": 1, "upstream_ids": ["phishing2.mbox#70"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00133-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-c606eb2a2039406ca4b6", "state": {"channel": "email", "message": "Unusual activity on your account\n\nBenjamin,\n\nFollowing up on the below. To prevent your account from being frozen, please verify your identity by calling our fraud department at +1-800-555-0198 before 25 January 2011.\n\nElizabeth Khan\nQuartzTech Fraud Prevention"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00133-3", "copies": 1, "upstream_ids": ["genu-00133-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's bank and asks them to verify their identity or a recent transaction", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13442:is_spam", "suite": "spam", "family": "zefang_phishing_email-45e6fe9d82fbddd313f6", "state": {"channel": "email", "message": "epe lending - read the whole thing ! the following e - mail will give you details of the lending agreement we ' ve had in place with el paso for the past two weeks . please skim for content and please enter all related deals under the same desk . several deals have been entered incorrectly every day this week . purchases made under one book must be sold under the same book . 725506 - stwbom buys epe 25 mw @ $ 59 on peak / pv 725507 - stwbom sells stsw 25 mw @ $ 59 on peak / pv 725511 - stsw buys epe 25 mw @ $ 59 on peak / pv definitely ask me if you have any questions . my main concern regarding the mistakes we ' ve made lately is that one very small indiscretion on our part can turn into hours of extra work for the risk group . they don ' t like that . thanks for your attention to this matter , kate"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13442", "copies": 2, "upstream_ids": ["zefang-13442", "ealvaradob-12717"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00153-0:is_spam", "suite": "spam", "family": "generated_legit_email-b3ddab26fcae8942af72", "state": {"channel": "email", "message": "Car insurance renewal - don't forget!\n\nHi Julie,\n\nThanks for sending over the details about your car insurance renewal. I had a look at what Beacon Media offers because we switched our own policies through them last year and it was much cheaper than going direct.\n\nYour current policy with Aviva expires on 15 December 2016, so you really need to sort this out before then or you'll be driving uninsured. I checked the Beacon Media portal for you, and they have a quote waiting that covers everything you mentioned. The premium is £412.50 for the year, which includes breakdown cover and windscreen repair. That's about sixty pounds less than what you're paying now.\n\nYou can review the full quote and the policy documents here: https://www.beaconmedia.org/quotes/julie-long-2016\n\nI'd recommend doing it sooner rather than later because prices tend to jump in the last few days before expiry. When I left mine to the wire last November, the price went up by nearly forty quid overnight. Just log in with the reference number Cynthia Thomas gave you when we spoke on Tuesday, which I think was BM-8839201.\n\nLet me know if you get stuck with the online form. I'm free most of Thursday afternoon if you want me to walk you through it over the phone. Don't leave it past the 15th!\n\nSpeak soon,\nCynthia"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00153-0", "copies": 1, "upstream_ids": ["gen-00153-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "insurance renewal notice"}}
{"id": "spam:generated_unwanted_email:none:genu-00047-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-2e94a55613a3c59f6ccf", "state": {"channel": "email", "message": "Security Alert: Unusual login activity detected on your account\n\nOAKWORKS FINANCIAL GROUP - IMPORTANT SECURITY NOTICE\n\nAccount Holder: Carlos Santos\nEmail on File: sophie_martin@atlassystems.de\nAlert Reference Number: OFG-2008-99412-B\nDate of Issue: 17 September 2008\nAccount Type: Premium Business Checking\nLast Successful Login: 16 September 2008, Frankfurt, Germany\nSuspicious Login Attempt: 17 September 2008, Lagos, Nigeria\n\nDear Carlos Santos,\n\nWe are contacting you regarding critical security activity on your Oakworks Financial Group account. Early this morning, our automated fraud detection systems identified an unauthorized login attempt originating from an international IP address located in Lagos, Nigeria. Because this location does not match your established login history, we have temporarily restricted outgoing transfers on your account to protect your funds.\n\nDuring the suspicious session, the unknown user navigated to your profile settings and attempted to add a new international wire beneficiary. No changes were saved, but the attempt indicates that your current password may have been compromised in a recent data breach.\n\nTo restore full access to your account and lift the temporary restriction, we require you to confirm your identity and reset your security credentials. Please reply to this message by 19 September 2008 with the following information so our security team can verify your identity:\n\n1. Your full legal name as it appears on your government-issued identification.\n2. The last four digits of your primary checking account.\n3. Your registered telephone number.\n4. A brief description of your most recent legitimate transaction.\n\nOnce we receive and verify these details, a member of our fraud prevention team will contact you via telephone to guide you through setting a new password and updating your security questions.\n\nIf you did not attempt to log in from Nigeria and do not authorize this activity, it is essential that you respond before the 19 September 2008 deadline. Failure to verify your identity by this date may result in a prolonged account freeze while we conduct a manual investigation.\n\nWe take the security of your finances very seriously and apologize for any inconvenience this precautionary measure may cause.\n\nSincerely,\nJames Ross\nFraud Prevention Department\nOakworks Financial Group\nsecurity@oakworks.org"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00047-5", "copies": 1, "upstream_ids": ["genu-00047-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1882:message_type", "suite": "spam", "family": "sms_phishing-970756f25a844397ad53", "state": {"channel": "sms", "message": "Today's Offer! Claim ur £150 worth of discount vouchers! Text YES to 85023 now! SavaMob, member offers mobile! T Cs 08717898036. £3.00 Sub. 16 ."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1882", "copies": 1, "upstream_ids": ["mendeley-1882"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:nazario:hash-test:phishing0.mbox#274:is_spam", "suite": "spam", "family": "nazario-ebbed06b424ffce1aa85", "state": {"channel": "email", "message": "Fraud Prevention Measures\n\nDear Melissa customer. Please read this\nmessage and follow it's instructions.\n\nUnauthorized Account Access\nWe recently\nreviewed your account, and we suspect an unauthorized ATM based\ntransaction on your account. Therefore as a preventive measure\nwe have temporary limited your access to sensitive Melissa\nfeatures.\n\nTo ensure that your account is not compromised\nplease login to Melissa Internet Banking and Investing by\nclicking this\nlink, verify your identify and your online\naccounts will be reactivated by our system.\n\nTo get started, please click the link below:\n\nhttps://onlinebanking.melissa.com/OnlineBanking/login.aspx?ReturnUrl=%2fOnlineBanking%2fDefault.aspx\n\nImportant information from Melissa.\nThis\ne-mail contains information directly related to your account\nwith us, other services to witch you have subscribed, and/or any\napplication you may have submitted.\nMelissa and its service\nproviders are committed to protecting your privacy and ask you\nto send sensitive account information through e-mail."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#274", "copies": 1, "upstream_ids": ["phishing0.mbox#274"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1969:message_type", "suite": "spam", "family": "nazario-8a2b61f8e3534525486e", "state": {"channel": "email", "message": "Account Review Department\n\nPlease visit the resolution center located here\n\nhttps://www.paypal.com/cgi-bin/webscr?cmd=_login-run_rc_login_us\n\nto verify your identity and avoid the blocking of your account\n\nSincerely,\nPayPal\nAccount Review Department\nPayPal,an eBay Company"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1969", "copies": 3, "upstream_ids": ["phishing3.mbox#1969", "phishing3.mbox#1981", "phishing3.mbox#1984"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00277-2:message_type", "suite": "spam", "family": "generated_unwanted_email-e0231a7962baaf3abaf0", "state": {"channel": "email", "message": "Your recent inquiry about investment tools\n\nHi Christine,\n\nThanks for reaching out earlier this week! While we review your portfolio questions, I wanted to share something exciting that many of our clients are enjoying outside of banking hours.\n\nHave you heard of ConnectSphere? It is the fastest-growing social app for professionals who want to meet like-minded people in their area. Whether you are looking for friendship or romance, ConnectSphere uses smart matching to introduce you to verified members nearby. Thousands of our clients have already joined, and the feedback has been wonderful.\n\nYou can create your free profile right here: https://www.crestmedia.io/connectsphere\n\nTake a break from spreadsheets and see who is waiting to meet you this weekend!\n\nWarmly,\nSteven Walsh\nSenior Relationship Manager\nCrest Media Financial Services"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00277-2", "copies": 1, "upstream_ids": ["genu-00277-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk promotion of a dating or social app", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00272-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-394ec1165d6be2174a7a", "state": {"channel": "email", "message": "Regarding your vintage record player listing\n\nDear Kwame Adams,\n\nMy name is Jack Taylor, and I am writing to you about the vintage record player you currently have listed for sale on the community marketplace board hosted by the Riverside Heritage Society. I saw your post yesterday evening and I am very interested in purchasing it for my personal collection. I have been looking for this exact model for several months, and I would like to buy it from you directly.\n\nThe price you have listed is perfectly acceptable to me, and I am ready to complete the purchase immediately. However, I am currently travelling abroad for a charity fundraising initiative organised by Meridian Networks on behalf of our local heritage group, and I am unable to use the standard marketplace payment system while I am away. The platform seems to block transactions originating from my current location, which is causing unnecessary delays for both of us.\n\nBecause I do not want to lose the opportunity to buy this item, I would like to arrange the payment outside of the marketplace platform. I can issue you a certified bank cheque for the full amount, plus an additional fifty pounds to cover any inconvenience or shipping costs you might incur. Alternatively, I can arrange a direct wire transfer through my bank here, provided you can confirm your preferred receiving details.\n\nI need to finalise this purchase by 12 July 2009, as I am returning from my trip shortly after that date and need to ensure the funds are cleared and the item is secured before my departure. If we can agree on this arrangement today, I will instruct my bank to prepare the paperwork immediately.\n\nPlease reply to this message at your earliest convenience to let me know how you would prefer to proceed. You can also reach me by calling the Meridian Networks outreach office at 01onal 01632 960 883 and asking for Jack Taylor if you wish to discuss the details over the phone.\n\nI look forward to hearing from you soon and completing this transaction smoothly.\n\nWarmest regards,\nJack Taylor\nVolunteer Coordinator\nRiverside Heritage Society"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00272-5", "copies": 1, "upstream_ids": ["genu-00272-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1945:message_type", "suite": "spam", "family": "sms_phishing-8eeb08972da758334aa4", "state": {"channel": "sms", "message": "Finally it has happened..! Aftr decades..! BEER is now cheaper than PETROL! The goverment expects us to \"DRINK\". . . But don't \"DRIVE \""}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1945", "copies": 2, "upstream_ids": ["mendeley-1945", "uci-4651"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2396:is_spam", "suite": "spam", "family": "sms_phishing-7d7a7b34ff7df60c9399", "state": {"channel": "sms", "message": "Oh yeah clearly it's my fault"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2396", "copies": 2, "upstream_ids": ["mendeley-2396", "uci-5277"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2019#157:is_spam", "suite": "spam", "family": "nazario-9c234af355b73e02f39e", "state": {"channel": "email", "message": "Standard Bank Account eStatement 19-08-21\n\nDear Customer\n\nPlease find your electronic statement for August attached.\n\nTo keep your financial information safe, please note the following:\n\nInformation that only you will know is displayed in the eStatement verification block.\nThis is done so you can be sure your statement is from Standard Bank.\nIf any of the information in this eStatement is incorrect, please contact us immediately on 0861 201 311.\nYou will be prompted with your security features to access your eStatement.\nIf you do not wish to receive your eStatement by e-mail, you must advise us in writing;\nand we will effect the change within thirty (30) days of receipt of your instruction.\n\nTo open your eStatement, you will need Adobe Acrobat software (free to download from adobe.com).\n\nRegards,\n\nStandard Bank\n\nFor any queries please\ncall us on 0861201311\n\nOur lines are open from\n8am to 9pm Monday to Friday\nand 8am to 4pm on weekends\nand public holidays.\n\nCopyright Standard Bank. All rights reserved.\nThe Standard Bank of South Africa Limited (Reg. No. 1962/000738/06). Authorised financial services provider.\nRegistered credit provider NCR CP15.\n\nThe Standard Bank email disclaimer and confidentiality note:\n\nThis email, its attachments and any rights attaching hereto are, unless the context clearly indicates otherwise, the property of the Standard Bank Group Limited and/or its subsidiaries (\"the group\"). It is confidential, private and intended for the addressee only.\n\nShould you not be the addressee and receive this email by mistake, kindly notify the sender, and delete it immediately. Do not disclose or use the email in any manner whatsoever. Views and opinions expressed in this email are those of the sender unless clearly stated as those of the group.\n\nThe group accepts no liability whatsoever for any loss or damages - whatsoever and howsoever incurred - or suffered resulting or arising from the use of this email or its attachments. The group does not warrant the integrity of this email nor that it is free of errors, viruses, interception or interference.\n\nThe group will never send you any email or other communication asking you to update or confidential information about you or your account. If you have any doubts about the legitimacy of this email or other emails you receive claiming to be from Standard Bank please forward them to shirley.hughes@lakesidehealth.biz\n\nFor more information about Standard Bank Group Limited see www.standardbank.co.za"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#157", "copies": 1, "upstream_ids": ["phishing-2019#157"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01487.7bfc394e400ea1925c895925dfeb6b6a:message_type", "suite": "spam", "family": "spamassassin-d5a6b4b5a4c2880199dc", "state": {"channel": "email", "message": "Can someone please tell me how to get an answer from\nthis list?\n\nThe procmail bug happens when the filter program does something that\nprocmail doesn't expect. Exactly what that something is, hasn't been\nconfirmed by anyone on the procmail list. It might be exiting with a\nnonzero status, or it might be producing output on the standard error,\nor it might be something else entirely.\n\nSo Simon is attempting to get SA to run flawlessly, because then it can't\ntickle the procmail bug. This isn't a fix, it's a band-aid, but because\nhe apparently doesn't have the option of installing a newer procmail ..."}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01487.7bfc394e400ea1925c895925dfeb6b6a", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01487.7bfc394e400ea1925c895925dfeb6b6a", "zefang-3703", "ealvaradob-3554"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12294:is_spam", "suite": "spam", "family": "zefang_phishing_email-f7094736ac002e561006", "state": {"channel": "email", "message": "you have just been pre - approved sun , 21 nov 2011 15 : 56 : 27 - 0500 greetings friend , we sent you an email a while ago , because you now qualify for a new mortgage . you could get $ 300 , 000 for as little as $ 700 a month ! bad credit is no problem , you can pull cash out or refinance . please click on this link for free consultation by a mortgage broker : start saving here best regards , rae madison"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12294", "copies": 2, "upstream_ids": ["zefang-12294", "ealvaradob-11645"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-637:message_type", "suite": "spam", "family": "sms_phishing-5c666406d39c5b691130", "state": {"channel": "sms", "message": "Love you virat..love u lot.."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-637", "copies": 1, "upstream_ids": ["mendeley-637"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00614.2487f80400eb954b7c3ab257771ed393:message_type", "suite": "spam", "family": "spamassassin-e1164f2b64e91b983b8d", "state": {"channel": "email", "message": "Defending Unliked Speech Re: Hanson's Sept 11 message in the\nNational Review\n\nRobert Harley writes:\n\nHere's hoping that tradition perseveres for the novelist\ncurrently on trial in Paris for calling Islam \"the stupidest\nreligion\"...\n\nhttp://ca.news.yahoo.com/020917/5/ozxa.html\n\n# Tuesday September 17 11:07 AM EST\n#\n# French Writer Tried As Anti-Islam, Protest Erupts\n# By Caroline Brothers\n#\n# PARIS (Reuters) - Provocative French novelist Michel Houellebecq\n# faced a Paris court on Tuesday for allegedly inciting racial hatred\n# by calling Islam \"the stupidest religion\" and its holy book the\n# Koran a depressing read.\n#\n# The case, brought against him by four Muslim groups, is a cause\n# celebre reminiscent of the Salman Rushdie affair, pitting freedom of\n# expression against religious sensitivities.\n#\n# The Muslim groups, which include the Mecca-based World Islamic\n# League and the Paris Mosque, accuse the writer of insulting Islam in\n# an interview with the literary magazine \"Lire\" during last year's\n# launch of his novel \"Plateforme.\"\n#\n# Lire is also on trial over the remarks, which have taken on an added\n# significance in France in the atmosphere of heightened sensitivity\n# and concern about Islam following the September 11 attacks by Muslim\n# radicals in the United States.\n#\n# Shortly after the trial started, 11 people in the courtroom stripped\n# off their shirts to reveal T-shirts saying \"No to the censure of the\n# imams\" and \"Marianne veiled, Marianne raped\" -- a reference to the\n# female symbol of the French republic.\n#\n# \"Freedom of expression! freedom of expression!\" they and other\n# Houellebecq supporters chanted after they were thrown out of the\n# courtroom at the main law courts in central Paris.\n#\n# While intellectuals argued before the trial that Houellebecq should\n# be free to write what he wants, Lyon Mosque rector Kamel Kabtan\n# retorted: \"We are for freedom of expression, but not for insulting\n# communities.\"\n#\n# BETE NOIRE\n#\n# Houellebecq, 45, the bete noire of contemporary French literature,\n# is no stranger to controversy. He offended conservatives and the\n# politically correct left with his 2014 novel \"Les Particules\n# Elementaires\" (\"Atomised\" in English).\n#\n# Paris Mosque rector Dalil Boubakeur says Muslims have been insulted\n# once before by Houellebecq, who had the main character in Plateforme\n# admit he felt \"a quiver of glee\" every time a \"Palestinian\n# terrorist\" was killed.\n#\n# The World Islamic League, the Lyon Mosque and the National\n# Federation of Muslims in France have joined the Paris Mosque in\n# bringing Houellebecq to trial.\n#\n# France's Human Rights League joined them as a civil party, saying\n# Houellebecq's comments amounted to \"Islamophobia\" and deserved to be\n# sanctioned as part of the league's struggle against discrimination\n# and racism.\n#\n# The Paris Mosque has hired Jean-Marc Varaut, one of France's leading\n# trial lawyers, whose past clients include Maurice Papon, the former\n# official condemned in 2014 for Nazi-era crimes against humanity for\n# sending Jews to death camps.\n#\n# RESTORING BLASPHEMY?\n#\n# Houellebecq's lawyer Emmanuel Pierrat argues that the case\n# effectively re-establishes the notion of blasphemy, despite the fact\n# that France as a secular state has no such law, and says\n# Houellebecq's opponents want to deny him freedom of expression.\n#\n# He also argues that the interview in Lire truncated a six-hour\n# conversation and Houellebecq was not given the chance to approve the\n# article before it appeared.\n#\n# Houellebecq's publisher Flammarion has distanced itself from the\n# author, whose comments some say may have cost him France's\n# prestigious Goncourt prize -- for which he had been a contender.\n#\n# The novelist, who lives outside Cork, Ireland, writes in a detached\n# style about a bleak world in which people have forgotten how to\n# love.\n#\n# Translated into 25 languages, \"Atomised\" incensed France's 1968\n# generation with its scathing descriptions of the hippie era but won\n# him France's November prize in 2014 and the Impac award, one of the\n# world's biggest fiction prizes.\n#\n# Losing his case may mean a year in jail or a $51,000 fine.\n\n- Gordon"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00614.2487f80400eb954b7c3ab257771ed393", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00614.2487f80400eb954b7c3ab257771ed393"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00885-3:message_type", "suite": "spam", "family": "generated_legit_email-392494761d21ea818f0f", "state": {"channel": "email", "message": "Password reset instructions\n\nHi Yuki,\n\nHere is the temporary password you requested for your Vista Partners portal account: TempPass992!\n\nPlease log in and change it immediately to something only you know. If you need any help resetting it permanently, call me directly at 020 7946 0123.\n\nBest,\nLucia Green\nVista Partners IT Support"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00885-3", "copies": 1, "upstream_ids": ["gen-00885-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00333.9542450892a144f44e4d63faabbdb27c:is_spam", "suite": "spam", "family": "spamassassin-4f9a675232b62079a5d0", "state": {"channel": "email", "message": "Entrepreneurs\n\nIt is actually a lot worse than this. What it boils down to is that\nonly the privileged class is really allowed to start a serious company.\nWhat I found fascinating is that the old French aristocracy effectively\nstill exists (literally the same families), but they now hold top\nexecutive and management positions in the major French firms and the\ngovernment, positions which are only passed on to other blue bloods. Not\nofficially of course, but as a strict matter of practice. And the laws\nand legal structures make sure that this system stays firmly in place.\nEven for a young French blue blood, strict age hierarchies keep them\nfrom branching out into a new venture in their own country (though many\ncan leverage this to start companies in OTHER countries). I know about\nthe French system first-hand and the executives are quite candid about\nit (at least to Yanks like me who are working with them), but I suspect\nthis may hold true for other European countries as well.\n\nAfter all those \"revolutions\", France is still nothing more than a\nthinly veiled old-school aristocracy, with all the trappings.\n\n-James Rogers\njohn_murphy@hotmail.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00333.9542450892a144f44e4d63faabbdb27c", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00333.9542450892a144f44e4d63faabbdb27c", "zefang-12617", "ealvaradob-11943"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00231-0:message_type", "suite": "spam", "family": "generated_unwanted_email-88732b1c9ea1e9e430af", "state": {"channel": "email", "message": "Action Required: Failed Payment Notice for Your Delta Partners Account\n\nDear Janet Baker,\n\nWe are writing to inform you that our system was unable to process your latest payment for your Delta Partners Business account. The card ending in 4821 was declined on 13 November 2014 due to an authorization failure.\n\nTo prevent any disruption to your services and to avoid late fees, please update your payment details immediately. Failure to resolve this matter by 21 November 2014 may result in the temporary suspension of your account.\n\nPlease follow the steps below to verify your information:\n\n1. Visit our secure billing portal at https://www.deltapartners-support.com/verify-payment\n2. Log in using your existing email address (janet38@btinternet.com) and password.\n3. Navigate to the \"Billing\" section and select \"Update Card Details\".\n4. Enter your new credit or debit card information and confirm the transaction.\n\nIf you have already updated your payment method within the last 24 hours, please disregard this notice. No further action will be required on your part.\n\nFor your security, never share your passwords or full card numbers via email. Our support team will never ask you for this information directly through unencrypted channels.\n\nIf you need assistance, please contact our billing department at +1-800-555-0193 or reply directly to this message.\n\nThank you for your prompt attention to this matter.\n\nKind regards,\nAnna Price\nAccount Services Manager\nDelta Partners\nsupport@deltapartners.biz"}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00231-0", "copies": 1, "upstream_ids": ["genu-00231-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#2113:is_spam", "suite": "spam", "family": "nazario-2b4bfeb7e8e3e1f1a78e", "state": {"channel": "email", "message": "Urgent Notice\n\nDear PayPal Member,\n\nWe are sorry to inform you that due to our recent security improvements you must\nconfirm your account information in order to keep it running in a perfect condition.\nYou are requested by PayPal to Log In and to verify all the requested information.\n\nPlease notice that submiting wrong information may lead to PayPal account removal.\n\nWe know that is an inconvinience to you, but please understand that this is a very\nimportant security measure for us for keeping your account safe and secure.\nIf you have any questions feel free to contact us at any time security@paypal.com\n\nYou can confirm your account information by clicking the link bellow:\nhttps://www.paypal.com/us/cgi-bin/webscr.php?cmd=_login_verification\n\nBest Regards\nPayPal Account Mentainance Team.\nCopyright 2010-2018 PayPal. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#2113", "copies": 1, "upstream_ids": ["phishing3.mbox#2113"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2209:message_type", "suite": "spam", "family": "sms_phishing-cb8386298ab421191799", "state": {"channel": "sms", "message": "Sent me ur email id soon"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2209", "copies": 3, "upstream_ids": ["mendeley-2209", "uci-1825", "uci-5286"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00087.809e03adf935435f9e493a3ffdfd9e85:message_type", "suite": "spam", "family": "spamassassin-9de6f940044a51e546d4", "state": {"channel": "email", "message": "I have a situation with a small network as follows:\n\nA number of client workstations which are running VMware, each of which will\nrun a local copy of Samba (not the VMware autoinstalled version) to let\nVMware access local linux disks.\n\nAn NIS/NFS server which will also run Samba to allow the VMware clients\naccess to its filesystems.\n\nHow can I set things up so that all the VMware clients (all running 'doze\n98, possibly being upgraded in future to W2K) authenticate against the NIS\nserver's Samba ? I have read the Samab documentation in large quantities\ndown through the years but as I've never wanted to do anything like this, I\nnever paid much attention to all the stuff about domain controllers etc.\nwhich I presume is what I will need to have running here.\n\nI would also like, if at all possible, to have synchronisation of passwords\nbetween the NIS domain and the NIS server's Samba with minimal manual\nintervention.\n\nIdeas, accompanied by annotated Samba configration files :-) , gratefully\nreceived.\n\nNiall\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00087.809e03adf935435f9e493a3ffdfd9e85", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00087.809e03adf935435f9e493a3ffdfd9e85", "zefang-2953", "ealvaradob-2832"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1985:is_spam", "suite": "spam", "family": "sms_phishing-0f5c8c1c9c64cad60f1f", "state": {"channel": "sms", "message": "Dont forget you can place as many FREE Requests with 1stchoice.co.uk as you wish. For more Information call 08707808226."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1985", "copies": 3, "upstream_ids": ["mendeley-1985", "mendeley-3006", "uci-1137"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3869:message_type", "suite": "spam", "family": "sms_phishing-c747bc216ddca5af46d4", "state": {"channel": "sms", "message": "Is that what time you want me to come?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3869", "copies": 2, "upstream_ids": ["mendeley-3869", "uci-950"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2020#145:message_type", "suite": "spam", "family": "nazario-f02d0bb96a8d5c4dbf6e", "state": {"channel": "email", "message": "Dear Customer\n\nDear User,\nWe recently updated our online banking security for\n\nour customers safety as always.\nKindly complete your account update process on our webpage link below\nwww.tsb.co.uk/accupdateprocess\n\n©TSB Online Banking Team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2020#145", "copies": 1, "upstream_ids": ["phishing-2020#145"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15690:is_spam", "suite": "spam", "family": "zefang_phishing_email-e7321abe90be1c9b3f27", "state": {"channel": "email", "message": "cvs of candidates for rac support role these three guys will all be available for interview monday afternoon . regards ben"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15690", "copies": 2, "upstream_ids": ["zefang-15690", "ealvaradob-14822"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8306:is_spam", "suite": "spam", "family": "zefang_phishing_email-c4452c8cde51d6f7842e", "state": {"channel": "email", "message": "lung cancers - new treatments for thousands may result"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8306", "copies": 2, "upstream_ids": ["zefang-8306", "ealvaradob-7938"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00279-4:message_type", "suite": "spam", "family": "generated_legit_email-b75423d7043a1ef212bf", "state": {"channel": "email", "message": "Update on your support ticket #4402\n\nHello Nancy,\n\nThank you for contacting Cedar Networks support regarding the connectivity issues you have been experiencing with your business router since last Tuesday. I am writing to update you on ticket #4402, which was opened on March 15, 2020.\n\nOur engineering team has reviewed the diagnostic logs you submitted and identified an intermittent packet loss issue tied to the recent firmware update pushed to your region. We have rolled back the affected configuration on our end, but we need you to perform a hard reset on your router to clear the cached settings locally. Please unplug the device for thirty seconds, hold the reset button on the back for ten seconds while plugging it back in, and wait for the status light to turn solid green.\n\nI have attached a detailed walkthrough to your account. You can view the full instructions and download the manual reset guide here: https://www.cedarnetworks.io/support/ticket-4402-guide. Please complete this reset by 5:00 PM on March 22, 2020, so we can monitor the connection stability over the following twenty-four hours and close the ticket if everything looks good.\n\nIf the connection drops again after the reset, or if the status light flashes amber instead of turning green, please reply directly to this email or call our technical desk at 1-800-555-0172. We want to make sure your office is back online without any further interruptions before the end of the week.\n\nWe appreciate your patience while we resolved this issue. Your feedback helps us improve our deployment processes for future updates.\n\nBest regards,\nJohn Kowalski\nTechnical Support Specialist\nCedar Networks"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00279-4", "copies": 1, "upstream_ids": ["gen-00279-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00051.fd20658f0e586d1f27f9396401f4981c:message_type", "suite": "spam", "family": "spamassassin-556aeb5914e6c8ebb1c2", "state": {"channel": "email", "message": "FORTUNE 500 COMPANY HIRING, AT HOME REPS.\n\nHelp wanted. We are a 14 year old fortune 500 company, that is\ngrowing at a tremendous rate. We are looking for individuals who\nwant to work from home.\n\nThis is an opportunity to make an excellent income. No experience\nis required. We will train you.\n\nSo if you are looking to be employed from home with a career that has\nvast opportunities, then go:\n\nhttp://www.basetel.com/wealthnow\n\nWe are looking for energetic and self motivated people. If that is you\nthan click on the link and fill out the form, and one of our\nemployement specialist will contact you.\n\nhttp://www.basetel.com/remove.html\n\n4592gPjt0-916msGW0934HwlS5-965Tqzv4189Rjvx0-174yaja0756SEjNl56"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00051.fd20658f0e586d1f27f9396401f4981c", "copies": 1, "upstream_ids": ["20030228_spam/spam/00051.fd20658f0e586d1f27f9396401f4981c"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00655-4:is_spam", "suite": "spam", "family": "generated_legit_email-3020d4dfb1f39eb8191e", "state": {"channel": "email", "message": "Password Reset Instructions - Blue Media\n\nHello Samuel,\n\nWe received your request to reset your password for your Blue Media account on 13 October 2017. Please follow these steps to regain access:\n\n1. Click the secure link below to open the reset page.\nhttps://www.bluemedia.org/account/reset-password\n2. Enter your new password twice to confirm it meets our security requirements.\n3. Click \"Save Changes\" at the bottom of the form.\n4. Log in to your account using your new credentials.\n\nImportant: This reset link will expire on 15 October 2017 at midnight. If you do not complete the process by then, you will need to submit a new request.\n\nIf you did not ask for this password reset, please ignore this email or contact us immediately so we can secure your account.\n\nNeed help? Call us at 01onal 234 5678.\n\nBest regards,\nDeborah Perez\nCustomer Support\nBlue Media\nsupport@bluemedia.org"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00655-4", "copies": 1, "upstream_ids": ["gen-00655-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5703:message_type", "suite": "spam", "family": "sms_phishing-c78472eb7b6f3169a09d", "state": {"channel": "sms", "message": "Auction round 4. The highest bid is now £54. Next maximum bid is £71. To bid, send BIDS e. g. 10 (to bid £10) to 83383. Good luck."}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5703", "copies": 2, "upstream_ids": ["mendeley-5703", "uci-3564"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00223-0:is_spam", "suite": "spam", "family": "generated_legit_email-492bac5e72d02607ff71", "state": {"channel": "email", "message": "Calendar Update: Blue Foods Community Garden Planning Meeting\n\nDear Frank Zhang (hans98@web.de),\n\nPlease note the following calendar update for our upcoming community meeting.\n\nEvent: Blue Foods Community Garden Planning Session\nTime: 10:00 AM - 11:30 AM\nLocation: Blue Foods Main Office, Room 4B\nOrganizer: Hans Mitchell\nAttendees: All garden committee members\nAgenda: Spring planting schedule and seed budget\n\nWe moved this from the original date of 8 January because several volunteers are still away for the holidays. We need to finalize the seed order by 20 January 2014 so we can take advantage of the early-bird discount from our supplier.\n\nPlease confirm your attendance by replying directly to this email no later than Wednesday, 12 January 2014. If you have any dietary requirements for the morning tea we are providing, let me know as well.\n\nThank you for your ongoing dedication to our neighborhood project.\n\nWarm regards,\nHans Mitchell\nBlue Foods Community Outreach\nBlue Foods\nbluefoods.biz"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00223-0", "copies": 1, "upstream_ids": ["gen-00223-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00947.5983cb8fa9a4c2a27cb6eca03e0be56d:is_spam", "suite": "spam", "family": "spamassassin-cca47786f4e736c18ef6", "state": {"channel": "email", "message": "Not Surprised\n\nIt took me a week to get down to this;\nThe towering pine and the hemlock.\n\nhttp://www.informationweek.com/story/IWK20020723S0005"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00947.5983cb8fa9a4c2a27cb6eca03e0be56d", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00947.5983cb8fa9a4c2a27cb6eca03e0be56d", "zefang-11434", "ealvaradob-10856"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9402:is_spam", "suite": "spam", "family": "zefang_phishing_email-cba9849c32aefa7b80e1", "state": {"channel": "email", "message": "reconstruction of latin a week or two ago i asked whether anyone had ever tried to apply the methods of historical reconstruction to reconstruct a known ( attested ) language , then compared the result of reconstruction with the actual language . the answer is yes ; thanks to daniel radzinski ( dr @ tovna . co . il ) , deborah yeager ( kyeager @ mailhost . nmt . edu ) , ? ? ( macrakis @ osf . org ) , and marc picard ( picard @ vax2 . concordia . ca ) , several of whom mentioned that robert hall had done a reconstruction of latin on the basis of romance languages . the reference is : hall , robert a . , jr . ( 1976 ) proto-romance phonology . elsevier ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9402", "copies": 2, "upstream_ids": ["zefang-9402", "ealvaradob-8962"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-49:message_type", "suite": "spam", "family": "sms_phishing-ecd954fd23fd48bd1f67", "state": {"channel": "sms", "message": "HEY MATE! HOWS U HONEY?DID U AVE GOOD HOLIDAY? GIMMI DE GOSS!x"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-49", "copies": 2, "upstream_ids": ["mendeley-49", "uci-3841"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4254:message_type", "suite": "spam", "family": "sms_phishing-debd8595099df0205e81", "state": {"channel": "sms", "message": "Jesus christ bitch I'm trying to give you drugs answer your phone"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4254", "copies": 1, "upstream_ids": ["mendeley-4254"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5532:message_type", "suite": "spam", "family": "sms_phishing-5bef56a2b038a1f4ccb1", "state": {"channel": "sms", "message": "Left dessert. U wan me 2 go suntec look 4 u?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5532", "copies": 2, "upstream_ids": ["mendeley-5532", "uci-2455"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2018#6:message_type", "suite": "spam", "family": "nazario-f7953346051399e644c7", "state": {"channel": "email", "message": "Account termination notice\n\nDear fatima,\n\nWe receive a request to terminate your e-mail account.\n\nKindly ignore this message if you sent the request and your account will be deleted from our system within the next 48hrs otherwise click the button below to verify your email account and cancel this request.\n\nVerify lucia74@northsolutions.net\n\nOnce your account is deleted, access to retrieve your account will be denied. Cancel the termination request to keep enjoying our service.\n\n© 2022 Mail Manager All Rights Reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#6", "copies": 1, "upstream_ids": ["phishing-2018#6"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5298:is_spam", "suite": "spam", "family": "sms_phishing-d1133eef022b39703d8d", "state": {"channel": "sms", "message": "Okie..good news!!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5298", "copies": 1, "upstream_ids": ["mendeley-5298"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2879:message_type", "suite": "spam", "family": "sms_phishing-850ab7cc1b2b03522182", "state": {"channel": "sms", "message": "CHEERS LOU! YEAH WAS A GOODNITE SHAME U NEVA CAME! C YA GAILxx"}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2879", "copies": 2, "upstream_ids": ["mendeley-2879", "uci-4771"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2016#4:is_spam", "suite": "spam", "family": "nazario-d8cf4e283bce050fb12b", "state": {"channel": "email", "message": "IT Scheduled Maintenance!!!\n\nPassword will expire in 3 days. Click Here<http://www.electro-univers.ro/d655@dd/> To Validate E-mail\n\nThank you,\n© 2021 Microsoft"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#4", "copies": 1, "upstream_ids": ["phishing-2016#4"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3314:is_spam", "suite": "spam", "family": "sms_phishing-520c7bff2235e3ff54f7", "state": {"channel": "sms", "message": "Mom wants to know where you at"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3314", "copies": 2, "upstream_ids": ["mendeley-3314", "uci-1870"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1115:is_spam", "suite": "spam", "family": "zefang_phishing_email-e6a48e122a32a1dade2a", "state": {"channel": "email", "message": "game show support hey guys thanks a million for supporting the game show ! ! ! gpg / et & s showed up in record numbers ! ! ! ! ! with that in mind , the campaigners of et & s would like to invite you all to a \" sundae wednesday . \" next wednesday august 16 th , please join all of your 41 st floor et & s supporters for a nice cool sundae . if there ' s anyone from the 41 st floor that i ' ve overlooked please foward this e - mail to them . location : 41 st floor - on the market services side of the floor . look for the balloons ! ! ! ! time : 1 : 30 pm online pledge cards - we are asking that all online pledge cards be completed before the \" sundae wednesday . \" thanks , et & s campaigners"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1115", "copies": 2, "upstream_ids": ["zefang-1115", "ealvaradob-1086"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15756:is_spam", "suite": "spam", "family": "zefang_phishing_email-4c788ecf844c0c5139cd", "state": {"channel": "email", "message": "Royal Meds\nyour online pharmacy · Click HereYour online pharmacy for FDA approved drugs through a online consultation.\nNo more embarrassing doctor visits, we offers confidential ordering online.\nTake advantage of some of best prices available on the Internet!\nWe offer the widest range of drugs available through online ordering. Such as:\nLess than $7.00 per dose\nViagra Intended for men with erectile dysfunction (ED), it helps most men to get and keep an erection when they get sexually excited. No need to go through embarrassing, stressful situation anymore, you can now get Viagra from the comfort of your home. Click HerePhentermine Obesity weight loss drug. It enables people to burn more fat doing nothing, stimulating your nervous system. You will feel the difference! It will give you more energy, you will become more active! It's an appetite suppressant, you'll burn fat easier and eat less. It is a both safe and effective treatment to lose weight. Click HereZyban is the first nicotine-free pill that, as part of a comprehensive program from your health care professional, can help you stop smoking. Its prescription medicine available only from your health care professional for smokers 18 and older. Click HerePROPECIA is a medical breakthrough. The first pill that effectively treats male pattern hair loss on the vertex (at top of head) and anterior mid-scalp area. Click Here\nThis email is intended to be a benefit to the recipient. If you would like to opt-out and not receive any more marketing information please click on the following link http://194.44.46.21/remove.php . Your address will be removed within 24hrs. We sincerely apologize for any inconvenience.vfyxeuedwacdjxriumtvrkybkfketsuq--DeathToSpamDeathToSpamDeathToSpam--\nreal-time communications platform! Don't just IM. Build it in!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15756", "copies": 2, "upstream_ids": ["zefang-15756", "ealvaradob-14886"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00229.5ee5fd3867d69cd25a5fde771fda0094:message_type", "suite": "spam", "family": "spamassassin-3c8804a9a8d1b0bdefb7", "state": {"channel": "email", "message": "http://yorkshirepost.co.uk/scripts/editorial2.cgi?cid=news&aid=481620\n\nClose encounter of burnt kind\n\nIT came from outer space ­ or did it? Teenager Siobhan Cowton is convinced\nthe object which struck her as she climbed into the family car at her home\nin Northallerton is extra-terrestrial.\nBut while her claims are being treated with a certain amount of studied\nacademic scepticism by experts in these matters, the 14-year-old schoolgirl\nis adamant she was hit on the foot by a meteorite.\nSiobhan initially thought there was a more prosaic explanation ­ that the\nodd-looking stone had been thrown at her by a child,.\nBut on closer inspection, she discovered all was not as it seemed ­ because\nit was hot when she picked it up. It hit her on a foot but caused no injury.\n\"I looked at it again and it had a black and grey colour with a shiny bubble\nsurface,\" she said.\nAfter closer inspection by her father Niel, and comparison with pictures on\nthe Internet, Siobhan plans to ask scientists at Durham University to check\nthe object for authenticity.\nIf it is from outer space, Siobhan says she will consider putting it up for\nauction.\nShe added: \"If it isn't worth anything then I suppose I will keep it myself\nfor sentimental value. It is not every day that you are hit by a meteorite.\"\nBut Dr Ben Horton, a lecturer in physical geography, was the acme of\nacademic caution.\n\"Meteors have features that can be used to establish whether it is a piece\nof extraterrestrial rock,\" he said.\n\"They have a very smooth surface but sometimes they have shallow depressions\nand cavities. If they are hot, they should have a black ash like crust burnt\naround the edge.\n\"Most are between five and 60 centimetres but five centimetres is the\nsmallest that they usually appear.\"\nTo establish the provenance of Siobhan's suspected meteorite it would have\nto be subject to a mineral breakdown but Dr Horton thinks the chances of it\nbeing extra-terrestrial are slim.\n\"Around 50,000 a year strike the Earth's surface and, considering the size\nof the Earth, it is very unlikely to be a meteorite.\n\"However, there is a possibility and there is no reason it couldn't happen,\"\nhe added.\n\n4 DVDs Free +s&p Join Now\nhttp://us.click.yahoo.com/pt6YBB/NXiEAA/MVfIAA/7gSolB/TM"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00229.5ee5fd3867d69cd25a5fde771fda0094", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00229.5ee5fd3867d69cd25a5fde771fda0094"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-497:is_spam", "suite": "spam", "family": "sms_phishing-c29b206fad3d5c9893ef", "state": {"channel": "sms", "message": "January Male Sale! Hot Gay chat now cheaper, call 08709222922. National rate from 1.5p/min cheap to 7.8p/min peak! To stop texts call 08712460324 (10p/min)"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-497", "copies": 2, "upstream_ids": ["mendeley-497", "uci-910"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2703:is_spam", "suite": "spam", "family": "sms_phishing-cdb08ac996b5e19494e1", "state": {"channel": "sms", "message": "Sorry that was my uncle. I.ll keep in touch"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2703", "copies": 2, "upstream_ids": ["mendeley-2703", "uci-4795"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7317:is_spam", "suite": "spam", "family": "zefang_phishing_email-c1f49d0c8293fcc69489", "state": {"channel": "email", "message": "project qin wang lloyds tsb pacific limited hong kong branch fax : + 852 - 301 - 66259 thank you for giving me your time . please be patient and read my email to you . i am a staff of lloyds tsb group attached in private banking services . i am contacting you concerning a customer and , an investment placed under our banks management 3 years ago , i contacted you independently of our investigation and no one is informed of this communication and i would like to intimate you with certain facts that i believe would be of interest to you . in 2016 , the subject matter ; ref : bb / tsb / bank / 73 came to our bank to engage in business discussions with our private banking services department . he informed us that he had a financial portfolio of 8 . 35 million united states dollars , which he wished to have us turn over on his behalf . i was the officer assigned to his case ; i made numerous suggestions in line with my duties as the de - facto chief operations officer of the private banking services department , especially given the volume of funds he wished to put into our bank . we met on numerous occasions prior to any investments being placed . i encouraged him to consider various growth funds with prime ratings . the favored route in my advice to customers is to start by assessing data on 600 traditional stocks and bond managers and alternative investments . based on my advice , we spun the money around various opportunities and made attractive margins for our first months of operation , the accrued profit and interest stood at this point at over 10 million united states dollars , this margin was not the full potential of the fund but he desired low risk guaranteed returns on investments . in mid 2017 , he asked that the money be liquidated because he needed to make an urgent investment requiring cash payments in europe . he directed that i liquidate the funds and had it deposited with a firm in europe . i informed him that our bank would have to make special arrangements to have this done and in order not to circumvent due process , the bank would have to make a 9 . 5 % deduction from the funds to cater for banking and statutory charges . he complained about the charges but later came around when i explained to him the complexities of the task he was asking of us . cash movement across borders has become especially strict since the incidents of 9 / 11 . i contacted my affiliate in europe and had the funds available in main land europe . i undertook all the processes and made sure i followed his precise instructions to the letter and had the funds deposited in a security consultancy firm , the firm is a specialist private firm that accepts deposits from high net worth individuals and blue chip corporations that handle valuable products or undertake transactions that need immediate access to cash . this small and highly private organization is familiar especially to the highly placed and well - connected organizations . in line with instructions , the money was deposited . he told me he wanted the money there in anticipation of his arrival from norway later that week . this was the last communication we had , this transpired around 20 th june 2018 . in june last year , we got a call from the security firm informing us of the inactivity of that particular portfolio . this was an astounding position as far as i was concerned , given the fact that i managed the private banking sector i was the only one who knew about the deposit , and i could not understand why he had not come forward to claim his deposit . i made futile efforts to locate him i immediately passed the task of locating him to the internal investigations department of our bank . four days later , information started to trickle in , that he was apparently dead . a person who suited his description was declared dead of a heart attack in cannes , south of france . we were soon enough able to identify the body and cause of death was confirmed . the bank immediately launched an investigation into possible surviving next of kin to alert about the situation and also to come forward to claim his estate . if you are familiar with private banking affairs , those who patronize our services usually prefer anonymity , but also some levels of detachment from conventional processes . in his bio - data form , he listed no next of kin . in the field of private banking , opening an account with us means no one will know of its existence , accounts are rarely held under a name depositors use numbers and codes to make the accounts anonymous . this bank also gives the choice to depositors of having their mail sent to them or held at the bank itself , ensuring that there are no traces of the account and as i said , rarely do they nominate next of kin . private banking clients apart from not nominating next of kin also usually in most cases leave wills in our care , in this case ; he died in testate . what i wish to relate to you will smack of unethical practice but i want you to understand something . it is only an outsider to the banking world who finds the internal politics of the banking world aberrational . the world of private banking especially is fraught with huge rewards for those who occupy certain offices and oversee certain portfolios . you should have begun by now to put together the general direction of what i propose . there is us $ 8 , 370 , 000 . 00 deposited , i alone have the deposit details and they will release the deposit to no one unless i instruct them to do so . i alone know of the existence of this deposit for as far as the finance firm , the transaction with our deceased customer concluded when i sent the funds to the firm , all outstanding interactions in relation to the file are just customer services and due process . the finance firm has no single idea of what ' s the history or nature of the deposit . they are simply awaiting instructions to release the deposit to any party that comes forward . this is the situation"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7317", "copies": 2, "upstream_ids": ["zefang-7317", "ealvaradob-7011"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 10390, "kept_chars": 5997}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00041.aee0699a14f472a43d9a9d178aa21d70:message_type", "suite": "spam", "family": "spamassassin-04592093cbe144f305e2", "state": {"channel": "email", "message": "Our new Memory Configurator makes RAM shopping easy! (CNET SHOPPER)\n\nCNET Shopper Newsletter: MAC Edition\n\nShopper\nAll CNET\nThe Web\n\n1\nCyber Shot DSC-F707\n\n2\nCanon PowerShot S40\n\n3\nPalm m515\n\n4\nNikon Coolpix 995\n\n5\nCanon PowerShot G2\n\nAll most popular\n\nLive tech help NOW!\n\nApril's tech award\n\n1 million open jobs\n\nNews.com: Top CIOs\n\nZDNet: PeopleSoft\n\nDear Sarah,\n\nIs your Mac acting a bit sluggish? Does is sometimes choke\non large graphics files or spend more time than ever\nspinning its hard drive?\n\nAdding more RAM to your Mac is an easy way to get the most\nout of your favorite game and graphics applications. But\nunfortunately, figuring out what type to buy is often both\ndifficult and frustrating.\n\nCNET's all-in-one Memory Configurator makes finding the perfect\nmemory easy! Whether you're searching for iBook, iMac,\nor PowerBook memory, your just a few clicks away from the\nupgrade you'll need to get your system living up to its\nfull potential.\n\nCheck out CNET's new Memory Configurator\n\nApple iMac\n\n• PowerPC G4, 800MHz\n\n• DVD-CDRW\n\n• 256MB RAM, 60GB hard drive\n\nJust $1,805\n\nApple Power Mac G4\n\n• PowerPC G4 867MHz\n\n• 128MB SDRAM\n\n• 60GB hard drive\n\nJust $1,775\n\nFormac Gallery 1740 (DVI)\n\n• 17.4-inch TFT active matrix\n\n• ADC-to-DVI/USB/Power converter box\n\n• 1,280x1,024 resolution\n\nJust $949\n\nHarman Kardon SoundSticks\n\n• Superior sound quality\n\n• 65 total watts maximum\n\n• 6-inch woofer, USB\n\nJust $157\n\nPalm m515\n\n• Free shipping available\n\n• 16MB, Palm OS v4.1\n\n• MultiMediaCard slot\n\nJust $312\n\nCanon PowerShot G2\n\n• 4.0-megapixel\n\n• 3x optical/3.6x digital zoom\n\n• 32MB CompactFlash card\n\nJust $649\n\nDid you know that ChannelOnline enables you to streamline\nyour sales process by building quotes and orders online?\n\nSimply select a customer you've previously entered into\nChannelOnline's database and their company information,\nand a customized price profile is automatically applied\nto their quote. You can add products as you search the\nproduct database and work on multiple quotes at once as\nyou respond to different customer requests throughout\nthe day.\n\nSign up now to streamline your entire buying and selling\nchain.\n\nTell me more about ChannelOnline.\n\nTech Trends\n\nHardware\n\nSoftware\n\nShopping\n\nDownloads\n\nNews\n\nInvesting\n\nElectronics\n\nWeb Building\n\nHelp & How-Tos\n\nInternet\n\nGames\n\nMessage Boards\n\nCNET TV & Radio\n\nMusic Center\n\nThe e-mail address for your subscription is noah.robinson@northsystems.io\n\nManage My Subscriptions\n| FAQ |\nAdvertise\n\nPrice comparisons |\nProduct reviews |\nTech news |\nDownloads |\nAll CNET services\n\nCopyright 2021 CNET Networks, Inc. All rights reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00041.aee0699a14f472a43d9a9d178aa21d70", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00041.aee0699a14f472a43d9a9d178aa21d70"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2015#278:message_type", "suite": "spam", "family": "nazario-476efba75d7e5eedc922", "state": {"channel": "email", "message": "Discover: Account Notice For Issue #32031\n\nDear\n\nCustomer,\n\nAs part of our security measures, an\n\nautomated database update is being initiated.\nDiscover Require you to\n\nLog on to your Online Profile and follow the steps accordingly.\n\nSo please be sure to\n\ncomplete these steps as it will only take less than 3 minutes of your\n\ntime. Failure to do this may result in misconduct of your personal\n\ninformation, Slow or NO Processing of payments.\n\nSign In Here\n\nThank you for\n\nchoosing Discover Card.\n\n© 2009 Discover Card Company. All\n\nrights reserved.\nJuly, 2009\n\n(Don't reply to this email; it has\n\nbeen sent by the system\n\nautomatically.)"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#278", "copies": 1, "upstream_ids": ["phishing-2015#278"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10513:is_spam", "suite": "spam", "family": "zefang_phishing_email-756e8c829c95013f0fa8", "state": {"channel": "email", "message": "jill chatterton ill and out of the office today ( thursday ) jill is not feeling well today . she thinks she will be able to come in tomorrow . if you need assistance during her absence , please contact any administrative person in west power trading . let me know if you have any questions ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10513", "copies": 2, "upstream_ids": ["zefang-10513", "ealvaradob-9997"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02373.45f4057eab005d140507e72867f7a3c0:is_spam", "suite": "spam", "family": "spamassassin-d8bf1c99022fd0ebfc35", "state": {"channel": "email", "message": "Nobel prize for British and US scientists\n\n*Medicine and health: *The discovery of the myriad little deaths which lead to\nlife brought the most coveted prize in world medicine to two Britons and an\nAmerican yesterday."}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02373.45f4057eab005d140507e72867f7a3c0", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/02373.45f4057eab005d140507e72867f7a3c0", "zefang-5186", "ealvaradob-4968"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15593:is_spam", "suite": "spam", "family": "zefang_phishing_email-0c7e1312a5862b130a6f", "state": {"channel": "email", "message": "super saturday changes the recruiting season has officially begun . the first super saturday weekend is the weekend of october 27 th and 28 th . we have undergone a rigorous interview process on campus , which will allow us to focus on \u0001 however , we are still in need of interviewers for each of the super saturdays . please respond with your willingness to interview at : http : / / axis . enron . com / notice / ssinvite . asp ( when selecting dates please avoid selecting to interview candidates who attend the schools for which you are a team member ) . we thank you in advance for your participation and support of the program ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15593", "copies": 2, "upstream_ids": ["zefang-15593", "ealvaradob-14736"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-665:message_type", "suite": "spam", "family": "sms_phishing-28ab1572292fa5c5d471", "state": {"channel": "sms", "message": "Watching tv lor. Nice one then i like lor."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-665", "copies": 2, "upstream_ids": ["mendeley-665", "uci-3835"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00506-3:message_type", "suite": "spam", "family": "generated_legit_email-5f4d106f62ced67c5387", "state": {"channel": "email", "message": "Business Liability Insurance Renewal\n\nHi Shirley,\n\nYes, your policy #UN-4492 renews on March 15, 2022. The premium remains $840.00. Please update your payment method at https://www.unionnetworks.com/payments before the deadline.\n\nThanks,\nDonna Myers\nUnion Networks Insurance"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00506-3", "copies": 1, "upstream_ids": ["gen-00506-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "insurance renewal notice"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-936:is_spam", "suite": "spam", "family": "zefang_phishing_email-108cca11e09f3d40046b", "state": {"channel": "email", "message": "gtcs , forms and agreements the goal is to finalize the gtcs and all significant trading forms and receive ubs warburg comments and sign - off by both legal and credit by the end of business on friday . to that end , bryan murtagh and sanjev [ credit ] are coming down to houston tomorrow evening for meetings in eb 38 c 2 starting at 9 : 00 am on thursday and 1 : 00 pm on friday . this timing is important in the overall rollout plan . peter keohane is also coming to houston for the meetings to make parallel changes to the canadian forms . generally , the plan is to finish the financial gtcs , the isda schedule and collateral support agreement paragraph 13 first on thursday . next , we should go to the physical gas gtcs , the enfolio master and the adoption agreement . finally , we should proceed to the eei master and collateral annex . also , there should be a discussion of the wspp and any other western related issues . on a separate track , all gas transportation and related gas agreements ( most of which are non - negotiable ) are being prepared by suzanne calcagno , jeff hodge , gerald nemec and angela davis . these agreements will also require sign - off by legal and credit . a discussion should be scheduled on thursday or friday . on the power side , ercot issues should be discussed , but otherwise the discussion of transmission agreements etc . can wait until next week . please identify all critical path issues to achieve the above - stated goal . thanks in advance for all the hard work !"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-936", "copies": 2, "upstream_ids": ["zefang-936", "ealvaradob-909"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5575:message_type", "suite": "spam", "family": "sms_phishing-2e85b3c20cfb9cdce5ff", "state": {"channel": "sms", "message": "That one week leave i put know that time. Why."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5575", "copies": 2, "upstream_ids": ["mendeley-5575", "uci-1799"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2022#159:message_type", "suite": "spam", "family": "nazario-eca6073e0b62b1631811", "state": {"channel": "email", "message": "Last reminder : Your membership will be cenceled tomorrow\n\nDear customer,\n\nPlease note that, your monthly payment has been failed.\n\nOur billing team can't debit your nominated card due a missing information on your payment details.\n\nPlease verify your details again to avoid any delay on your service.\n\nUpdate your details\n\nWe appreciate the opportunity to do business with you and ask for your understanding.\n\nBest regards,\nMaria depay\n\n96\n\nDear customer,\n\nPlease note that, your monthly payment has been failed.\n\nOur billing team can't debit your nominated card due a missing information on your payment details.\n\nPlease verify your details again to avoid any delay on your service.\n\nUpdate your details\n\nWe appreciate the opportunity to do business with you and ask for your understanding.\n\nBest regards,Maria depay"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#159", "copies": 4, "upstream_ids": ["phishing-2022#159", "phishing-2022#162", "phishing-2022#169", "phishing-2022#173"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2253:message_type", "suite": "spam", "family": "sms_phishing-66eaa3c7cec83262cb12", "state": {"channel": "sms", "message": "Umma. Did she say anything"}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2253", "copies": 2, "upstream_ids": ["mendeley-2253", "uci-1005"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00290.eb053a191b7509a9399aa16717630414:message_type", "suite": "spam", "family": "spamassassin-bfc1a8aa64756938d518", "state": {"channel": "email", "message": "Invite: Content Management Summit, Oct. 10th New York City\n\nvisit http://www.venturereporter.net/myaccount/ . If you ever have a problem\nremoving or changing your email subscriptions on our newsletters, or getting\nin touch with us, please don't hesitate to email support@venturereporter.net\nand a human will get in touch with you immediately. Venture Reporter 307\nWest 36th Street, 10th Floor New York, New York 10018 Phoe: 646.473.2222\nThe online content business.\n\nDear Friends,\n\nThe online content business is doing fantastic.\n\nSound crazy? Perhaps. With\nadvertising, online and off, taking it on the chin\nfor the past two years, online content sites have been shutting down, laying\noff staff and pulling back on their offerings.\n\nHowever, this horrible environment\nhas resulted in an undeniable trend: content businesses are challenging\npeople to pay for content. Finally, after five years of free, people are beginning to understand that online, as in the real\nworld, you get what you pay for and they are taking out their credit cards.\nU.S. consumers spent $675 million on paid online content last\nyear, a 92 percent increase over 2011 spending levels, according to Online\nPublishers Association, and that figure is expected to increase exponentially\nthis year. Look at these success stories:\n\nNew York Times Digital has\nbeen steadily increasing its paid content services over the last year, and\nregistered a 16 percent increase in its total revenues for the latest quarter.\n\nTheStreet.com brought over\n$3 million in subscriptions last quarter, an increase of almost 50 percent\nover the year-ago quarter.\n\nConsumerReports.com will\nreach over a million paying subscribers by the end of this year.\n\nRealNetworks' consumer multi-media\nsubscription service has more than 750,000 subscribers, bringing in $17.8\nmillion in the last quarter.\n\nThe Wall Street Journal Online\nadded over 6,000 new paying customers last quarter, bringing its subscriber\nbase to 646,000.\n\nFT.com has signed up 17,000\nsubscribers in three months since it launched its premium site in May.\n\nIn recognition of this trend we're hosting\nthe third installation of our innovative Content Management Summit on October 10,\n2013. The event charts the changes in the content industry from free\nto paid subscription services, and the technologies that are enabling the management and monetizing of content.\n\nOur previous Content Management\nSummit (aka Digital Rights Summit) on October 18 last year in New York City\nand January 29 in Los Angeles were unqualified successes.\n\nThe Content Management Summit\nIII, taking place in New York at the Millennium Broadway on October 10,\n2013, will bring together the 100 executives from the leading content and\ndistribution firms for a focused day of networking and discovering practical\nsolutions.\n\nThe event will feature presentations\nfrom software and services companies providing services\nand solutions for selling, distributing, managing, and protecting content.\n\nWe're thrilled that\nMicrosoft, TeleKnowledge, eMeta, and Liquify will all be demonstrating\ntheir latest products and services.\n\nThe event will also feature six intimate round tables focusing on various aspects of online content.\nThese panels are meant to provide an informal forum to discuss the challenges\nfacing these specific vertical markets, the changes in the sectors since\nthe dot-com downfall, and best practices in the industry. The panels will\nfeature leading practitioners in each sector, and will also include an interactive\nquestion and answer session with the audience.\n\nAmong the round table topics will be:\n\nWeblogs: how they are affecting big media\ncompanies, editorially as well as in content delivery/production mechanisms.\n\nFinancial news and information\ncompanies: how they are using technologies to deliver content to users,\nand how the economics have changed since the stock market downfall.\n\nBusiness information services\nsuch as Hoovers, Lexis-Nexis and others: best practices in the industry,\nniche product launches and revenue streams.\n\nDaily news/newspaper companies\npublishing online: how speed dictates technology choices, and the move towards\npaid content and its implications, among other issues.\n\nConsumer and entertainment\npublishers: how do publishers determine the value of entertainment content,\nthe push towards paid subscriptions, online advertising and other issues.\n\nJoin us on October 10th\nfor this very important event. If you are directly responsible\nfor content management at a major content site you may qualify for\na VIP ticket. Please e-mail your request with your name, title and bio to\nbenjamin69@verizon.net. If you are\nwith a software or services provider, or anyone not directly responsible\nfor the purchase of content management software or solutions, you can purchase\na ticket to this event for $1,200 at benjamin69@verizon.net.\n\nBest Regards,\n\nJason McCabe Calacanis\n\nEditor-in-Chief\n& CEO, Venture Reporter & Silicon Alley Reporter\n\nThis email\nis being sent to matthew.russo@oakhealth.de.\n\nIf you would\nrather not receive these infrequent updates simply click\nhere and you will be removed instantly.\nYou can also click the\nlink here or cut and paste it into your browser:\n\nhttp://venturereporter.net/myaccount/k.asp?E=mark73@icloud.com\n\nVenture\nReporter\n\n307\nWest 36th Street, 10th Floor\n\nNew York, New\nYork 10018\n\nPhoe: 646.473.2222"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00290.eb053a191b7509a9399aa16717630414", "copies": 1, "upstream_ids": ["20030228_spam/spam/00290.eb053a191b7509a9399aa16717630414"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4805:is_spam", "suite": "spam", "family": "sms_phishing-bf09c663e377957b11c1", "state": {"channel": "sms", "message": "Latest News! Police station toilet stolen, cops have nothing to go on!"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4805", "copies": 2, "upstream_ids": ["mendeley-4805", "uci-5451"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3109:message_type", "suite": "spam", "family": "sms_phishing-26bad40c0b26837e4b2a", "state": {"channel": "sms", "message": "K..i deleted my contact that why?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3109", "copies": 2, "upstream_ids": ["mendeley-3109", "uci-149"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2020#40:message_type", "suite": "spam", "family": "nazario-d28075999251ae5d6b71", "state": {"channel": "email", "message": "Standard Bank Account eStatement 2009-03-11\n\nDear Customer\n\nPlease find your electronic statement for March attached.\n\nTo keep your financial information safe, please note the following:\n\nInformation that only you will know is displayed in the eStatement verification block.\nThis is done so you can be sure your statement is from Standard Bank.\nIf any of the information in this eStatement is incorrect, please contact us immediately on 0861 201 311.\nYou will be prompted with your security features to access your eStatement.\nIf you do not wish to receive your eStatement by e-mail, you must advise us in writing;\nand we will effect the change within thirty (30) days of receipt of your instruction.\n\nTo open your eStatement, you will need Adobe Acrobat software (free to download from adobe.com).\n\nRegards,\n\nStandard Bank\n\nFor any queries please\ncall us on 0861201311\n\nOur lines are open from\n8am to 9pm Monday to Friday\nand 8am to 4pm on weekends\nand public holidays.\n\nCopyright Standard Bank. All rights reserved.\nThe Standard Bank of South Africa Limited (Reg. No. 1962/000738/06). Authorised financial services provider.\nRegistered credit provider NCR CP15.\n\nThe Standard Bank email disclaimer and confidentiality note:\n\nThis email, its attachments and any rights attaching hereto are, unless the context clearly indicates otherwise, the property of the Standard Bank Group Limited and/or its subsidiaries (\"the group\"). It is confidential, private and intended for the addressee only.\n\nShould you not be the addressee and receive this email by mistake, kindly notify the sender, and delete it immediately. Do not disclose or use the email in any manner whatsoever. Views and opinions expressed in this email are those of the sender unless clearly stated as those of the group.\n\nThe group accepts no liability whatsoever for any loss or damages - whatsoever and howsoever incurred - or suffered resulting or arising from the use of this email or its attachments. The group does not warrant the integrity of this email nor that it is free of errors, viruses, interception or interference.\n\nThe group will never send you any email or other communication asking you to update or confidential information about you or your account. If you have any doubts about the legitimacy of this email or other emails you receive claiming to be from Standard Bank please forward them to anna.bennett@horizonlogistics.de\n\nFor more information about Standard Bank Group Limited see www.standardbank.co.za"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2020#40", "copies": 1, "upstream_ids": ["phishing-2020#40"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2819:is_spam", "suite": "spam", "family": "sms_phishing-ab0a8b230607f2dadcc0", "state": {"channel": "sms", "message": "Yo you around? A friend of mine's lookin to pick up later tonight"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2819", "copies": 2, "upstream_ids": ["mendeley-2819", "uci-4223"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4531:is_spam", "suite": "spam", "family": "sms_phishing-2094a0fe19aa635197df", "state": {"channel": "sms", "message": "Noice. Text me when you're here"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4531", "copies": 2, "upstream_ids": ["mendeley-4531", "uci-4058"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#351:is_spam", "suite": "spam", "family": "nazario-eba1aac66db78336ad6a", "state": {"channel": "email", "message": "KeyBank Reminder: Please Update Your Data\n\nIt went oddly with the lock's dull dirty half-shine. boson alias \"Well, we'll have to talk about that, won't we?\nBut it was like being dead, and suddenly he needed his medication because it wasn't just his legs that hurt. \"\"No. \"Oh, Africa, oh, shit, he said in a trembling voice. No big conspiracy. \"Now she was looking at him shiningly, the paper in her hand forgotten. He dozed a little and woke up slumped far over to the left with his head hung down like a drunk in an alley. These wretched musings were interrupted by a harsh, half-superstitious gasp from Hezekiah. author"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#351", "copies": 1, "upstream_ids": ["phishing3.mbox#351"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02382.eb2484cdedd309cd6d94fdc9731ef5c5:message_type", "suite": "spam", "family": "spamassassin-e86b25473273cac17c62", "state": {"channel": "email", "message": "BSkyB recruits heavyweight non-execs\n\n*Media:* Move could lead to Rupert Murdoch's News Corporation being outvoted on\nmajor board decisions."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02382.eb2484cdedd309cd6d94fdc9731ef5c5", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02382.eb2484cdedd309cd6d94fdc9731ef5c5"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00474-2:is_spam", "suite": "spam", "family": "generated_legit_email-1836458b11170d1548d9", "state": {"channel": "email", "message": "Neighborhood Clean-Up Day - May 24th\n\nHi Benjamin,\n\nI hope you are having a good week. I am writing to share some exciting news about our neighborhood group and to ask for your help in spreading the word among the team here at Quartz Health.\n\nAs you know, the Oakridge Neighborhood Association has been planning a community clean-up day for several weeks now. We have finally locked in the date: Saturday, 24 May 2014. We will be meeting at the corner of Elm Street and 4th Avenue at 9:00 AM sharp. The goal is to pick up litter, clear overgrown brush near the playground, and repaint the benches around the community garden.\n\nWe really need volunteers to make this happen. Since so many of us at the office live in the Oakridge area, I thought it would be wonderful if we could get a solid group from work to join in. It is a great way to give back and meet the neighbors outside of our usual clinic environment.\n\nHere is what I need from you. Could you please mention this at the end of the staff meeting tomorrow? Also, we need everyone who plans to attend to sign up by Friday, 16 May 2014. That is the absolute deadline because I have to submit the final headcount to the city parks department so they can deliver enough trash bags, gloves, and paint supplies to our location.\n\nIf anyone has questions, they can just stop by my desk or catch me in the breakroom. I will bring the printed sign-up sheets to the office tomorrow morning and leave them by the reception area.\n\nThanks so much for your help with this, Benjamin. I really appreciate you taking the time to support the neighborhood effort.\n\nBest,\nCatherine Brown\nFacilities Coordinator, Quartz Health / Oakridge Neighborhood Association Board Member"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00474-2", "copies": 1, "upstream_ids": ["gen-00474-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00441.77768298934252b2fa200e7d9482993b:message_type", "suite": "spam", "family": "spamassassin-1f6046c7c1a43d50d4ce", "state": {"channel": "email", "message": "Vacation Time,House need work,Behind in Bills? Refinance while rates are low\n\nWe are strongly against sending unsolicited emails\nto those who do not wish to receive our special mailings.You have opted in to one or more of our affiliate\nsites requesting to be notified of any special offers we may run from time to\ntime. If you do not wish to receive further mailings, please\nclick this link .\nPlease accept our apologies if you have been sent this email in error. We honor\nall removal requests.\n\n22"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00441.77768298934252b2fa200e7d9482993b", "copies": 1, "upstream_ids": ["20030228_spam/spam/00441.77768298934252b2fa200e7d9482993b"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00661-1:is_spam", "suite": "spam", "family": "generated_legit_email-f5f42d7054b55eee0dc2", "state": {"channel": "email", "message": "Payment Reminder: Invoice 88412 Due Soon\n\nAccount Number: VF-88412-903\nInvoice Date: 1 November 2020\nDue Date: 20 November 2020\nAmount Due: £142.50\n\nDear Rahul Fischer,\n\nThis is a reminder that your balance is due soon. Please ensure payment is made by the due date to avoid late fees.\n\nBeacon Consulting\nBilling Department"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00661-1", "copies": 1, "upstream_ids": ["gen-00661-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4201:is_spam", "suite": "spam", "family": "sms_phishing-636fa6dadb0a5ba8df4b", "state": {"channel": "sms", "message": "I've been barred from all B and Q stores for life!?This twat in orange dungerees came up to me and asked if I wanted decking? So I got the first punch in!!"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4201", "copies": 2, "upstream_ids": ["mendeley-4201", "uci-3133"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00208.818667cfa44cba08793363ad0c1d3199:is_spam", "suite": "spam", "family": "spamassassin-729cc975ad86a57774e5", "state": {"channel": "email", "message": "a deadlock problem\n\nHi IVAN developers,\nWhen studying ivan code(2.4.19), I found that the inode will be locked by\nXFS_ILOCK_SHARE flags before we get acl, which may cause deadlock.\nBecause when getting acl, it will allocate memory in KM_SLEEP, If the\nmemory is tight, the process will call xfs_strategy, and may\nlock(XFS_ILOCK_SHARE)the same inode again. If between these two locks,\nanother process try to lock the inode by XFS_ILOCK_EXCL, these two\nprocesses will be deadlock. As follows,\n\nA process get ea B process want lock ipA\n\n1) xfs_ilock(ipA, XFS_ILOCK_SHARE) .....................\n| |\n| |\nget acl 2) xfs_ilock(ipA, XFS_ILOCK_EXCL)\n| |\n| |\nmemory tight\n|\n|\nxfs_stragegy\n|\n|\n3)xfs_ilock(ipA, XFS_ILOCK_SHARE) ............................\n\nthese two processes will be dead lock.\n\nSo I believe that acl allocation GFP_MASKshould be changed to KM_NOFS.\nright?\n\nbest regards\nwdd"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00208.818667cfa44cba08793363ad0c1d3199", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00208.818667cfa44cba08793363ad0c1d3199"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-732:is_spam", "suite": "spam", "family": "sms_phishing-af60b8727e39717c8c61", "state": {"channel": "sms", "message": "Armand says get your ass over to epsilon"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-732", "copies": 2, "upstream_ids": ["mendeley-732", "uci-5544"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13941:is_spam", "suite": "spam", "family": "zefang_phishing_email-588d0e68afadd0d49a98", "state": {"channel": "email", "message": "intensify orgasms some testimonials : geoffrey - - - - 47 , male , uk what you claim is wrong . my sperm volume didn ' t increase by 500 % . it increased by zillion % ken - - - 38 , male , canada i fear it will become so thick my girl could get hurt . = ) sharon - - - female , uk my husband decided to try spur - m , and the results are great ! i just love it when it starts spurting out kathleen - - - 29 , male , usa i cannot believe how good my semen has become . it is a thick blob that shoots like a rocket . my wife says she can feel the force with which my semen hits her inside , which earlier she couldn ' t even feel . i don ' t know about other customers but i am lovin it . michael - - - 41 , male , hong kong i always dreamt of shooting like a porn star and i can do it now , my girl cannot eat as much as i can shoot . \" my wife and i had been looking for a product to help with boosting male fertility . i am happy to say that test results have improved in the time i have been using spur - m ( 2 months ) . thank you for your assistance , and for the supply of spur - m \" m . rosenberg , nyc , usa http : / / deena . cordoned . net / spur / ? sheep"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13941", "copies": 2, "upstream_ids": ["zefang-13941", "ealvaradob-13184"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00209-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-2a5220641290796770f1", "state": {"channel": "email", "message": "Exclusive December discounts on office electronics\n\nSTERLINGTECH WINTER SALE\n\nDear Kenji Tanaka,\n\nSave up to 60% on monitors, keyboards and desk chairs this December.\n\nShop Now\n\nOffer ends 31 December 2023.\nhttps://www.sterlingtech.de/winter-sale\n\nSterlingTech GmbH\nFriedrichstrasse 112, 10117 Berlin, Germany\nPrivacy Policy: https://www.sterlingtech.de/privacy\n\nChloe Wright\nSales Director"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00209-4", "copies": 1, "upstream_ids": ["genu-00209-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk discount offer on electronics, clothes or furniture from an unknown company", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4239:is_spam", "suite": "spam", "family": "sms_phishing-d7a665c6a09fd8aa8e77", "state": {"channel": "sms", "message": "I've sent ü my part.."}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4239", "copies": 2, "upstream_ids": ["mendeley-4239", "uci-4525"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-512:is_spam", "suite": "spam", "family": "sms_phishing-cf8ccce4b764c3d2b812", "state": {"channel": "sms", "message": "I'm not sure if its still available though"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-512", "copies": 2, "upstream_ids": ["mendeley-512", "uci-4769"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3585:message_type", "suite": "spam", "family": "sms_phishing-5c4b8526d075dd770455", "state": {"channel": "sms", "message": "She's borderline but yeah whatever."}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3585", "copies": 2, "upstream_ids": ["mendeley-3585", "uci-3943"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5839:is_spam", "suite": "spam", "family": "zefang_phishing_email-5e8e820c236da566b13b", "state": {"channel": "email", "message": "deliveries into channel at gulf plains i am updating deal ticket 503046 , the hpl sale to el paso merchant to move all 10 m of the sale to meter 3500 effective today ' s gas day ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5839", "copies": 2, "upstream_ids": ["zefang-5839", "ealvaradob-5594"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2015#241:message_type", "suite": "spam", "family": "nazario-2b4f4b4d4f1cfb958038", "state": {"channel": "email", "message": "Your mailbox size notification\n\nYour mailbox size notification\n\nYour email account has used 23.7 GB (95%) of 25 GB.\n\nYou will be unable to send and receive messages if you do not reset your account storage space to a higher limit.\n\nClick Manage<http://compagneadviesca.nl/web> to reset and validate your account.\n\nMail Desk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#241", "copies": 1, "upstream_ids": ["phishing-2015#241"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2936:is_spam", "suite": "spam", "family": "zefang_phishing_email-73082a9dee400f3e43c7", "state": {"channel": "email", "message": "review any book , pc or mac software pgm , consumer products and keep them ! we are celebrating our 50th issue of our inet reviews newsletter inet reviews weekly news brief may 7 , 2009 contents : oklahomans pick up the pieces , count the cost book , software , & consumer product reviewers needed top on-line editions of national magazines best seller book list some interesting articles in on-line magazines hot web sites , topics & trends webmaster free link offer need marketing reps - use your computer to earn referral income new web camera site this is a trial issue of our free opt-in weekly newsletter . the purpose of this eclectic newsletter is to alert you to interesting news and information on the web . - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - item # 01 : inet reviews needs book , software , consumer product and movie reviewers . you may request any product to review and we have the publisher or manufacturer ship it to your home at no charge . you write a brief review and post it to our web site and you keep the review title . we also need individuals to receive free movie review passes to your local theater to review new movies . for your free reviewer information kit please reply to this email message or to karicohen @ iname . com with the words starter 507b in the message subject line . lead stories oklahomans pick up the pieces , count the cost death toll could double ; survivors sift through rubble and get ready to rebuild | photo essay www . time . com shadow in the shallows the navy 's next nuclear submarine will lurk stealthily offshore , using advanced sensors and weaponry to attack land targets . and it does n't need a periscope www . popsci . com if you like this article , you must read sherry sontag 's blind man 's bluff - the untold story of american submarine espionage . - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - item # 02 : top on-line editions of national magazines . time magazine www . time . com fortune magazine www . fortune . com business week www . businessweek . com people magazine www . people . com popular science www . popsci . com usa today www . usatoday . com visit these great magazine sites and bookmark them . check each every few days and save yourself a ton of money by not buying them from the newsstand . - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - item # 03 www . amazon . com best seller list - fiction 1 . the girl who loved tom gordon by stephen king 2 . a new song by jan karon 3 . hart 's war : a novel by john katzenbach 4 . the best american short stories of the century by john updike ( introduction ) , et al 5 . bittersweet by danielle steel as a reviewer for inet reviews you may request any book and keep it after you post a brief review to our web site . inet reviews is one of the largest review web sites on the internet . - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - item # 04 - interesting articles on the web how the internet hits big music www . fortune . com addicted to sex - www . fortune . com unmasking black holes jean - pierre lasota evidence for black holes was until recently all circumstantial . distinguishing them at a distance from other highly compact , gravitationally massive bodies such as neutron stars is inherently problematic . now astronomers may have direct proof : energy is vanishing from volumes of space without a trace . scientific american http : / / www . sciam . com / 2009 / 0599issue / 0599gonzalez . html - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - item # 05 : hot web sites , trends & topics go to www . hotbot . com they have an mpc search engine . way ahead of the other search engines in this area . mp3 is the fastest growing segment of the web site . what is mp3 ? this is a new file compression that is the standard for compressing music on the internet . it gives you near cd - quality music that you can download . the music publishers hate it with a passion are trying to do everything they can to squash it . so you must get a inexpensive cd-rom writer ( $ 199 after rebate at www . compusa . com ) and start downloading your favorite tunes and making your own mix a copy them down to your own cd . i have a cable modem and can download them fast and have currently created 15 audio cd 's with my favorite tunes . no longer do you have to lay out $ 15 for a cd to get one good song and 11 other fillers . if you have a neat web site that you wish to share with our readers , send it to kristen @ fastermail . com with the single word webpick in the message subject line and the name of the web site and the exact url or web site address in the message body . we will give you a byline under your pick if we use it in an issue of this newsletter . webmasters only : we will pay you a $ 3 . 00 referral fee and put your link on three of our very high traffic web sites . reply to this email with the word uplink in the message subject line . we will email you the complete details . earn referral income with your home computer we have a referral program where you can use your home computer to generate significant monthly referral income . reply to this email with the single word income in the message subject line . we will send you complete information . new web cam site firm is placing a web cam in the homes of three young women . this is not an xxx site but just a web cam site . if you would like a free preview please reply to this email message with the word hidden in the message subject line . we will email you instructions on how to get your free preview . if you cannot reply to our email message for any reason , please send a sase to inet reviews , 6050 peachtree parkway , suite 240-238 , norcross , ga 30092 , attn : starter kit desk . your free review starter kit will be mailed the day we receive your self"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2936", "copies": 2, "upstream_ids": ["zefang-2936", "ealvaradob-2816"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 6276, "kept_chars": 5991}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2209:is_spam", "suite": "spam", "family": "sms_phishing-cb8386298ab421191799", "state": {"channel": "sms", "message": "Sent me ur email id soon"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2209", "copies": 3, "upstream_ids": ["mendeley-2209", "uci-1825", "uci-5286"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4749:is_spam", "suite": "spam", "family": "sms_phishing-127d14d26a33083441da", "state": {"channel": "sms", "message": "My slave! I want you to take 2 or 3 pictures of yourself today in bright light on your cell phone! Bright light!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4749", "copies": 2, "upstream_ids": ["mendeley-4749", "uci-5418"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5190:is_spam", "suite": "spam", "family": "sms_phishing-03acdf1a65cf0ad89997", "state": {"channel": "sms", "message": "URGENT! Your Mobile number has been awarded with a £2017 Bonus Caller Prize. Call 09058095201 from land line. Valid 12hrs only"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5190", "copies": 2, "upstream_ids": ["mendeley-5190", "uci-3397"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00134.ff80b3057938bbbbc9e71e71ac7f4bd9:message_type", "suite": "spam", "family": "spamassassin-8f58f61c96247e327616", "state": {"channel": "email", "message": "Paul Kelly mentioned:\n\nI do not have the time to follow the compiler \"wars\", but I notice that I\nmust use egcs to build 64 bit SPARC code.\n\nGCC 3 should do it, but because it is so \"buggy\"[1] it is not worth trying\nto use unless you really want to track down those compiler errors... :(\n\n- Matthew\n\n[1] \"buggy\" in the sense that its a feature. Many of the problems with GCC 3\nseem to be related to stricter syntax checking. More accurate information\nwill be appreciated.\n\nDo You Yahoo!?\nEverything you'll ever need on one web page\nfrom News and Sport to Email and Music Charts\nhttp://uk.my.yahoo.com\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00134.ff80b3057938bbbbc9e71e71ac7f4bd9", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00134.ff80b3057938bbbbc9e71e71ac7f4bd9", "zefang-4635", "ealvaradob-4432"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1840:is_spam", "suite": "spam", "family": "sms_phishing-120e0fda04b8a81c14a7", "state": {"channel": "sms", "message": "He will, you guys close?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1840", "copies": 2, "upstream_ids": ["mendeley-1840", "uci-184"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00569.d6da87140fd0ef187bcf217a57153cca:message_type", "suite": "spam", "family": "spamassassin-0462e84c962050750531", "state": {"channel": "email", "message": "Something for the person who has everything\n\nInteresting ebay item......(and no it wasnt me even though the spellingis\noddly familar)\n\nhttp://cgi.ebay.com/aw-cgi/eBayISAPI.dll?MfcISAPICommand=ViewItem&item=1764085998"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00569.d6da87140fd0ef187bcf217a57153cca", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00569.d6da87140fd0ef187bcf217a57153cca", "zefang-4824", "ealvaradob-4615"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5515:is_spam", "suite": "spam", "family": "sms_phishing-09848adaac8768355f58", "state": {"channel": "sms", "message": "on hen night. Going with a swing"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5515", "copies": 2, "upstream_ids": ["mendeley-5515", "uci-1106"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00897-1:message_type", "suite": "spam", "family": "generated_legit_email-6203c217319855917c5a", "state": {"channel": "email", "message": "Reminder: Your Atlas Labs gym membership renewal\n\nAtlas Labs\n\nHi Kwame,\n\nI hope you are doing well! I am writing to remind you that your annual gym membership with us is coming up for renewal very soon.\n\nYour current membership expires on Friday 30 June 2024. To keep your access uninterrupted, please make sure you renew before that date. The renewal fee this year is $450.00.\n\nIf you need help processing the payment or have questions about the updated class schedule, just give me a ring. You can reach me directly at (555) 312-8840.\n\nDo not wait until the last minute, as the front desk gets very busy at the end of the month!\n\nRenew Membership\n\nBest wishes,\nOlivia Allen\nMembership Coordinator\nAtlas Labs\n\nAtlas Labs Fitness Center\n88 Wellness Drive\nAustin, TX 78701\nhttps://www.atlaslabs.com/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00897-1", "copies": 1, "upstream_ids": ["gen-00897-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01276.2492bcd768a07a92ee22c4762db629a2:is_spam", "suite": "spam", "family": "spamassassin-61a083f799c799cad8c4", "state": {"channel": "email", "message": "CONFIDENTIAL\n\nOh, I dunno. Humor or not it, lets some of us with new installs test out\nSA with \"real\" email.\n\n:)\n\ncell phone? Get a new here for FREE!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01276.2492bcd768a07a92ee22c4762db629a2", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01276.2492bcd768a07a92ee22c4762db629a2"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01336.82adb611b4bea7ae97c57911d3152cee:is_spam", "suite": "spam", "family": "spamassassin-791c2adcdb18de1106ee", "state": {"channel": "email", "message": "FAQ: taint warnings from SA in /etc/procmailrc\n\nHey, look at that!\n\nDROPPRIVS If set to `yes' procmail will drop all privileges\nit might have had (suid or sgid). This is only\nuseful if you want to guarantee that the bottom half\nof the /etc/procmailrc file is executed on behalf\nof the recipient.\n\nOf course, removing setuid/gid bits on programs that don't need it is\nalways a good idea. A general rule of system administration: don't give\nout permissions unless you absolutely need to. ;)\n\n--\nRandomly Generated Tagline:\n\"The cardinal rule at our school is simple. No shooting at teachers. If\nyou have to shoot a gun, shoot it at a student or an administrator.\"\n- \"Word Smart II\", from Princeton Review Pub."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01336.82adb611b4bea7ae97c57911d3152cee", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01336.82adb611b4bea7ae97c57911d3152cee"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00640.564b03520087bb4595384ae024ceb929:is_spam", "suite": "spam", "family": "spamassassin-1d17b2469eb655db344d", "state": {"channel": "email", "message": "confidence\n\nATTN:MANAGER\n\nHELLO DEAR,\n\nI am well confidence of your capability to assist me\nin\na transaction for mutual benefit for both parties, ie\n(me and you) I am also believing that you will not\nexpose or betray the trust and confidence I am about\nto establish on you. I have decided to contact you\nwith greatest delight and personal respect.\n\nWell, I am BELLO SANKOH, Son to MR FODAY SANKOH\nwho was arrested by the ECOMAOG PEACE KEEPING FORCE\nmonths ago in my country Sierra Leone.\nFew days before the arrest of my father, he confided\nin me and ordered me to go to his underground safe and\nmove out immediately, with a Deposit Agreement and\nCash Receipt he made with a security Company in\nAbidjan Cote d'Ivoire where he deposited One Iron Box\ncontaining USD$ 22 million dollars cash (Twenty Two\nMillion dollars cash). This money was made from the\nsell of\nGold and Diamond by my FATHER and he have already\ndecided to use this money for future investment of\nthe family before his arrest.\n\nThereafter, I rushed down to Abidjan with these\ndocuments and confirmed the deposit of the box by my\nfather. Also, I have been granted political stay as a\nRefugee by the Government of Côte d'Ivoire.\n\nMeanwhile, my father have instructed me to look for a\ntrusted foreigner who can assist me to move out this\nmoney from Côte d'Ivoire immediately for investment .\nBased on this , I solicit for your assistance to\ntransfer this fund into your Account, but I will\ndemand for the following requirement:\n\n(1) Could you provide for me a safe Bank Account where\nthis fund will be transferred to in your country or\nanother nearby country where taxation will not\ntake great toll on the money?\n\n(2) Could you be able to assist me to obtain my\ntravelling papers after this transfer to enable me\ncome over to meet you in your country for\nthe investment of this money?\n\n(3) Could you be able to introduce me to a profitable\nbusiness venture that would not require much technical\nexpertise in your country where part of this fund\nwill be invested?\n\nPlease, all these requirements are urgently needed as\nit will enable me to establish a stronger business\nrelationship with you hence I will like you to be the\ngeneral overseer of the investment thereafter. I am a\nChristian and I will please, want you to handle this\ntransaction based on the trust I have established\non you.\n\nFor your assistance in this transaction, I have\ndecided to offer you 12% percent commission of the\ntotal amount ( 22 million dollars ) at the end of this\nbusiness. The security of this business is very\nimportant to me and as such,\nI would like you to keep this business very\nconfidential.\n\nI shall expect your urgent reply.\n\nMy telephone number is 22507625348.\n\nThank you and God bless you\nBELLO SANKOH Tel :22507625348\n\nEnvoyez des messages musicaux sur le portable de vos amis\nhttp://mobile.lycos.fr/mobile/local/sms_musicaux/"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00640.564b03520087bb4595384ae024ceb929", "copies": 2, "upstream_ids": ["20050311_spam_2/spam_2/00640.564b03520087bb4595384ae024ceb929", "20050311_spam_2/spam_2/00641.b3c1c440f7940c86ab5d1e4f9fa3518b"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10986:is_spam", "suite": "spam", "family": "zefang_phishing_email-27eff71039a013a9ff34", "state": {"channel": "email", "message": "tx gen land office oct 2010 prod daren - deal # 421859 sales deal # 421847 purchase settlements is showing both a sales and purchase for texas general land office and they are stating that they should not be billed or paid for anything . are these deals suppose to be a washout and netted together ? if so , the volumes are not matching : the sales on hpl are 7 , 440 mmbtus on deal # 421859 and the purchase on midtx is 6 , 629 mmbtus . let me know what type of deal this was intended to be . fyi i was told that tom acton was handling this deal , but i believe he will be out until after thanksgiving ."}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10986", "copies": 2, "upstream_ids": ["zefang-10986", "ealvaradob-10436"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18045:is_spam", "suite": "spam", "family": "zefang_phishing_email-6b2c8be97a47362624ea", "state": {"channel": "email", "message": "cilco per our conversation , the months relating to the cilco deal with ena - texas are may 2019 - sept 2019 . however , when howard and i talked about correcting the allocation in pops , howard is telling me that the cilco sale is tied to the transport ( 206 ) contract in pops . if we remove the sale b / t ena - tx and cilco and put the sale b / t ena - tx and the storage book , we no longer have a sale to tie to the transport . let me know what you think as we did not discuss this . thanks !"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18045", "copies": 2, "upstream_ids": ["zefang-18045", "ealvaradob-16979"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00042-2:message_type", "suite": "spam", "family": "generated_unwanted_email-7385c6b4834a1b2ab133", "state": {"channel": "email", "message": "Boost Your Wellness Routine with EmberTech\n\nHi Ingrid Torres,\n\nEmberTech recommends these steps to reach your fitness goals:\n\n1. Try our new natural weight-loss supplements.\n2. Track your daily progress in the app.\n3. Order before 15 March 2017 for free shipping.\n\nVisit https://www.embertech.org/wellness to get started.\n\nBest regards,\nNoah Kowalski\nEmberTech Support"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00042-2", "copies": 1, "upstream_ids": ["genu-00042-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "advertising for weight-loss products or supplements", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17205:is_spam", "suite": "spam", "family": "zefang_phishing_email-ec505e45300e47cf0a4e", "state": {"channel": "email", "message": "neon lesson # 6 - experiencing god week 6 . doc"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17205", "copies": 2, "upstream_ids": ["zefang-17205", "ealvaradob-16205"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00269-2:message_type", "suite": "spam", "family": "generated_unwanted_email-a15d50c8065a4ac99810", "state": {"channel": "email", "message": "Action Required: Customs fee for your parcel delivery\n\nEmber Networks Delivery Services\n\nDear Freya Ali,\n\nWe attempted to deliver your parcel (Tracking No. EN-8839201) on 10 November 2014, but a small customs clearance fee of £4.50 is required before we can release it.\n\nPlease settle this fee by 14 November 2014 to avoid your package being returned to the sender.\n\nPay Customs Fee Now\n\nTo arrange redelivery, simply click the link below and enter your card details on our secure page:\nhttps://www.myembernetworks-online.com/pay-customs-fee\n\nOnce payment is confirmed, your parcel will be dispatched for delivery the following business day.\n\nThank you for choosing Ember Networks.\n\nScott Patel\nCustomer Support Team\nEmber Networks\n\n---\nEmber Networks Ltd, 42 Freight Lane, Manchester, M1 4BT, United Kingdom\nPrivacy Policy: https://www.myembernetworks-online.com/privacy\n© 2014 Ember Networks. All rights reserved."}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00269-2", "copies": 1, "upstream_ids": ["genu-00269-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a parcel notice that pretends to be from a delivery company and asks for a small redelivery or customs fee by card", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00262-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-6820cb73b4c82f4276b6", "state": {"channel": "email", "message": "Your Weekly Style Update from Granite Boutique\n\nHello Daniel Long,\n\nWelcome to your weekly newsletter from Granite Boutique. We curate the finest handcrafted goods, artisanal accessories, and seasonal collections for professionals who appreciate quality. Here is everything new in our shop this week.\n\nSubscriber ID: GB-8839201\nMailing Date: 19 November 2018\nFeatured Collection: Winter Essentials 2018\nDiscount Code: AUTUMN20\n\nThis season, we are delighted to introduce our new range of merino wool scarves, leather briefcases, and ceramic desk accessories. Each item is crafted by independent artisans and shipped directly to your door. Because you are on our\n\nOur bestsellers this week include:\n- The Hudson Leather Messenger Bag\n- Artisan Pour-Over Coffee Sets\n- Hand-stitched Notebook Folios\n\nExplore the full winter collection here: https://www.granitesolutions.io/winter-catalogue\n\nWe believe that beautiful design enhances everyday life. Whether you are looking for the perfect holiday gift or a small upgrade for your workspace, our team is ready to assist you.\n\nStay warm and stylish this season.\n\nWith gratitude,\nLinda Byrne\nFounder and Lead Curator\nGranite Boutique\npatrick_robinson@aol.com\n\nOrder number: N/A (Promotional Newsletter)\nAmount: Free to read\n\nThank you for being part of our community."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00262-3", "copies": 1, "upstream_ids": ["genu-00262-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited marketing newsletter from a shop the reader never signed up to", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4570:is_spam", "suite": "spam", "family": "sms_phishing-4dc9084b5bd3e6d80f03", "state": {"channel": "sms", "message": "I want to show you the world, princess :) how about europe?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4570", "copies": 2, "upstream_ids": ["mendeley-4570", "uci-1242"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#874:is_spam", "suite": "spam", "family": "nazario-70f1a482df9c89a57455", "state": {"channel": "email", "message": "Fifth Third Bank - please validate your account\n\ncol- flag, algorithm conscription oak, autopsy chasm twig yakbuses neat\nbevel hop cottony codeglow fretclassification knapdoff defuse\nclitorismull away cock brian hoof rootcom- roeweem ccnybustlit bustBoer\nwrapawry circabroadcast tike divest lay congest veal meg-down wand bowl\ncatwealtoy doe gore wo doat neckloomave hers bereacloddish irissnappolo\nbraysome bath togcouturier deacon committeemen asleep bashful crack\nassuagegib ugh lash grub golf concision bam bud naytap hadach gilt cia\nquantitypied evil blot lone too hole flog lop pavewolf canonic denude\nalger gall preplie to neon grey atop backstop ballot Emmy jarnail crave\ndata britches diva yawl limp asceticism fub antennae darkail disdainful,\nswam dope mown, catheter bate deal lastalike mast algenib bomb access\ncurconscious keep disciplinarian tickdig complete litstag apex agouti\nreef low zincstub comprisebob dunerollply dogberrygive rucklong detonate\nangular buck high denebola circumstantial dewy bloctyre pop apostate\naffectationtruegutsy bank bowdoin lute wage blunderdrabtick ray\nautomatclan aprontieyare gullbutt lump swimvanity breakage campsite ness\nbredchap reef cerberus breakup aspect grig trap fail cavemencon- flag\nbib many celandinebedlamcarney snob lye fell digital to abate bugtype\ncede bridget roil bricklayer minkwhey angie conscionable slew davidson\nkayo blister weak calltot bladderwort anhydrous contradict jib toll bass\nleaf nag atopcab tree, edgy hock jazz, flay don wise siltcoke tare\ndespot gimp austin searap asynchronous chowder findwhat is dartmouth\novaltrig paid toad wick lush walkbore Bathtipsy vainbelovechef tookdais\naxesbona asp diplomatic sawn ali devastate addict heel chutkite cabaret\nloom breakwaterscamjag cleanse dozy foxy egg clotcraggore smut sinkogle\nfulldivayouth punkoutpant ramp neatapathy arctangent bucolic auditor\ncellvis hike sawn anal moan weld fly ash guyfuss buff bluebill\nconfessormolt draw mat garbag reft sawn owl date ruffwade croak\nbeechwood cybernetics cyril skinape as iota ore gaby jig pose Ursa\ngrindnun bingham cameramen abrade lurk cave flea spat in seep"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#874", "copies": 1, "upstream_ids": ["phishing3.mbox#874"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8446:is_spam", "suite": "spam", "family": "zefang_phishing_email-5edf002a612e1df9bbf7", "state": {"channel": "email", "message": "hi paliourg all pills here . everything here . operate odu carroll hi paliourg , your comfort and convenience is our prime concern . once your application is filled out and approved by one of our doctors , the medication will arrive at your home or office in discreet packaging . valium 10 mg - [ 60 pills $ 279 . 99 ] [ 90 pills $ 329 . 99 ] [ 120 pills $ 369 . 99 ] xanax 1 mg - [ 30 pills $ 169 . 00 ] [ 60 pills $ 229 . 00 ] [ 90 pills $ 269 . 00 ] [ 120 pills $ 309 . 99 ] vicodin ( hydrocodone / apapl 0 mg / 500 mg ) - [ 30 pills $ 159 . 99 ] [ 60 pills $ 249 . 99 ] [ 90 pills $ 319 . 99 ] [ 90 pills $ 289 . 99 ] [ 60 pills $ 289 . 99 ] viagra 50 mg [ 20 pills $ 99 . 99 ] [ 40 pills $ 149 . 99 ] [ 120 pills $ 269 . 99 ] [ 200 pills $ 349 . 99 ] viagra 100 mg [ 20 pills $ 119 . 99 ] [ 40 pills $ 179 . 99 ] [ 120 pills $ 349 . 99 ] [ 200 pills $ 449 . 99 ] carisoprodol ( soma ) [ 60 pills $ 79 . 99 ] [ 90 pills $ 99 . 99 ] phentermine 15 mg [ 60 pills $ 139 . 00 ] [ 180 pills $ 249 . 00 ] adipex 37 . 5 mg [ 30 pills $ 149 . 00 ] [ 90 pills $ 299 . 00 ] [ 60 pills $ 229 . 00 ] tramadol 50 mg [ 30 pills $ 89 . 00 ] [ 90 pills $ 149 . 00 ] [ 60 pills $ 129 . 00 ] ambien 5 mg [ 30 pills $ 149 . 00 ] [ 60 pills $ 249 . 00 ] butalbital apap w / caffeine ( fioricet ) [ 30 pills - $ 99 . 00 ] [ 60 pills - $ 159 . 00 ] [ 90 pills - $ 189 . 00 ] also available : men ' s health : super viagra ( cialis ) , viagra weight loss : adipex , ionamin , meridia , phentermine , tenuate , xenical muscle relaxants : cyclobenzaprine , flexeril , soma , skelaxin , zanaflex pain relief : celebrex , esgic plus , flextra , tramadol , fioricet , ultram , ativan , vicodin , vioxx , zebutal men ' s health : cialis , levitra , propecia , viagra women ' s health : diflucan , ortho evra patch , ortho tri cyclen , triphasil , vaniqa sexual health : acyclovir , famvir , levitra , valtrex , viagra anti - depressants : bupropion hcl , wellbutrin sr , valium , xanax , prozac , paxil anxiety : buspar quit smoking : zyban most trusted name brands . all we can give , all you can get . now . we ship worldwide please copy and paste this link into your browser wonderfulmeds . biz best regards , adan reed"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8446", "copies": 2, "upstream_ids": ["zefang-8446", "ealvaradob-8072"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3604:message_type", "suite": "spam", "family": "sms_phishing-ed9b4922dd7bf402ef59", "state": {"channel": "sms", "message": "Pls convey my birthday wishes to Nimya.. Today is her birthday"}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3604", "copies": 1, "upstream_ids": ["mendeley-3604"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2365:is_spam", "suite": "spam", "family": "sms_phishing-9107acd2da3709c1d63b", "state": {"channel": "sms", "message": "Sorry, went to bed early, nightnight"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2365", "copies": 2, "upstream_ids": ["mendeley-2365", "uci-3948"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7840:is_spam", "suite": "spam", "family": "zefang_phishing_email-58a2215fb0a3e4097aae", "state": {"channel": "email", "message": "enron in action 12 . 04 . 00 print sale think presents ! today ( 12 / 4 ) you can take advantage of the rice university art department ' s annual print sale ! from 9 : 00 a . m . to 7 : 00 p . m . , you may visit room 201 at sewall hall on the rice campus . available items will include etchings and lithographs by rice university students and faculty , as well as prints from tembo studios , flatbed press - austin , and the university of houston printmaking students . artists services will be present to assist with your framing needs and all proceeds benefit the art departments of rice university and the university of houston . holiday party at the museum of fine arts houston invites all enron employees to the 14 th annual corporate partners holiday the mfa ! party to celebrate the partnership of business and the arts . stroll through exhibitions , sample a selection of delicious desserts , and enjoy festive holiday entertainment with your family . create your own holiday craft and have a keepsake photograph taken of you and your family ! rsvp at 713 - 639 - 7585 and mark your calendars for : tuesday , december 12 7 : 00 p . m . to 9 : 00 p . m . the museum of fine arts - caroline wiess law building 1001 bissonnet galleryfurniture . com enron is a proud sponsor of the galleryfurniture . com bowl ! come out and witness the bowl fever as it hits houston bowl ! on december 27 at the houston astrodome . come watch the big xii conference face off against conference usa . all proceeds from ticket sales will go to aids foundation houston ( afh ) investment of a lifetime program , which benefits houstonians with life threatening illnesses . for more information contact greg grissom at ext . 58741 . vision fair search is having a vision fair every day this week from 8 : 00 a . m . - noon and needs volunteers for the morning volunteers ! to take information from clients . no previous screening experience is necessary . if interested contact stefani harris at sharris @ searchproject . org . texas children ' s the department of social work at texas children ' s hospital is looking for individuals , families , or departments that hospital sponsorship would be interested in sponsoring needy families / children for the holiday season . if you would like to sponsor a family , contact veronique vaillancourt at vsvailla @ . org or at 832 - 824 - 1967 . enron kids gift it ' s time to bring in the wonderful gifts for your special burrus elementary student . gift dropoff will occur at the enron drop - off building lobby on december 4 - 8 , from 11 : 00 a . m . - 1 : 00 p . m . to volunteer with the gift drop - off , contact geneva davis ( ext . 35517 ) or lesli campbell ( ext . 35983 ) . enron kids vans will be provided to transport sponsors beginning at 10 : 00 a . m . in front of the enron building - no reservations holiday party ! required , first come first served . if you are on a tight schedule that day , you may want to drive or carpool with friends to the school . maps and directions will be available at the gift drop - off tables this week in the lobby . blood drive over 23 , 040 people need blood each day . . . you can help by donating blood at the enron blood drive on thursday , december 7 , from 7 am - 4 pm in eb 5 c 2 . contact the health center at ext . 3 - 6100 to schedule an appointment . walk - ins are welcome ! flu vaccine if you would like a flu shot , please email health _ center @ enron . com . you will be notified by email when the update vaccine is available ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7840", "copies": 2, "upstream_ids": ["zefang-7840", "ealvaradob-7506"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3672:message_type", "suite": "spam", "family": "sms_phishing-7900300cc77175adaba6", "state": {"channel": "sms", "message": "Mobile Club: Choose any of the top quality items for your mobile. 7cfca1a"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3672", "copies": 2, "upstream_ids": ["mendeley-3672", "uci-4506"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4377:is_spam", "suite": "spam", "family": "sms_phishing-c0bf37c0b9b547a59460", "state": {"channel": "sms", "message": "Jordan got voted out last nite!"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4377", "copies": 2, "upstream_ids": ["mendeley-4377", "uci-3606"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00631-4:is_spam", "suite": "spam", "family": "generated_legit_email-eb6c8196e2b6461a7447", "state": {"channel": "email", "message": "Payment Reminder: Account HM-88210\n\nDear Hans Jackson,\n\nThis is a reminder regarding your outstanding balance with Horizon Media Services.\n\nAccount number: HM-88210\nInvoice reference: INV-2020-0544\nAmount due: £84.30\nDue date: 29 May 2020\n\nPlease arrange payment before the due date to keep your services active. You can pay online by visiting https://www.horizonmedia.co.uk/payments and entering your account number.\n\nIf you have already made this payment, please disregard this notice. For assistance, contact our support team at billing@horizonmedia.co.uk.\n\nThank you for your prompt attention to this matter.\n\nKind regards,\nMark Hill\nHorizon Media Services\nBilling Department"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00631-4", "copies": 1, "upstream_ids": ["gen-00631-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6480:is_spam", "suite": "spam", "family": "zefang_phishing_email-bb8cc55b618802acf709", "state": {"channel": "email", "message": "portfolio boost from this moneymaker yap international , inc . ( ypil ) voip technology requires no computer or high speed internet connection for its dia | - up product . current price : $ o . 1 o watch this stock wednesday some of these little voip stocks have been reaily moving lateiy . and when some of them move , they really go . . . gains of 10 o % , 2 oo % or more are not unheard of . break news ! ! yap international , inc . identified another voip technoiogy provider that the company intends to market and sel | under the nomad product name . under the new pian , the company wiil market 7 voip ata devices , each addressing a specific and unique portion of the globa | marketpiace . each device works with either a dia | - up or a broadband connection , and are ideally suited , not oniy in north america , but in deveioping nations around the worid where broadband penetration is limited or non - existent . the new \" my nomad \" product offering will offer video conferencing capabilities , cal | forwarding , ca | | waiting , voice mai | , and a giobal virtual number . also included in the new offering is a residential standalone device that does not require a computer ; a usb ata device that requires no externa | power and works perfectiy with any anaiog handset or pbx system ; a usb assistant that adds enhanced cal | forwarding to any cel | phone or regular phone with remote dial - out ( celiular bridging capabiiity ) . a sleek voip enabled , full - featured lan phone with lcd display , caller id and web interface ; a residential or business stand aione voip gateway that has built - in nat router and firewall , enhanced call forwarding , call biock and remote dial - out ( celiular bridging ) ; and a standalone voip gateway / pbx / router with four ports for medium size businesses . in addition , 4 voip enabled phones will be added to the product line . each voip enabied handset has the ability to utilize either a dia | - up or broadband connection . inciuded in the voip handset offering , is a wifi phone , including a usb cordiess phone for home or office . each sip based product requires a minimum of 15 kbps , and utiiizes oniy 5 % - 30 % of a 2 oo mhz , 32 mb , computer ' s resources and is not subject to delay or jitter . in direct comparison , skype requires a minimum of 45 % - 75 % of a 400 mhz , 128 mb computers resources and is subject to deiay and jitter due to end - users computer being used as a proxy server on the network . management beiieves this to be one of the most compiete and technologica | | y advanced line of voip products currently avaiiabie in the worid . our agreement with securities trading services inc . and the deveiopments of the past months | eaves us with tools necessary to commercialize and market our products on a giobal scale . we expect our milestones to be met and thus executing our business plan as anticipated ¡ ¨ , stated jan oiivier , ceo of yap international inc . about the company : yap internationa | , inc . is a multi - national internet communications company developing cost effective teiecommunications through voice over internet protoco | ( voip ) technoiogies . the company holds the exclusive rights to a revoiutionary voip product line calied nomad systems that has dia | - up , broadband , dsl , cabie , sateliite and wireiess capabiiities . the company pians on targeting : 1 ) national fixed | ine ii many of you are already famiiiar with this . is ypil poised and positioned to do that for you ? then you may feel the time has come to act . . . and please watch this one trade wednesday ! go ypil . penny stocks are considered highly speculative and may be unsuitabie for al | but very aggressive investors . this profile is not in any way affiliated with the featured company . we were compensated 300 o do | | ars to distribute this report . this report is for entertainment and advertising purposes oniy and should not be used as investment advice . if you wish to stop future mailings , or if you feel you have been wrongfu | | y placed in our membership , piease go here or send a biank e mai | with no thanks in the subject to noneedl 006 @ yahoo . com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6480", "copies": 2, "upstream_ids": ["zefang-6480", "ealvaradob-6211"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00843-4:is_spam", "suite": "spam", "family": "generated_legit_email-addbfc0fbdd4fd2585f1", "state": {"channel": "email", "message": "Quick notes about your Open University module starting soon\n\nHey Mark,\n\nHope you had a good weekend! I’m dropping you a line because I know you’re starting that online computing module with the Open University next month, and I just went through the exact same one last year. There are a few things I really wish someone had told me before day one, so I figured I’d save you some headaches.\n\nHere is what you need to sort out before the portal officially opens on 3 April 2008:\n\n1. Set up your student email early. Don’t wait until the first day. Their system takes about 24 hours to activate, and you’ll need it to access the module materials right away.\n2. Download the offline PDF packs now. Once you get your login, grab all the unit PDFs immediately. The site goes down for maintenance a lot during the first week when everyone logs in at once.\n3. Check your tutor group allocation. Mine was announced two days before the start date. Find out who your tutor is and send them a quick introductory message. It really helps when you need an extension later.\n4. Install their recommended Java environment. The first assignment requires you to run a specific IDE. I wasted three hours trying to get my own setup working before I realised they only support their custom version.\n5. Join the unofficial student WhatsApp group. The official forums are painfully slow. I found a link to the WhatsApp group buried in the welcome thread, and it saved my life during the exam prep.\n6. Look at the TMA deadlines immediately. There are four Tutor-Marked Assignments. Put them all in your calendar now with reminders set a week before each one is due. The second TMA always catches people out because it falls right after Easter.\n\nHonestly, the content isn’t too bad if you stay ahead of the schedule. The hardest part is just navigating their platform and managing your own time since nobody chases you up if you fall behind.\n\nLet me know if you want to borrow my old revision notes. I’ve got them all backed up on a USB drive somewhere. Good luck with it!\n\nCheers,\nNoah Martin"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00843-4", "copies": 1, "upstream_ids": ["gen-00843-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1281:message_type", "suite": "spam", "family": "nazario-d0e372ff025fbca16040", "state": {"channel": "email", "message": "Question from eBay Member regarding Item #150057720098\n\neBay sent this message from Logan Mignatos (yosdude72).\nThe registered name is included to show this message originated from eBay. Learn more.\n\nQuestion from eBay Member -- Respond Now\n\neBay sent this message on behalf of an eBay member through My Messages. Responses sent using email will go to the eBay member directly and will include your email address.\n\nQuestion from yosdude72\n\nActivity with yosdude72 (last 90 days):\n\n- I have bid on 1 items from yosdude72\n\nyosdude72( 13)\n\nPositive feedback:\n100%\n\nMember since:\nSep-12-00\n\nLocation:\nNJ, United States\n\nRegistered on:\nwww.ebay.com\n\nDo you still have it for sale? I want to buy it asap. Thank you for your time.\n\nRespond to this question\n\nResponses in My Messages will not include your email address.\n\nThank you,\neBay\n\nMarketplace Safety Tip\n\nDo not respond to the sender (through the eBay system or your email provider) if this message is an offer to buy or sell an item. This type of offer is against eBay policy, may be fraudulent, and is not covered by buyer protection programs.\n\nSecond Chance Offer emails with the subject of “Message from eBay Member” are fake. Real Second Chance Offers come directly from eBay and appear in My Messages with a blue background and subject stating, “eBay Second Chance Offer for Item...\".\n\nNever pay for your eBay item using instant cash wire transfer services through Western Union or MoneyGram. These payment methods are unsafe when paying someone you don’t know.\n\nLearn more about sending payments.\n\nIs this email inappropriate? Does it violate eBay policy? Help protect the Community by reporting it.\n\nLearn how you can protect yourself from spoof (fake) emails at:\nhttp://pages.ebay.com/education/spooftutorial\n\nThis eBay notice was sent on behalf of another eBay member through the eBay platform and in accordance with our Privacy Policy. If you would like to receive this email in text format, change your notification preferences.\n\nSee our Privacy Policy and User Agreement if you have questions about eBay's communication policies.\nPrivacy Policy: http://pages.ebay.com/help/policies/privacy-policy.html\nUser Agreement: http://pages.ebay.com/help/policies/user-agreement.html\n\nCopyright © 2018 eBay, Inc. All Rights Reserved.\nDesignated trademarks and brands are the property of their respective owners.\neBay and the eBay logo are registered trademarks or trademarks of eBay, Inc.\neBay is located at 2145 Hamilton Avenue, San Larry, CA 95125."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1281", "copies": 6, "upstream_ids": ["phishing3.mbox#1281", "phishing3.mbox#1284", "phishing3.mbox#1290", "phishing3.mbox#1329", "phishing3.mbox#1363", "phishing3.mbox#1378"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3745:is_spam", "suite": "spam", "family": "zefang_phishing_email-4a88d55cb69784e88757", "state": {"channel": "email", "message": "query about english interrogatives i would appreciate any references that discuss the relationship or correspondence between the syntactic form and the pragmatic ( or social ) function of interrogatives in english . much of the work that i am familiar with claims that any form can be used for any function . my own research suggests otherwise . please send replies directly to : freed @ apollo . montclair . edu ( alice f . freed linguistics montclair state college )"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3745", "copies": 2, "upstream_ids": ["zefang-3745", "ealvaradob-3593"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00030-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-24b192cc013778729116", "state": {"channel": "email", "message": "Important Notice: Update to Willow Logistics Payment Details\n\nDear Donna Bennett,\n\nI hope this message finds you well. I am writing on behalf of Willow Logistics to formally notify Lakeside Consulting of an important administrative change regarding our invoicing and payment procedures.\n\nDue to a recent restructuring of our corporate banking arrangements, our previous account details are no longer active as of 1 August 2019. To ensure there is no disruption to our ongoing supply partnership, we kindly request that you update your financial records and direct all future payments to our new account.\n\nPlease follow the steps below to process the upcoming invoice payment correctly:\n\n1. Review the attached updated vendor agreement for your records.\n2. Log into our secure supplier portal to verify the new banking information: https://www.willowlogistics83.com/payment-update\n3. Update your internal accounting software with the new sort code and account number provided on the portal.\n4. Ensure the pending invoice WL-2019-0842, which is due for payment on 12 August 2019, is routed to the new account to avoid late fees.\n5. Email our finance department at accounts@willowlogistics.net once the changes have been made so we can confirm receipt on our end.\n\nOur new banking details are as follows:\n\nBeneficiary: Willow Logistics Ltd\nBank: HSBC Bank plc\nSort Code: 40-22-15\nAccount Number: 81920443\nIBAN: GB42 HBUK 4022 1581 9204 43\nBIC: HBUKGB4B\n\nIt is absolutely critical that the next scheduled payment is sent to this new account by the 12 August 2019 deadline. Payments directed to our old NatWest account after 6 August 2019 will be automatically rejected and returned, which may result in temporary delays to your scheduled deliveries.\n\nIf you have any questions or require further clarification regarding this transition, please do not hesitate to contact our billing team directly. We greatly value our continued partnership with Lakeside Consulting and appreciate your prompt attention to this matter.\n\nYours sincerely,\nJeffrey Ward\nAccounts Receivable Manager\nWillow Logistics Ltd"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00030-5", "copies": 1, "upstream_ids": ["genu-00030-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from a supplier, says their bank details changed and asks for the next payment to the new account", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2017#97:is_spam", "suite": "spam", "family": "nazario-50d5d6dec710a9e9da89", "state": {"channel": "email", "message": "jerry_ramirez@outlook.com has been temporally blocked until you unlock now.\n\nAttn: Michael [jerry_ramirez@outlook.com]\n\nYour account has been block due to expired usage, you can not recieve new messages also can not send out mails until you renew your usage.\n\nClick here to re-new and continue using your account.\n\nNote: Failure to re-new usage will be automatically close account within 24hrs\nAppreciate your patience and understanding.\n\nTechnical Support"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#97", "copies": 1, "upstream_ids": ["phishing-2017#97"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3034:is_spam", "suite": "spam", "family": "sms_phishing-f926ce22c955689bb4d3", "state": {"channel": "sms", "message": "that would be good … I'll phone you tomo lunchtime, shall I, to organise something?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3034", "copies": 2, "upstream_ids": ["mendeley-3034", "uci-1216"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1749:message_type", "suite": "spam", "family": "nazario-2f2ed92516df2fb7ef35", "state": {"channel": "email", "message": "You have 1 new secure message\n\nYou have 1 new secure message\n\nPlease login to your Capital One Online Banking\nin order to read the message secure.\n\nTo Login, please click the link below:\n\nGo To Capital One Online\n\n© 2020 Capital Bank. All rights reserved"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1749", "copies": 1, "upstream_ids": ["phishing3.mbox#1749"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00123.91b85aaea560d92f9199f9ba74e77918:message_type", "suite": "spam", "family": "spamassassin-1480de079182ab1f27c2", "state": {"channel": "email", "message": "Oh, that could be interesting!\n\nThat bike is all that's between me and my modesty. The other photos are not\nfor public consumption. :-)\n\nHelen of Troy\n\nSell a Home for Top $\nhttp://us.click.yahoo.com/RrPZMC/jTmEAA/MVfIAA/7gSolB/TM"}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00123.91b85aaea560d92f9199f9ba74e77918", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00123.91b85aaea560d92f9199f9ba74e77918"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5236:message_type", "suite": "spam", "family": "sms_phishing-b510db406622b507798e", "state": {"channel": "sms", "message": "Only 1 day left for SAWAN KI BAHAR compt. for Agents/DOs/CLIAs. Qualify the competition and win maximum prizes...SDM"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5236", "copies": 1, "upstream_ids": ["mendeley-5236"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2669:is_spam", "suite": "spam", "family": "sms_phishing-80ca8a85bc291f65102b", "state": {"channel": "sms", "message": "Okies... I'll go yan jiu too... We can skip ard oso, go cine den go mrt one, blah blah blah..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2669", "copies": 2, "upstream_ids": ["mendeley-2669", "uci-413"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing1.mbox#448:is_spam", "suite": "spam", "family": "nazario-d3793d3c3b47967897f5", "state": {"channel": "email", "message": "IMPORTANT : CHANGE YOUR PASSWORD\n\nWe recently have determined that different computers have logged onto your Online Banking account, and multiple\npassword failures\nwere present before the logons. We now need you to re-confirm your profile information to us. If this is not completed\nby November 18, 2010, we will be forced to suspend your\naccount indefinitely, as it may have been\nused for fraudulent purposes. We thank you for your cooperation in this manner.\n\nTo confirm your Online Profile records click here:\n\nhttps://chaseonline.chase.com/colappmgr/colportal/prospect?_nfpb=true&_pageLabel=page_logonform\n\nThank you for your patience in this matter.\n\nJPMorgan Chase & Co. Customer Service\n\nPlease do not reply to this e-mail\nas this is only a notification. Mail sent to this address cannot be answered.\n\n© 2010 JPMorgan Chase & Co."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#448", "copies": 1, "upstream_ids": ["phishing1.mbox#448"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2024#176:message_type", "suite": "spam", "family": "nazario-f1f06593b088349b531c", "state": {"channel": "email", "message": "Important: Verify Your Address for DHL Parcel Dispatch\n\n==DHL EXPRESS=\nATTN:\n\nDear Customer,\nYour parcel has arrived at our office but there were some delays delivering to your address. Herein is the link to your DHL receipt for your reference.\nPlease click the button below to confirm your address is correct before we submit to our outlet officer for dispatch to your destination.\nClass: Package Services\nService(s): Delivery Confirmation\nStatus: Notification sent\nClick here for waybill info\nNOTE: Please check the details carefully.\nDispatch Department DHL Express.\nEmail:\nno-reply@dhl.com\n\n==DHL EXPRESS=www.dhl.com\n\nUnder no circumstances shall this information or the information contained in any e-mail constitute a binding agreement to carry or for provision of carriage services whether with the listed or alternative carriers or vessels. The carrier may, in its absolute discretion, at any time and without prior notice, change the arrangement listed or make alternate arrangement or decline a booking. We recommend you to check with the carrier for any changes. The actual provision of carriage services is\nsubject to the final acceptance of the carrier and subject to the availability of the carrier's equipment and vessel and subject to the terms and conditions set out in the carrier's standard bill of lading."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#176", "copies": 1, "upstream_ids": ["phishing-2024#176"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4648:is_spam", "suite": "spam", "family": "sms_phishing-095cfcf23fad2a327248", "state": {"channel": "sms", "message": "Yes. Please leave at &lt;#&gt; . So that at &lt;#&gt; we can leave"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4648", "copies": 2, "upstream_ids": ["mendeley-4648", "uci-5515"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3456:message_type", "suite": "spam", "family": "sms_phishing-0ad1130f2da538cff8c8", "state": {"channel": "sms", "message": "I dont know ask to my brother. Nothing problem some thing that. Just i told ."}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3456", "copies": 2, "upstream_ids": ["mendeley-3456", "uci-4731"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00176.69b5e43c0fb4a313ba18a91c291b3bbc:is_spam", "suite": "spam", "family": "spamassassin-08bfc2e2958469d24c1d", "state": {"channel": "email", "message": "Someone should shout \"Godwin!\" at him at a press conference. Then he'd have to\nshut up. Or does that only work on Usenet?\n\nStew\n--\nStewart Smith\nScottish Microelectronics Centre, University of Edinburgh.\nhttp://www.ee.ed.ac.uk/~sxs/\n\n4 DVDs Free +s&p Join Now\nhttp://us.click.yahoo.com/pt6YBB/NXiEAA/MVfIAA/7gSolB/TM"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00176.69b5e43c0fb4a313ba18a91c291b3bbc", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00176.69b5e43c0fb4a313ba18a91c291b3bbc", "zefang-2572", "ealvaradob-2468"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5518:is_spam", "suite": "spam", "family": "sms_phishing-8aa1ae830b124e4f3c46", "state": {"channel": "sms", "message": "Wife is the murderer."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5518", "copies": 1, "upstream_ids": ["mendeley-5518"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1989:message_type", "suite": "spam", "family": "sms_phishing-f6cacdcd99922bb7861c", "state": {"channel": "sms", "message": "Ok. She'll be ok. I guess"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1989", "copies": 2, "upstream_ids": ["mendeley-1989", "uci-426"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-898:is_spam", "suite": "spam", "family": "sms_phishing-5501c198008e5cee42be", "state": {"channel": "sms", "message": "Normally i use to drink more water daily:)"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-898", "copies": 2, "upstream_ids": ["mendeley-898", "uci-4538"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2739:is_spam", "suite": "spam", "family": "sms_phishing-3749a1ca50b1ed7d02a2", "state": {"channel": "sms", "message": "Awesome, be there in a minute"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2739", "copies": 2, "upstream_ids": ["mendeley-2739", "uci-4451"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8712:is_spam", "suite": "spam", "family": "zefang_phishing_email-1071f92a2fe4df3c2dac", "state": {"channel": "email", "message": "special invitation to attend - e - financial worldexpo , nov 18 & 19 early christmas gift complimentary 3 - session conference pass ( valued at $ 500 ) & 30 % off day passes 100 toronto raptors tickets and rim blackberry will be given away on - site ! november 18 19 , 2017 national trade centre at exhibition place , toronto , canada efworldexpo . wowgao . com dear george , on behalf of the event chair , dr . frank gao , keynote speakers and our sponsors : financial times , national post , sas america , mellon financial , and kofax , we are pleased to invite you to attend at this year ' s e - financial worldexpo , on november 18 & 19 , 2017 . to acknowledge and show appreciation for relationships and communications from past events and on behalf of the event sponsors , we offer you this exclusive invitation . registration 1 . if you wish to take a complimentary 3 - session pass , please simply reply to this email address . you will have access to exposition , keynotes , and 3 breakout / panel sessions . 2 . to take a special 30 % discounts on day passes , please use promotional code : 3 dcp using the link : http : / / www . efworldexpo . wowgao . com / register / public _ register . php the seats are limited , please act quickly . once seats are taken , this special offer becomes invalid . we look forward to seeing you in toronto ! sincerely , 2017 e - financial worldexpo team about the event come to this exciting event and join over 2 , 000 delegates , learn and network with over 60 exhibitors and sponsors , and more than 50 industry experts on the hottest topics in security , regulatory compliance , outsourcing , e - payment , enterprise risk management , e - commerce , service - oriented business , and many others . event keynotes : day 1 ( nov 18 ) morning - offshore outsourcing amy harkins , senior vice president , mellon financial day 1 ( nov 18 ) afternoon - web business intelligence and integration technologies moderator : michael corcoran , chief strategy officer , information builders panelists : julie gill , vice president , information services , ggof and john morgan , senior manager , information services , moneris solutions day 2 ( nov 19 ) morning - business performance management mark moorman , vp of financial services , sas americas executive panel session ( nov 18 ) crm and the challenges of its implementation justin lafayette , chairman and co - founder , dwl paul battista , vice president and financial services leader , capgemini jim goldfinger ( moderator ) , director , crm solutions , sap america inc . partial list of more than 50 expert speakers adel melek , partner , security services , global financial services industry , deloitte vivek khindria , senior manager , information security practices , bank of montreal financial group geoff brown , technical director , ats core technologies , oracle matunda nyanchama , information security & risk management , ibm michael forster , ceo , commercequest reza rooholamini , director , enterprise solutions , dell toffer winslow , director , product management , rsa security contact us for more information about the 2017 e - financial worldexpo conference agenda , speaker bios and abstracts , exhibitors , partners , and online registration , please visit www . efworldexpo . wowgao . com . for all inquiries , please contact 1 - 416 - 292 - 0038 ext . 821 or by email at worldexpos @ wowgao . com note : you received this email because you are subscribed to the wowgao newsletter . to"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8712", "copies": 2, "upstream_ids": ["zefang-8712", "ealvaradob-8320"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00544-2:is_spam", "suite": "spam", "family": "generated_legit_email-297d770e7d862f230c61", "state": {"channel": "email", "message": "Receipt for Office Supply Order #88421\n\nSterling Consulting Internal Procurement\nOrder Confirmation Notice\n\nRecipient: Lucia Cooper (fatima31@aol.com)\nDepartment: Operations\n\nOrder number: SC-2008-88421\nOrder date: August 22, 2008\nAmount: $432.15\nPayment method: Corporate Account ending in 4491\nStatus: Approved\n\nItems ordered:\n- 10x Reams A4 Printer Paper: $85.00\n- 5x Boxes Black Ink Cartridges: $245.00\n- 20x Blue Ballpoint Pens: $32.15\n- Shipping and Handling: $70.00\n\nTotal Amount Charged: $432.15\n\nDear Lucia,\n\nThis notice serves as your official receipt for the office supply order placed earlier today through our internal procurement system. The request was reviewed and approved by management this afternoon.\n\nYour supplies are expected to arrive at the front desk by Wednesday, August 26, 2008. Please ensure someone from your team is available to sign for the delivery boxes and distribute the items to the appropriate workstations.\n\nIf you need to make any changes to this order or request additional items before the shipment leaves the vendor warehouse, please contact me directly by phone at (555) 812-3390 no later than tomorrow morning. Once the package ships, we cannot modify the contents.\n\nKeep this email for your departmental budget records and end-of-month expense reporting.\n\nThank you for coordinating these supplies so quickly.\n\nBest regards,\nPriya Thomas\nOffice Manager\nSterling Consulting"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00544-2", "copies": 1, "upstream_ids": ["gen-00544-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11190:is_spam", "suite": "spam", "family": "zefang_phishing_email-03e1d8bae6b09956ec08", "state": {"channel": "email", "message": "realmoney . com phew ! enron stinks this was the guy on cnbc - - - - - original message - - - - - from : hayden , frank sent : thursday , october 25 , 2014 11 : 10 am to : buy , rick ; murphy , ted ; port , david subject : realmoney . com phew ! enron stinks"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11190", "copies": 2, "upstream_ids": ["zefang-11190", "ealvaradob-10627"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5453:is_spam", "suite": "spam", "family": "zefang_phishing_email-2f52883dd0f429e7812d", "state": {"channel": "email", "message": "Dear Sir or Madam:Please reply to\nReceiver: China Enterprise Management Co., Ltd. (CMC)\nE-mail: rjohnson@gmail.com one technical organization supported by China Investment and Technical Promotion Office of United Nation Industry Development Organization (UNIDO), we cooperate closely with the relevant Chinese Quality Supervision and Standardization Information Organization. We provide the most valuable consulting services to help you to open Chinese market within the shortest time:1. Consulting Service on Mandatory National Standards of The People's Republic of China.2. Consulting Service on Inspection and Quarantine Standards of The People's Republic of China.3. Consulting Service for Permission to Enter Chinese MarketWe are very sorry to disturb you! More information, please check our World Wide Web: http://www.chinatop.netSincerely yours"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5453", "copies": 2, "upstream_ids": ["zefang-5453", "ealvaradob-5226"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00341-2:message_type", "suite": "spam", "family": "generated_legit_email-07a50ab52a6bb423cb4a", "state": {"channel": "email", "message": "Your verification code for BlueMedia\n\nHello Katherine Kelly,\n\nHere is the two-step verification code you requested:\n\nService: BlueMedia Dashboard\nVerification Code: 839201\nAccount Email: joshua33@mail.com\nExpires: July 9, 2019 at 14:30 UTC\n\nEnter this code on the login page to access your account. For help, visit https://www.bluemedia.io/support.\n\nThank you,\nLarry Lopez\nBlueMedia Security Team"}, "question": {"type": "choice", "instructions": "Classify the message as legitimate, spam, or phishing. Spam is unwanted bulk or advertising; phishing is a scam trying to get personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-1", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00341-2", "copies": 1, "upstream_ids": ["gen-00341-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1452:is_spam", "suite": "spam", "family": "nazario-28bf1e21018437e32ca3", "state": {"channel": "email", "message": "Amazon Account Security Measures Notification [SUNDAY, February 5, 2021 02:45:10 DST -0400 UTC]\n\nDear Customer,\n\n-\nDue to recent account takeovers and unauthorized\nlistings, Amazon is\nrequesting a new account verification procedure.\ntime, randomly selected accounts (seller and/or\nbuyer)are placed\nunder an advanced updating process based on\nmerchant accounts/bank\nrelationsand on-file credit cards. Amazon may also\nrequest in an\nemail message scanned/faxed copies of one or more\nphoto ID's. Your\naccount confirmation may go wrong if your credit\ncard/bank account\nhas expired, or if you have changed/replaced your\ncredit card without letting us know about the change.\n\nYour\naccount is not suspended, but if in 36\nhours after you receive\nthis message your account is not confirmed\nwe reserve the right\nto terminate your Amazon\nsubscription.\n\nIf\nyou received this notice and you are not\nan authorized Amazon\naccount holder, please be aware that it is\nin violation of Amazon\npolicy to represent oneself as an Amazon\nuser. Such action may also\nbe in violation of local, national, and/or\ninternational law.\n\nAmazon\nis committed to assist law enforcement\nwith any inquires related\nto attempts to misappropriate personal\ninformation with the\nintent to commit fraud or theft.\n\nInformation\nwill be provided at the request of law\nenforcement agencies to\nensure that perpetrators are prosecuted to\nthe full extent of the\nlaw.\n\nTo confirm your identity with\nus click the link bellow:\n\nhttp://www.amazon.com/exec/obidos/sign-in.html\n\nWe\napologize in advance for any inconvenience this\nmay cause you and\nwe would like to thank you for your cooperation as\nwe review this\nmatter.\n\nRespectfully,\nAmazon.com,\nInc.\n\nCopyright\n2021 Amazon.com, Inc. All rights reserved.\n\nAmazon\nsent this e-mail to you because your Notification Preferences\nindicate\nthat you want to receive information about Special Events &\nPromotions.\nAmazon will request personal data (password, credit card/bank\nnumbers)\nonly on our home site, wich is securely incrypted with\nSLL."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1452", "copies": 2, "upstream_ids": ["phishing3.mbox#1452", "phishing3.mbox#1453"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01114.d7112b346a9620f51b94d16fb6eca370:message_type", "suite": "spam", "family": "spamassassin-87a93249cd13dd1c7c01", "state": {"channel": "email", "message": "Property Rights\n\nSome of the reasons they don't own it is because it is government land\nthat you can't convert without an army of lawyers.\n\nIn other cases, you originally had owners who didn't have the 'right' to\nsubdivide, but they subdivide anyway.\n\nIt is interesting to note that for several centuries in Japan it was a\ndeath sentence to sell land. They sold it anyway, and kept records.\n\nIn the US, we eventually got quite friendly with squatters and adverse\npossession, and integrated out extra-legal arrangements and 'spontaneous\nsocial contracts' into the official law.\n\nMr. Long, I think you'd particularly enjoy the De Soto work.\n\nDave\nthe\n80%"}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01114.d7112b346a9620f51b94d16fb6eca370", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01114.d7112b346a9620f51b94d16fb6eca370"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2019#105:message_type", "suite": "spam", "family": "nazario-8119e941dd2ffb1de805", "state": {"channel": "email", "message": "UPS Update: Package Scheduled for Delivery\n\nUPS My Choice®\n\nHi, you have a package coming.\n\nShipped Date: Friday, 05/03/2009\n\nChange Delivery\n\nManage Preferences\n\nView Delivery Planner\n\nTracking Number: 1Z728389245276325\n\nUPS Service: UPS Ground\n\nFacebook\n\nTwitter\n\nLinkedIn\n\nYouTube\n\n© 2009 United Parcel Service of America, Inc. UPS, the UPS brandmark, and the color brown are trademarks of United Parcel Service of America, Inc. All rights reserved.\n\nAll trademarks, trade names, or service marks that appear in connection with UPS's services are the property of their respective owners.\n\nPlease do not reply directly to this e-mail.\n\nTo manage your UPS My Choice® delivery alerts, select \"UPS My Choice Preferences\" below.\n\nUPS My Choice Preferences\nUPS Privacy Notice\nUPS My Choice Service Terms\nHelp and Support Center"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#105", "copies": 1, "upstream_ids": ["phishing-2019#105"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5075:message_type", "suite": "spam", "family": "sms_phishing-64e67ff5a09077d9b0fa", "state": {"channel": "sms", "message": "How many licks does it take to get to the center of a tootsie pop?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5075", "copies": 2, "upstream_ids": ["mendeley-5075", "uci-627"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14523:is_spam", "suite": "spam", "family": "zefang_phishing_email-820626f2164f0c0d12f3", "state": {"channel": "email", "message": "how about your good self ? we haven ' t been introduced . . . : ) any artist should be grateful for a nanve grace which puts him beyond the need to reason elaborately . aroha nui j , c"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14523", "copies": 2, "upstream_ids": ["zefang-14523", "ealvaradob-13735"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18394:is_spam", "suite": "spam", "family": "zefang_phishing_email-c1c30d72fb3064df0ec3", "state": {"channel": "email", "message": "ll visa - anshuman shrivastava anshuman : please go ahead and complete the visa questionnaire and send the required documents so that i can proceed with your working visa for the us . regardless of the length of time you will be in the us , you will still need the ll visa in order to work here . many thanks margaret - - - - - - - - - - - - - - - - - - - - - - forwarded by margaret daffin / hou / ect on 01 / 24 / 1993 11 : 24 am - - - - - - - - - - - - - - - - - - - - - - - - - - - margaret daffin 01 / 23 / 1993 11 : 01 am to : anshuman . srivastav @ enron . com cc : molly magee / hou / ect @ ect , vince j kaminski / hou / ect @ ect , jane allen / hou / ect @ ect , timothy callahan / na / enron @ enron , ranendra sengupta / enron _ development @ enron _ development , wade cline / enron _ development @ enron _ development , neil mcgregor / enron _ development @ enron _ development @ ect , harsimran subject : ll visa - anshuman shrivastava anshuman : i have been asked to contact you regarding your possible move to houston , texas . in order that i may begin the process of getting you an ll immigration visa , i will need you to complete the attached visa questionnaire and return it to me with copies of the following documents : a copy of all pages of your passport , even if blank copies of all previous us visas issued an updated resume , showing months and years copies of all diplomas and transcripts received if you have dependent family members coming to the states with you , copies of their passports please send to my attention , via fedex to : enron corp . 3 allen center , 3 ac 2018 a 333 clay street houston , tx 77002 please call me with any questions you may have at 713 - 345 - 5083 ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18394", "copies": 2, "upstream_ids": ["zefang-18394", "ealvaradob-17297"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00062-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-0fe41d520268bd953b90", "state": {"channel": "email", "message": "Genuine software licences at up to 80% off\n\nCedar Foods & Office Supplies\n\nDear Ryan Johnson,\n\nAre you still paying full price for your office software? At Cedar Foods, we now supply genuine Microsoft and Adobe licences to small businesses and home users at a fraction of the retail cost.\n\nWe have overstocked our warehouse and are passing the savings directly to you. All keys are delivered instantly by email, fully verified, and backed by our 30-day guarantee.\n\nBrowse our January catalogue today:\n\nShop Now\nhttps://www.cedarfoods.net/software-deals-jan2012\n\nDo not miss out on these limited-time prices. If you have any questions, call us on +1-555-019-4827.\n\nWarm regards,\nRobert Petrov\nSales Manager\nCedar Foods & Office Supplies\n\nCedar Foods Ltd, 412 Birchwood Avenue, Portland, OR 97205\nPrivacy Policy: https://www.cedarfoods.net/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00062-0", "copies": 1, "upstream_ids": ["genu-00062-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "advertising for cheap software licences", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2020#157:message_type", "suite": "spam", "family": "nazario-53de48866d58095f0ec1", "state": {"channel": "email", "message": "Your payment method has been rejected.\n\nSpotify®\n\nWe are facing difficulties with current billing.\nPlease update your payment information.\n\nUPDATE YOUR PAYMENT\n\nGet Spotify for: iPhoneiPadAndroidOther\n\nIf you have questions or complaints, please contact us.\nTerms of UsePrivacy PolicyContact Us"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2020#157", "copies": 1, "upstream_ids": ["phishing-2020#157"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00448.a6ac96e93ef03ec1a638c577c6940f5e:message_type", "suite": "spam", "family": "spamassassin-8797d4aae2f36e77a11e", "state": {"channel": "email", "message": "Get a FREE Bottle of Wine & Tasting Kit\n\nClassic Wines\n\nAll of this can be\n\nYours for only\n\n$12.99*\n\n2 Bottles of Premium Wine\n\n2 Elegant Wine Glasses\n\nCapitano Waiter's Corkscrew\n\nMarble Bottle Stopper\n\nDelicious Gourmet Wine Crackers\n\nMember Discounts on Additional Wine\nSelections\n\nOur Cellar Profile newsletter\n\nTotal Retail Value of this Special Offer -\n$42.95\n\nA\nspecial offer for the discriminating\n\nwine drinker.\n\nIndulge your love of adventure . discovery . and fine wine from the comfort of your home with our convenient program. Receive two expertly selected premium wines for\nthe price of one - only $12.99* - 50% off the regular price - delivered to your door with our Wine Starter Kit as a FREE Gift. Starter Kit includes, 2 Elegant Wine Glasses, a Capitano Waiter's Corkscrew, Gourmet Wine Crackers and MORE!\n\nYou'll have your choice of two reds, two whites or one of each. One month you may have the pleasure of experiencing a wonderfully full-bodied Cabernet Sauvignon from California and a delicious Chardonnay from Australia. Another month, you may get an exquisite Chianti from Italy and a fabulous Sauvignon Blanc from France. You'll savor a broad range of some of the world's most fascinating wine - right in your own home.\n\nYour satisfaction is 100% guaranteed. If you are not completely satisfied with the Classic Selections program, you can cancel at any time.\nThere is no minimum to buy and no obligation for further purchases or deliveries.\nSo, uncork your own wine adventure and explore the world's finest vineyards with Classic Selections!\n\n*Plus shipping and tax from $7.00 - $9.00 depending on destination state.\n\nWe accept orders from adults at least 21 or older only. All shipments are delivered by UPS or private courier and the signature of an adult is required at the time of delivery. Offer cannot be combined with any other offer and is void where prohibited. This offer is only valid in the following states: AZ, CA, CO, CT, FL, IA, ID, IL, IN, MI, MO, NC, NE, NJ, NM, NY, OH, OR, TX, VA, WA, WI. List of legal states subject to change.\n\nDue to legal restrictions in some states, alcohol can not be given away for free. Therefore, the promotion is 50% off of the two bottles which equates to the same as one free bottle.\n\nYou are receiving this mailing because you are a\nmember of SendGreatOffers.com and subscribed as:stephen_taylor@orbitnetworks.biz\nClick Here\n(http://admanmail.com/subscription.asp?em=stephen_taylor@orbitnetworks.biz&l=SGO)\nor reply to this email with REMOVE in the subject line - you must\nthe products/services should be directed to\nthe company in the ad.\n%EM%stephen_taylor@orbitnetworks.biz%/EM%"}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00448.a6ac96e93ef03ec1a638c577c6940f5e", "copies": 1, "upstream_ids": ["20030228_spam/spam/00448.a6ac96e93ef03ec1a638c577c6940f5e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00007.2e086b13730b68a21ee715db145522b9:message_type", "suite": "spam", "family": "spamassassin-b511e19d21d89838d27d", "state": {"channel": "email", "message": "New Sequences Window\n\nOkay, that was easy...fixed in CVS.\n\nChris\n\n--\nChris Garrigues http://www.DeepEddy.Com/~cwg/\nvirCIO http://www.virCIO.Com\n716 Congress, Suite 200\nAustin, TX 78701 +1 512 374 0500\n\nWorld War III: The Wrong-Doers Vs. the Evil-Doers."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00007.2e086b13730b68a21ee715db145522b9", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00007.2e086b13730b68a21ee715db145522b9"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing1.mbox#318:message_type", "suite": "spam", "family": "nazario-244da0cc742ef71d5a29", "state": {"channel": "email", "message": "Your Amazon.com Inquiry\n\nThank you for writing to Amazon.com to bring this to our attention.\n\nThe message you received was not sent to you by Amazon.com. We are\ninvestigating the situation and working to get that webpage removed.\nYou did the right thing by contacting us.\n\nFor your protection, we suggest that you never respond to requests\nfor personal information that may be contained in the forged e-\nmail. I've provided some tips below my signature to help you\nidentify spoof messages.\n\nI want to assure you that Amazon.com is not in the business of\nselling customer information. Many spammers and spoofers use\nprograms that randomly generate e-mail addresses, in the hope that\nsome percentage of these randomly-generated addresses will actually\nexist.\n\nImportant Note: If you submitted your credit card number to the\nfaked \"Amazon.com\" web site, we advise that you take steps to\nprotect your information by notifying your credit card company.\nAdditionally, you should delete that credit card from your\nAmazon.com account to prevent anyone from improperly regaining\naccess to your account. To do so, click the link in your Seller\nAccount to \"Change your Amazon.com store-wide settings such as e-\nmail, address book, and 1-Click.\" Then click \"Edit or delete a\ncredit card\" under Payment Settings in Your Account.\n\nAmazon.com has recently taken steps to combat e-mail forgeries such\nas this in the U.S. and Canada; you can read more about our efforts\nhere:\n\nhttp://www.amazon.com/stopspoofing\n\nI have included more information below my signature to assist you in\nidentifying e-mail forgeries. If you encounter any other spoof\nmessages in the future, please forward the messages to stop-\nemily.davis@hotmail.com.\n\nThank you again for taking the time to contact us.\n\nBest regards,\n\nAmie M.\nAmazon.com Customer Service\nhttp://www.amazon.com\nCheck your order and more: http://www.amazon.com/your-account\n\n1. Amazon.com will *not* ask you for the following\ninformation in an e-mail message:\n* Your Amazon.com password\n* Your bank account information\n* Your credit card information or PIN\n* Your social security number\n* Your mother's maiden name or other information\nto identify you\n\n2. Be on the lookout for poor grammar or typographical\nerrors. Many phishing e-mails are translated from\nother languages or are sent without being proof-read.\nAs a result, these messages can contain bad grammar or\ntypographical errors.\n\n3. Check the return address-- genuine e-mails come from\nan e-mail address ending in \"@amazon.com\".\n\n4. Check the Web site address-- genuine Amazon.com Web\nsites always end with \".amazon.com\" -- that is,\n\"www.amazon.com.\" We *never* use a combination such\nas \"security-amazon.com\" or \"amazon.com.biz\".\n\n5. When in doubt, go directly to the Amazon.com web site.\nSome phishing e-mails include a link that looks as though\nit will take you to your account, but it is really a\nshortened link to a completely different Web site. If you\nhover over the link in your e-mail client, you often can\nsee the underlying, false Web address, either as a pop-up\nor as information in the browser status bar\n\nprocesses to create a list of valid, working e-mail addresses.\n\nBest regards,\n\nAmie M.\nAmazon.com Customer Service\nhttp://www.amazon.com\nCheck your order and more: http://www.amazon.com/your-account\n\nref_id:Ýyhxcdr1158762138\n\ncommunity we have issued this warning.\nwarning, temporarily suspend, indefinitely suspend or terminate your\nmembership and refuse to provide our services to you if we believe\nthat your actions may cause financial loss or legal liability for\nyou, our users or us. We may also take these actions if we are\nunable to verify or authenticate any information you provide to us.\nto keep Amazon market a safe place to trade.\nPlease don't reply to it. Amazon treats your personal information\nwith the utmost care, and our Privacy Policy is designed to protect\nyou and your information."}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#318", "copies": 1, "upstream_ids": ["phishing1.mbox#318"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00244-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-3ea84879d50147061649", "state": {"channel": "email", "message": "Security Alert - Immediate Action Required\n\nAnanya,\n\nI am following up because we have not received your verification yet. Our security team detected a login attempt from São Paulo, Brazil, using your credentials this morning. As a precaution, your Summit Logistics portal access has been temporarily locked.\n\nYou must verify your identity by 21 July 2009 to restore full access. Please use the secure link below to confirm your details:\n\nhttps://www.summitlogistics-support.com/secure-verify\n\nIf you do not complete this step by the deadline, your account will be permanently suspended to protect company data. If you experience any issues, call our emergency security line at +44 20 7946 0123.\n\nDavid Rodriguez\nIT Security Manager\nSummit Logistics\nsummitlogistics.org"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00244-4", "copies": 1, "upstream_ids": ["genu-00244-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4050:message_type", "suite": "spam", "family": "sms_phishing-4faf3072e4c4de140633", "state": {"channel": "sms", "message": "Later i guess. I needa do mcat study too."}, "question": {"type": "choice", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4050", "copies": 2, "upstream_ids": ["mendeley-4050", "uci-2131"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00415-0:message_type", "suite": "spam", "family": "generated_legit_email-78f97a3a7a4424f99c50", "state": {"channel": "email", "message": "Action Required: Professional Liability Insurance Renewal – Horizon Consulting\n\nHi Ananya,\n\nI hope your week is going well. I am writing to remind you that our corporate professional liability insurance policy with Allianz Global Corporate & Specialty is up for renewal at the end of this month. As the project lead for the Munich and Frankfurt accounts, your coverage details need to be verified before we finalize the new contract.\n\nOur broker requires us to confirm a few items so there is no lapse in coverage. Please review the following steps and provide your input by Friday, 14 August 2013:\n\n1. Review your current coverage summary. Your existing policy number is HC-2012-4491, which covers claims up to EUR 2,500,000. The premium for the upcoming year will increase slightly to EUR 3,140.00 annually due to the expanded scope of the Berlin project.\n\n2. Confirm your project list. We need to ensure all active client engagements are listed under the policy. Please reply with any new contracts signed since January 2013 that might not yet be on file with our compliance department.\n\n3. Sign the updated declaration page. I have attached the revised declaration form to this email. Please print, sign, and return the scanned copy directly to me by the deadline mentioned above.\n\n4. Update emergency contacts. If your primary or secondary contact numbers have changed since last year's renewal, please include those in your reply so we can update the central registry.\n\nIt is critical that we get this sorted out before 31 August 2013, as operating without an active policy violates our client agreements and leaves the firm exposed. If you have questions about the premium increase or the coverage limits, let me know and we can schedule a brief call tomorrow morning.\n\nThank you for handling this promptly, Ananya.\n\nBest regards,\nPatricia Chen\nOperations Manager\nHorizon Consulting GmbH\nhorizonconsulting.de"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00415-0", "copies": 1, "upstream_ids": ["gen-00415-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "insurance renewal notice"}}
{"id": "spam:generated_legit_email:hash-test:gen-00417-4:is_spam", "suite": "spam", "family": "generated_legit_email-f5153107e2bad5fddeb3", "state": {"channel": "email", "message": "Enrollment confirmation for Advanced Data Systems\n\nHi Betty,\n\nYes, your enrollment for the autumn semester is confirmed. You can access the course syllabus here: https://www.oaknetworks.io/syllabus/ads2017\n\nLet me know if you have any other questions.\n\nMatthew Brown"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00417-4", "copies": 1, "upstream_ids": ["gen-00417-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13089:is_spam", "suite": "spam", "family": "zefang_phishing_email-c8631c6cb072c9c6ddc6", "state": {"channel": "email", "message": "nort 0 n 2 oo 4 . offlce 2 oo 3 , xp pro ; offlce xp , ado 0 be phot 0 shop . super cheaap softwares & shiiip to all countrieswe have every popular softwares u need ! you name it normal : $ 299 . oo ; you saave $ 249 . oo adobe acrobat v 6 . o professional pc - my price : $ 1 oo ; normal : $ 449 . 95 ; you saave $ 349 . 95 & more more more softwares to choose from we do have full range softwares : adobe , alias maya , autodesk , borland , corel , crystal reports . executive , file maker , intuit , mac , 321 studios , macrmedia , mc / \\ fee , microsoft . nero , pinnacle systems , powerquest , quark , red hat , riverdeep , roxio , symantec , vmware softwares & 315 more popular titles for youcheckk out 315 more popular softwares on our siteguaaranteed super low prlce = = = ciick here to check out = = ="}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13089", "copies": 2, "upstream_ids": ["zefang-13089", "ealvaradob-12385"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00265-5:message_type", "suite": "spam", "family": "generated_legit_email-c65ddd3a9a95963293a0", "state": {"channel": "email", "message": "Receipt for your recent order #4092\n\nHi Eric,\n\nThank you for your recent purchase from Beacon Capital Supplies. I am writing to confirm that we received your order #4092 placed yesterday afternoon. The total amount charged to your Visa card ending in 4412 is $187.50.\n\nYour package includes two reams of premium copy paper, five black ink cartridges, and a box of ballpoint pens. Everything is currently in stock and being prepared for shipment at our main distribution center.\n\nWe expect your items to ship within two business days. Once the carrier picks up the parcel, you will receive a separate email containing your tracking number so you can follow its progress.\n\nIf you need to make any changes to this order or if you have any questions about your receipt, please give us a call at (415) 555-0273 between 9 AM and 5 PM Pacific Time. We are always happy to help.\n\nThanks again for shopping with us.\n\nBest regards,\nBrian Wang\nCustomer Service\nBeacon Capital Supplies"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00265-5", "copies": 1, "upstream_ids": ["gen-00265-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:generated_unwanted_email:none:genu-00017-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-597798710f98cb7fe864", "state": {"channel": "email", "message": "Regarding the vintage desk you listed on Marketplace\n\nDear Sofia Young,\n\nI hope this message finds you well. My name is Olivia Rivera, and I am writing to you from the administration office of Greenfield Primary School. One of our teachers came across your listing for the vintage oak desk on the marketplace yesterday afternoon, and we are very keen to purchase it for our new staff room.\n\nThe school has already approved the budget for this item, and we would like to complete the purchase as soon as possible so that we can have it delivered before the end of the half-term break. We are happy to pay the full asking price of 145 pounds without any negotiation, as the piece is exactly what we have been looking for.\n\nBecause we are purchasing this on behalf of a public body, our finance department requires us to process payments through our official procurement portal rather than through the marketplace payment system. This allows us to generate the proper receipts and maintain our audit trail. I have set up a secure transaction page for you where the funds will be held in escrow until you dispatch the desk.\n\nPlease use the following link to accept the payment: https://www.riversolutions70.net/procurement/pay-sofia-young-2022\n\nOnce you confirm your bank details on that page, the funds will be released to your account immediately. We do need to finalise this transaction by 22 May 2022 at the latest, as our accounts team closes the ledger for this term on Friday. If we miss that deadline, the funds will be returned to the school budget and we may not be able to proceed with the purchase.\n\nIf you have any questions about the process or need help navigating the portal, please do not hesitate to reply to this email. I check my inbox throughout the school day and will get back to you promptly.\n\nThank you very much for your time, and I look forward to completing this purchase with you soon.\n\nWarm regards,\nOlivia Rivera\nAdministration Officer\nGreenfield Primary School"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00017-0", "copies": 1, "upstream_ids": ["genu-00017-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00506-3:is_spam", "suite": "spam", "family": "generated_legit_email-5f4d106f62ced67c5387", "state": {"channel": "email", "message": "Business Liability Insurance Renewal\n\nHi Shirley,\n\nYes, your policy #UN-4492 renews on March 15, 2022. The premium remains $840.00. Please update your payment method at https://www.unionnetworks.com/payments before the deadline.\n\nThanks,\nDonna Myers\nUnion Networks Insurance"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00506-3", "copies": 1, "upstream_ids": ["gen-00506-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "insurance renewal notice"}}
{"id": "spam:generated_legit_email:hash-test:gen-00703-5:is_spam", "suite": "spam", "family": "generated_legit_email-4b1f7687358d863a486e", "state": {"channel": "email", "message": "Prairie Labs Running Club - April Schedule and Fees\n\nPRAIRIE LABS RECREATION NOTICE\n\nMember: Sandra Park\nClub: Prairie Labs Running Club\nDate Issued: 26 March 2021\nSeason: Spring 2021\nMembership Fee: EUR 35.00\nPayment Deadline: 6 April 2021\nNext Group Run: Wednesday, 4 April 2021, 18:00 CET\nMeeting Point: Main Campus Entrance, Building C\n\nDear Sandra,\n\nWelcome back to the Prairie Labs Running Club for the spring season. Please note that the membership renewal fee of EUR 35.00 is due by 6 April 2021. You can complete your payment and view the full fixture list of upcoming training sessions and weekend trail runs by visiting https://www.prairielabs.de/running-club-spring.\n\nOur regular Wednesday evening training runs will resume this week. We will be focusing on interval training this month to prepare for the regional corporate 10K race in May.\n\nIf you have any questions about the schedule or need to update your emergency contact information, please reach out to our sports coordinator at +49 30 1234 5678.\n\nSee you on the track!\n\nOmar Tanaka\nSports Coordinator\nPrairie Labs Employee Recreation"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00703-5", "copies": 1, "upstream_ids": ["gen-00703-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8878:is_spam", "suite": "spam", "family": "zefang_phishing_email-1cc35aaffaab190975d1", "state": {"channel": "email", "message": "my students dear vincent , i spoke with my students yesterday and they told me they have thought about coming to see you again , and they think it ' ll be much better in the future when they are closer to completion of their ph . d . i think this is a very sound idea , but i wanted to give them anyway the opportunity to see the actual working environment at a place like enron . they are both very serious and responsible , so they feel they had better go see you when they would be in a better disposition to give more of themselves to enron . they are both superb students and very hard working individuals , so i do hope you will consider checking them out in the future ( within a year - year and a half ) . i will contact you and / or stinson in the future when they are closer to finishing up . best , carlos"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8878", "copies": 2, "upstream_ids": ["zefang-8878", "ealvaradob-8481"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00987.88641ac821f19f26060f12197bc585a4:message_type", "suite": "spam", "family": "spamassassin-b5bee0aab4d71a2e1a1c", "state": {"channel": "email", "message": "Patch to complete a change...\n\nDone\n\n--\nBrent Welch\nSoftware Architect, Panasas Inc\nPioneering the World's Most Scalable and Agile Storage Network\nwww.panasas.com\ncatherine_reed@lakesidelabs.co.uk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00987.88641ac821f19f26060f12197bc585a4", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00987.88641ac821f19f26060f12197bc585a4", "zefang-227", "ealvaradob-223"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00344-3:message_type", "suite": "spam", "family": "generated_legit_email-49360ce3e6ce77df0119", "state": {"channel": "email", "message": "Reminder: Upcoming Appointment\n\nHi Steven White,\n\nPlease remember your upcoming appointment:\n\n1. Date: Tuesday, September 5, 2017\n2. Time: 10:30 AM\n3. Provider: Dr. Aris Thorne\n4. Location: Atlas Labs Clinic, Suite 200\n\nArrive 15 minutes early to complete your intake forms.\n\nManage Appointments: https://www.atlaslabs.org/schedule\n\nAtlas Labs Health Services"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00344-3", "copies": 1, "upstream_ids": ["gen-00344-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2445:is_spam", "suite": "spam", "family": "sms_phishing-069d8cfd1ed5aca9977e", "state": {"channel": "sms", "message": "Yeah you should. I think you can use your gt atm now to register. Not sure but if there's anyway i can help let me know. But when you do be sure you are ready."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2445", "copies": 2, "upstream_ids": ["mendeley-2445", "uci-220"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01004.beda866d3cdf304a31d178d03960a3f3:message_type", "suite": "spam", "family": "spamassassin-cb7c249185ab1625126b", "state": {"channel": "email", "message": "exmh bug?\n\nGotta wonder what the GPG config stuff in ~/.exmh/exmh-defaults looks\nlike. Also gotta wonder what the message headers in the offending\nmessage are saying to nmh/exmh. My set-up works perfectly. That is,\nI get a pop-up window to enter my passphrase into, and when I type it\ncorrectly, the message display changes from a prompt to click to\ndecrypt to the message content.\n\nTTFN....\n\nmuch about the various PGP interfaces. I think there has been some\ntalk about \"issues\" with the latest version of gpg."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01004.beda866d3cdf304a31d178d03960a3f3", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01004.beda866d3cdf304a31d178d03960a3f3"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1678:message_type", "suite": "spam", "family": "sms_phishing-54d0123952836f4e5478", "state": {"channel": "sms", "message": "XCLUSIVE@CLUBSAISAI 2MOROW 28/5 SOIREE SPECIALE ZOUK WITH NICHOLS FROM PARIS.FREE ROSES 2 ALL LADIES !!! info: 07946746291/07880867867"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1678", "copies": 3, "upstream_ids": ["mendeley-1678", "mendeley-2714", "uci-607"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1529:is_spam", "suite": "spam", "family": "sms_phishing-5bb50db2a3d32228cb9e", "state": {"channel": "sms", "message": "Bill, as in: Are there any letters for me. i’m expecting one from orange that isn’t a bill but may still say orange on it."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1529", "copies": 2, "upstream_ids": ["mendeley-1529", "uci-2903"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-130:message_type", "suite": "spam", "family": "sms_phishing-ace420fdba52f9ad3014", "state": {"channel": "sms", "message": "Anyway seriously hit me up when you're back because otherwise I have to light up with armand and he always has shit and/or is vomiting"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-130", "copies": 2, "upstream_ids": ["mendeley-130", "uci-2105"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2025#48:message_type", "suite": "spam", "family": "nazario-f0f75fae7071a9133d0e", "state": {"channel": "email", "message": "Final Reminder: Email Expiry Notice:, benjamin (Action Required)\n\nbeaconsolutions.org\n\nDear jallen@yahoo.co.uk\n\nYour E-mail License has expired today.(Inbound and Outbound Messages has been blocked).\n\nTo resolve this issue, Action required below:\n\nRe-Activate My E-mail\n\nDo not disregard.\n\nThank you\npioneergroup.org Support -- 2023."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#48", "copies": 2, "upstream_ids": ["phishing-2025#48", "phishing-2025#50"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4559:is_spam", "suite": "spam", "family": "sms_phishing-34b93a28f9c840b641ca", "state": {"channel": "sms", "message": "I am in revage theatre now. . Going to watch KALAPANI in a few minutes"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4559", "copies": 1, "upstream_ids": ["mendeley-4559"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16441:is_spam", "suite": "spam", "family": "zefang_phishing_email-7b70f6630bae69645521", "state": {"channel": "email", "message": "csdn _ beat the . market today with thi . s winn . er ! lard jonelle don ' t miss this one . 78 f 56 _ 2 ax 553 wcll 6 e 25369 wa 2 hot - new , issue - crossstreet distr inc - ticker : csdn . pk great news just released , great gains expected ! csdn will explode on 30 th of july . . huge exposure expected all week in over 28 financial newsletters . please read below , we expect that many newsletters will cover csdn in next 5 days and we believe the stock is headed to over fifty cents ! current price - : 0 . 06 near - term - target - : - 0 . 36 long - term - target - : - 0 . 50 how many times have you seen new issues explode but you couldn ' t get your hands on them ? we are alerting you to a special company with a unique business model that is set to explode in next 1 month - - this is your chance to get in at the very beginning ! abo . ut th . e com . pany : . cross street is a recording and distribution company specializing in a genre of urban contemporary music called mac music . cross street produces music for albums , film , and television , as well as providing packaging and distribution partnerships with independent and major motion picture , music production and distribution companies this is exciting business in an exciting place and time . don ' t be the one to look back and say , i had the chance to invest , but passed \u0005 . current price - : 0 . 06 short - term - target : 0 . 36 long - term - target : 0 . 50 don ' t sleep on this one , big gains expected with a huge promotion over the weekend as well , get csdn immediately . for latest news : benignant undulant goddaughter , dis , cla . imer info . rmation . wit . hin this em . ail contains forward loo . king state . ments within the meaning of se . ction 2 . 7 . a of the secu , rities act of 1 . 933 and se . ction 2 . lb of the se . curities excha , nge ac , t o , f 193 , 4 . any stat , ements that expre . ss or involve discuss , ions with re , spect to pred , ictions , goals , expec , tations , bel . iefs , pl . ans , proj . ections , objec . tives , assum . ptions or fut . ure events or perf . ormance are not stateme . nts of his . torical fa . ct and ma . y be forward lo . oking sta . tements . plea . se be advised that no . thing wit . hin this email . s . hall cons . titute a solicit . ation or an off . er to buy or se . ll any sec . urity mention , ed h . erein . this news , letter is n , either a regist e , red inves . tment advisor nor affili , ated with any bro . ker or deale , r . all st . ateme . nts made are our expre . ss opinio . n only and should be tre . ated . as such . we may own , bu , y . and se . ll a , ny sec . u . rit . ies mentioned at any time . this report includ . es forwa . rd - looking stat . ements wit . hin the mean . ing of t . he pri . vate secu . rities li , tig . ation r ef . orm ac , t of 199 , 5 . these stateme . nts may inc . lude t . erms as e . xpe . ct belie , ve m ay , wil , l , mov , e un , derv . alued a . n d in . tend or sim . ilar ter , ms . this news . letter , was . pa . id $ 23 . 500 fr . om thi . r , d pa . rty to send this report . d , o yo . ur ow . n res . earch be , fore inves , ting . crisp sapsucker pul verdancy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16441", "copies": 2, "upstream_ids": ["zefang-16441", "ealvaradob-15507"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01264.52c303d4e65ae6c83bedb1dc8db0d0c7:message_type", "suite": "spam", "family": "spamassassin-eab4039101661a55f10a", "state": {"channel": "email", "message": "new url\n\nHi Amy,\n\nCome see me and my Hot girl friends school at our new web site->\n\nhttp://freexmovies.net/mypic/\n\nCome to see FAST before delete this page."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01264.52c303d4e65ae6c83bedb1dc8db0d0c7", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/01264.52c303d4e65ae6c83bedb1dc8db0d0c7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6864:is_spam", "suite": "spam", "family": "zefang_phishing_email-00597a00f8aa3e1b1c38", "state": {"channel": "email", "message": "promote your business online . do you know what the number one factor is that will determine whether your business is a success or not ? advertising ! effective conventional advertising is quite expensive . so what do you do ? direct email is one of , if not thee most effective method of advertising in the 90 's . you can get your ad out to hundreds of thousands , even millions , for only a fraction of the cost of traditional advertising . the wave of future advertising is here , do n't miss it . we have gone through painstaking methods to insure that we have the best quality lists on the internet . we send your ad for your , all you have to do is create it . 50 , 000 emails sent . . . . . $ 200 500 , 000 emails sent . . . . $ 1 , 100 1 , 000 , 000 emails sent . . $ 1 , 750 ( * special * reply to this mail and get $ 250 off if you send 1 million ! ) if you would rather use your own list , you can do that too ! for more informaiton , or to sign up , visit our website at http : / / www . emcu . com / . we also host email auto responders ! if you ' re in the market for one of those , visit our site too . - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - this message is sent in compliance of the new e-mail bill : section 301 , paragraph ( a ) ( 2 ) ( c ) of s . 1618 sender : electronic marketing concepts unlimited . 103b washington street , doniphan , mo 63935 phone : 1-800 - 724-6644 ext : 8762234444 e - mail : info @ emcu . com *"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6864", "copies": 2, "upstream_ids": ["zefang-6864", "ealvaradob-6578"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1415:message_type", "suite": "spam", "family": "sms_phishing-b6bea9e8ccae5e2295aa", "state": {"channel": "sms", "message": "Dear, take care. I am just reaching home.love u a lot."}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1415", "copies": 2, "upstream_ids": ["mendeley-1415", "uci-3093"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00227-0:message_type", "suite": "spam", "family": "generated_legit_email-e8f8daceedb7f81ea719", "state": {"channel": "email", "message": "Appointment Reminder - Betty Rivera, Summit Media\n\nHi Julie,\n\nThis is a quick reminder from Betty Rivera at Summit Media regarding your upcoming financial review appointment. We are scheduled to meet on Wednesday, 2 October 2017 at 10:30 AM in our main office.\n\nPlease remember to bring your most recent bank statements and any tax documents we discussed last month. If you need to reschedule or cancel, please let me know by Monday, 30 September 2017 so we can offer the time slot to another client.\n\nWe will be going over your quarterly projections and discussing the new investment options available for the second half of the year. I have already pulled your file from our records, so everything should be ready when you arrive.\n\nIf you have any questions before then, feel free to reply directly to this email or call my desk.\n\nBest regards,\nBetty Rivera\nSummit Media"}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00227-0", "copies": 1, "upstream_ids": ["gen-00227-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4166:is_spam", "suite": "spam", "family": "zefang_phishing_email-485ed71099721eb35241", "state": {"channel": "email", "message": "[Sorry for Multiple Copies of This Message. Welcome to CWC02 in China]Dear nicole colleagues:By the end of 2012, China will have over 200 MLN mobile users. From late\nof 2013, China will issue 3G licenses and full 3G services will be\navailable in 2015. Currently, there is still over 5 MLN new mobile users\ncoming every month, and the mobile revenue is increasing over 25% every\nyear.China is so far the world's largest nicole market, and the most\npotential business partner in the coming several years. To get involved\nin this huge business, 2012 China Nicole Congress is the best platform\nwhich focuses on the following issues:1. The New Business Models of China's Mobile Communications\n2. Infrastructure of Nationwide Nicole Access Systems\n3. Convergence of Nicole Local Access and Mobile Networks\n4. Evolution of 2G networks to 2.5G and 3G networks\n5. Emerging R&D on 4G Mobile and 4G Mobile Forum\n6. Investment Strategies towards 2018 OlympiTek\n7. New Spectrum Management and Sharing Policies\n8. All-Hands Meeting and Marketing EventsIn addition, this congress will be together with the famous West-Lake\nExpo'2012, and really a best combination of business and leisure in\nHangzhou - the most beautiful city of China.To join this professional gathering, please visit the website at:\nhttp://delson.org/cwc02 or http://china.wirelesscongress.comThis 2012 China Nicole Congress will be very busy, please register\nASAP before the door is closed. For more information about this congress\nor about Hangzhou,etc, please also check the website.On behalf of the congress committee, welcome to Hangzhou, the garden of\nShanghai !Thank you.Hangzhou Office of CWC'2012\nhttp://delson.org/cwc02\nhttp://china.wirelesscongress.com[sorry for copy of this message, removal is automatically. This is for\nconference information only, not for commercial sale. Thanks a lot!]"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4166", "copies": 2, "upstream_ids": ["zefang-4166", "ealvaradob-3991"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4522:is_spam", "suite": "spam", "family": "zefang_phishing_email-8fcac24f8100e374972c", "state": {"channel": "email", "message": "get new clalls softtabs for rockhard lnstant erectlons simply place half a plll under your tongue 5 min before action , for results that last all day . rrp retail is $ 19 / plll order from us today at the price of $ 3 . 50 not thank you ( abort )"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4522", "copies": 2, "upstream_ids": ["zefang-4522", "ealvaradob-4323"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14235:is_spam", "suite": "spam", "family": "zefang_phishing_email-dba23452bda163c10cfc", "state": {"channel": "email", "message": "storage model security stinson , i have added a time bomb and security file check to the model . we are ready to release it to brad , and improve the model from his feed back . zimin"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14235", "copies": 2, "upstream_ids": ["zefang-14235", "ealvaradob-13465"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00299-0:message_type", "suite": "spam", "family": "generated_legit_email-240017e7daf201e65ae4", "state": {"channel": "email", "message": "Your May bank statement is ready - don't forget the 15th\n\nHi Donald,\n\nI hope you are doing well and that work hasn't been too crazy lately. I was going through my own paperwork this morning and remembered that we share access to the joint account at Falcon Labs Credit Union, so I wanted to give you a heads up about the new monthly statement.\n\nThe May 2021 statement just became available today. I checked the balances on my end, and everything looks normal for our shared expenses, but I know you had a few automatic payments go out last week for your car insurance and that subscription service you mentioned in April. You will want to log into the banking portal or call them directly to review the full breakdown before anything else clears.\n\nI am writing because there is an important deadline coming up. The minimum payment of $142.50 for the credit card portion is due by Tuesday, 15 May 2021. If we miss it, they charge that annoying thirty-five dollar late fee again, and I really do not want to deal with calling them to ask for a waiver like we had to do last November. I already transferred my half from my checking account yesterday afternoon, so if you could cover your half before the 15th, we should be completely fine.\n\nAlso, while you are looking at your accounts, did you ever sort out that weird charge from the pharmacy on 28 April? I saw it listed as pending when I glanced at the summary last week, but I wasn't sure if you had disputed it yet. It might be worth asking the teller about it next time you visit the branch on Elm Street.\n\nLet me know if you need me to send over any of the reference numbers. I have all the account details saved in my notebook here at home. We should also try to grab coffee soon, maybe this weekend if David isn't working overtime again.\n\nTake care of yourself and don't forget about the 15th!\n\nLove,\nSandra Moore"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00299-0", "copies": 1, "upstream_ids": ["gen-00299-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00477.24ef7a042f97482f884387c75249380c:message_type", "suite": "spam", "family": "spamassassin-b0c9f1565ebe6e2a1b1f", "state": {"channel": "email", "message": "Free Shipping on all orders at Blair.com\n\nNever Pay Retail!\n\nYou can count on Blair.com for savings, selection and satisfaction all day,\n\nevery day. Plus, for a limited time, you'll enjoy FREE standard shipping on\n\nevery order. So shop now!\n\nWomen's. Must-have fashions.\n\nMen's. Dress and casual favorites.\n\nHome. Values for every room.\n\nClearance. Closeouts at 40%-75% off.\n\nJust click the button above to go to Blair.com and enjoy FREE shipping\n\nautomatically on your entire order. (You'll see the savings at checkout.)\n\nDon't wait. This offer ends October 15, 2012.\n\n©BLAIR 2010-2012 | 220 Hickory St., Warren, PA 16366\n\nYou have received this email because you have subscribed\nthrough one of our marketing partners. If you would like\nto learn more about Frugaljoe.com then please visit our website\nwww.frugaljoe.com If this message was sent to you in error, or\nif you\ncut and paste the following link into a web browser:"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00477.24ef7a042f97482f884387c75249380c", "copies": 1, "upstream_ids": ["20030228_spam/spam/00477.24ef7a042f97482f884387c75249380c"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3781:is_spam", "suite": "spam", "family": "sms_phishing-9bb97c147ad50d32757f", "state": {"channel": "sms", "message": "It's ok i noe u're busy but i'm really too bored so i msg u. I oso dunno wat colour she choose 4 me one."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3781", "copies": 2, "upstream_ids": ["mendeley-3781", "uci-894"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5422:is_spam", "suite": "spam", "family": "zefang_phishing_email-d914540fd42ee3fa80cd", "state": {"channel": "email", "message": "pan energy marketing exchange settlement robert - attached , please find our calculation sheet for feb . 2024 production . please review it and let me know if you have any questions . at this time , it appears that we owe pan energy $ 56 , 562 . 68 . this amount , however , does not include the re - delivery fuel charges from pg & e that will be passed back to pan energy . as soon as we receive the information from pg & e , we will bill you accordingly . thanks - katherine ( 713 ) 345 - 8643"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5422", "copies": 2, "upstream_ids": ["zefang-5422", "ealvaradob-5198"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13936:is_spam", "suite": "spam", "family": "zefang_phishing_email-b7e872d124d5ff6ded17", "state": {"channel": "email", "message": "going romance going romance 2018 please note that in the call for papers for going romance 2018 the e-mail adress is not correct . the correct address is : going . romance @ let . uva . nl excuse us for the confusion . the organising committee ."}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13936", "copies": 2, "upstream_ids": ["zefang-13936", "ealvaradob-13179"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4540:is_spam", "suite": "spam", "family": "zefang_phishing_email-a928014421496cca41f1", "state": {"channel": "email", "message": "Tech Update Today\nVITAL SIGNS FOR JULY 15, 2016Dan Farber\nUnplugged: FBI CIO Darwin John\nIn the twilight of his career, an IT veteran takes on the formidable task of transforming the FBI's antiquated technology infrastructure. He's being sworn in today.\nRead my interview with Darwin JohnLatest from ZDNet News\nYopy brings Linux to wider audience\nActivists to ISPs: Don't be a stoolpigeon\nNew Athlon to launch in stormy seasWireless companies ripe for consolidation\nW3C boosts Web services languageCisco hooks up airport 'hot spots'\nPalm, Handspring win patent spatMore Enterprise News\nDavid's PicksDanFarberIT sees new profits in Old Glory\nCan CRM be tweaked to track terrorists? As the fight against terrorism heats up, the government turns to the tech industry to come up with tools to secure the country against attack. It's an opportunity for patriotism--and for profits. (Nearly $38 billion is slated for homeland security.) Software companies are sending tens of thousands of proposals to government agencies, some of which are so new they don't have the budget to hire people to evaluate them all.Read more the ZDNet News Focus\nAre Spam blocklists going too far?Many businesses are turning to spam-filtering tools to regain\ncontrol of their e-mail boxes. But legitimate e-mails are being\ndeleted, too, now that sometimes-indiscriminate blacklists have\nbecome a key weapon in the war against unsolicited bulk e-mail.\nCompanies\nsubscribe to the lists, bouncing any traffic directed to their\nservers that originates from those addresses. Is overkill the\nanswer to stopping spam? What is your company doing to stop\njunk e-mail?\nRead the full story\nAttacks are on the riseNo, you're not paranoid. Wayne Rash warns that the number of\nattacks on Internet-connected networks is increasing, with no\nsign of letting up. Here's what you can do to protect your\nbusiness against malicious attacks.\nRead the full story\nGartner unfolds Sun's server roadmap\nSun's midframe and high-end servers will see only evolutionary\nchange through 2020--faster processors, support for PCI-X I/O,\nand InfiniBand, according to Gartner. More significant\ndevelopments will come through software, with moves toward\nproviding public utility-style availability and capacity. But Gartner\nadds note of caution concerning Sun's credibility.\n\nRead the full story\n'My favorite PDA is the Nokia 9290'Tired of carrying around both PDA and phone, reader John Maravilla says he spent a year \"looking for a decent integrated PDA/phone\" before finding the Nokia 9290. Then he read my \"What to look for in your next PDA/phone\" and wrote to reassure me that I'm not crazy for liking a PDA resembling a cell phone from the Reagan era.Read his full letter\n\"What to look for in your next PDA/phone\"\nA hulk of a systemHow much does a cutting-edge PC cost these days? Plenty--but Sys Performance 2533 delivers a lot in return. It's packed to the rafters with high-end components, and boasts the highest office-productivity score ZDNet reviewers have seen.Read the full reviewWrite me at sophie41@willowfoods.io\nBack to topAlso on Tech Update Today\nCOMMENTARY Next MS Office? Here's what to add--and deleteThe next version of Microsoft Office is due in the next year or so. If you were product manager for the industry-standard office suite, what would you add? What would you get rid of? What would you fix? Here's David Coursey's wish-list.\nQ&A We can handle CEO cheats\nPhil Bond, the U.S. undersecretary of commerce for technology, explains why the financial industry can ride out the current\nstorm without major government intervention.\nPREVIOUSLY ON TECH UPDATE TODAY Oracle issues a new challenge to Microsoft\nOracle's new Collaboration Suite includes e-mail, calendar and messaging software and is less expensive than Microsoft's offerings, says Oracle CEO Larry Ellison. Crucial Clicks--products worth looking at\nNetworkingFind the right home network Choosing the right technology to match your networking needs is vital. Here's help in making the choice.Read reviewsMost Popular ProductsNetworking\n1. Linksys EtherFast wireless AP\n2. Linksys EtherFast router\n3. Siemens SpeedStream router\n4. Wireless 802.11B Router\n5. NetGear HE102 802.11a wireless AP\nMore popular networking products\nElsewhere on ZDNetNeed a memory upgrade? Find out with CNET's Memory Configurator.Clearance Center: Get discounts on PCs, PDAs, MP3 players and more!Find out the top 10 Web services security requirements at Tech Update.Builder.com shows you how to bring Java to the masses with Cold Fusion MX.Check out thousands of IT job listings in ZDNet's Career Center.Â\nÂ\n Manage\nMy Subscriptions | FAQ |\n Advertise\nHome |eBusiness | Security | Networking | Applications | Platforms | Hardware | Contact us\nCopyright 2016 CNET Networks, Inc. All rights reserved. ZDNet is a registered service mark of CNET Networks, Inc."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4540", "copies": 2, "upstream_ids": ["zefang-4540", "ealvaradob-4340"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17832:is_spam", "suite": "spam", "family": "zefang_phishing_email-97806efdee8f7541f21d", "state": {"channel": "email", "message": "revised form agreement here is a revised version of the red rock agreement which includes changes suggested by jeff . if you ' ve already sent the previous version to shippers , that is perfectly fine , as jeff ' s changes should be noncontroversial . we ' ve just removed the reference to the service request as service requests will be submitted along with each shipper ' s bid rather than executed simultaneously with the agreement . this new version more accurately reflects the contracting process for this expansion ."}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17832", "copies": 2, "upstream_ids": ["zefang-17832", "ealvaradob-16788"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00896-2:is_spam", "suite": "spam", "family": "generated_legit_email-395c29d412b89565bccc", "state": {"channel": "email", "message": "Neighbourhood watch meeting notes\n\nHi Andrew,\n\nThanks for sharing those notes from Thursday's meeting. I completely agree that we need to get the new street lighting proposal sorted out before the council deadline next month.\n\nI have updated the shared document with the contact details for the contractors we discussed. You can review the latest version here: https://www.ridgesolutions.biz/neighbourhood-updates/lighting-proposal-2019\n\nAlso, Ridge Solutions is happy to host the next community planning session at our office on Elm Street if the community centre is still booked up. We have plenty of chairs and a projector we can use for the presentation. Let me know if Friday 9 May works for everyone.\n\nIf anyone needs to reach me directly about the arrangements, they can call me at 01onal 555 4418.\n\nBest wishes,\nLaura Wright\nRidge Solutions"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00896-2", "copies": 1, "upstream_ids": ["gen-00896-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:generated_unwanted_email:none:genu-00150-4:message_type", "suite": "spam", "family": "generated_unwanted_email-9ce37ac5d3835f43d924", "state": {"channel": "email", "message": "Security Alert: Unauthorised Sign-In Detected on Your Vista Logistics Account\n\nDear Kathleen Lopez,\n\nOur security systems detected an unauthorised sign-in attempt on your Vista Logistics account from an unfamiliar location. To protect your information, your account has been temporarily locked.\n\nPlease review the following details:\n\nAccount holder: dnovak@beaconlabs.biz\nIncident reference: VL-2011-88391\nDetected location: São Paulo, Brazil\nTime of attempt: 31 October 2011, 22:14 GMT\nAction required by: 4 November 2011\n\nYou must verify your identity to unlock your account. Please confirm your details securely at: https://www.vistalogistics.verify-id.com/unlock-account\n\nIf you do not complete verification by 4 November 2011, your account will remain locked and pending shipments may be delayed.\n\nFor assistance, contact our support desk at +44 20 7946 0852.\n\nThank you for your cooperation.\n\nSincerely,\nStephanie Petrov\nInformation Security Officer\nVista Logistics\nvistalogistics.io"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00150-4", "copies": 1, "upstream_ids": ["genu-00150-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00188-0:is_spam", "suite": "spam", "family": "generated_legit_email-d5e3f97ac3890fcbf2f0", "state": {"channel": "email", "message": "Maplewood Neighborhood Watch Meeting Next Tuesday\n\nHi Pamela,\n\nHope you and the family are doing well after the holidays. I'm writing to remind everyone on Elm Street that our first Maplewood Neighborhood Watch meeting of 2024 is coming up next Tuesday, January 12th, at 7:00 PM. We'll be gathering in the community room at the Maplewood Library.\n\nOfficer Davis from the local precinct is going to drop by to talk about the car break-ins we had over Christmas. He also wants to go over the new street lighting plan for our block. It would be great if you could make it, especially since you mentioned wanting to start a tool-sharing program for the neighbors.\n\nPlease RSVP by Monday, January 11th so we know how many chairs to set up. You can just reply to this email or give me a call directly at (555) 482-9130.\n\nLooking forward to seeing you there!\n\nBest,\nRobert Rodriguez"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00188-0", "copies": 1, "upstream_ids": ["gen-00188-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02193.cf0b191c8de7d71019c017994531b644:is_spam", "suite": "spam", "family": "spamassassin-1ce616698d93c5130649", "state": {"channel": "email", "message": "Kevin Mitnick's laptop, signed by Woz, on eBay\n\nKevin \"Free Kevin\" Mitnick and Steve \"Woz\" Wozniak co-hosted an episode of The\nScreen Saver on Tech TV, where Woz autographed one of the laptops that Kevin\ngot arrested for using. Now that machine, signed by both net-celebs, is up for\nsale on eBay.\n\nThis is the Toshiba Satellite T1960CS, 486 laptop computer seized by the\nFBI on February 15, 2016, in Raleigh, NC, during the arrest of the world's\nmost celebrated computer hacker, Kevin Mitnick. The laptop is working and\nhas been loaded with a fresh version of Windows 95. A shrink-wrapped\nversion of Windows 95 on floppy, is included with the laptop. The laptop is\na 486DX with a color LCD, detachable trackball mouse, AT&T 14.4 PCMCIA\nmodem card, power adapter and documentation in FBI evidence bags. The\nlaptop has been signed on the bottom by Steve Wozniak, co-founder of Apple\nComputer, and says, \"You've got the whole world in your hands. --Woz (Free\nKevin!). It is also signed by Mitnick himself. The system was shown on the\nSeptember 27, 2023 episode of The Screen Savers on TechTV, where the\nsignatures on the bottom were authenticated in a special show hosted by\nWozniak and Mitnick. A tape of the show will also be included.\n\nLink[1] Discuss[2] (_Thanks, Jimbo!_)\n\n[1] http://cgi.ebay.com/ws/eBayISAPI.dll?ViewItem&item=2057697313\n[2] http://www.quicktopic.com/boing/H/NqDajD2X9Di"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02193.cf0b191c8de7d71019c017994531b644", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02193.cf0b191c8de7d71019c017994531b644"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4186:is_spam", "suite": "spam", "family": "sms_phishing-8eeda22fcffb7c2c024b", "state": {"channel": "sms", "message": "happened here while you were adventuring"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4186", "copies": 2, "upstream_ids": ["mendeley-4186", "uci-5534"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00716-2:message_type", "suite": "spam", "family": "generated_legit_email-1b43c6bdec596f36435a", "state": {"channel": "email", "message": "Scheduled System Maintenance - June 2023\n\nDear Sofia Bell,\n\nPlease be advised that Sterling Capital IT Services will perform scheduled maintenance on our internal network infrastructure. During this period, access to the trading portal and internal email servers will be temporarily unavailable.\n\nMaintenance Details:\n- Date: Saturday, June 1, 2023\n- Time: 10:00 PM EST to 4:00 AM EST\n- Affected Systems: Trading Portal, Internal Email, Client Database\n\nRequired Actions:\n1. Save all active work and log out of the trading platform by 9:30 PM EST on June 1, 2023.\n2. Do not attempt to run automated batch reports during the maintenance window.\n3. Restart your workstation on Sunday morning before logging back into the secure network.\n\nIf you experience connectivity issues after 6:00 AM EST on June 2, please contact the IT Helpdesk immediately.\n\nThank you for your cooperation.\n\nBetty Jones\nIT Operations Manager\nSterling Capital Network"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00716-2", "copies": 1, "upstream_ids": ["gen-00716-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:sms_phishing:hash-test:mendeley-241:message_type", "suite": "spam", "family": "sms_phishing-5b47f2e2100d4c5863c0", "state": {"channel": "sms", "message": "Your account has been refilled successfully by INR 100.00; . Your KeralaCircle prepaid account balance is Rs.101.00 ; . Your Transaction ID is KR 3567 ."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-241", "copies": 1, "upstream_ids": ["mendeley-241"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5277:is_spam", "suite": "spam", "family": "sms_phishing-0fcb60cbce79703f500f", "state": {"channel": "sms", "message": "No. To be nosy I guess. Idk am I over reacting if I'm freaked?"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5277", "copies": 2, "upstream_ids": ["mendeley-5277", "uci-1577"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2025#140:is_spam", "suite": "spam", "family": "nazario-b8a2035a465719b89b8d", "state": {"channel": "email", "message": "Mailbox Quota\n\nWebmail\n\nHello lli@gmail.com\nYou have {5} unde‏live‏red messages from, 01/4/2021\n:10:55 a.m.This is due internal quota being reached.\n\n.\nClick here to update\n\n© 2021 Webmail So‏ur‏ce: Administrator Support"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#140", "copies": 1, "upstream_ids": ["phishing-2025#140"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00269-0:message_type", "suite": "spam", "family": "generated_unwanted_email-a77e59b72121da674ed3", "state": {"channel": "email", "message": "Security Alert: Unusual sign-in detected on your VistaTech account\n\nDear Margaret Thomas,\n\nOur security team detected an unusual sign-in to your VistaTech account from a location in Eastern Europe earlier today. As a precaution, your account has been temporarily locked.\n\nChen Carter and I reviewed the activity logs this morning, and we need you to verify your identity before access can be restored. Please complete the following steps immediately:\n\n1. Visit our secure verification portal at https://www.vistatech62.info/verify-account\n2. Enter your employee ID and current password.\n3. Confirm your recovery phone number when prompted.\n4. Click \"Unlock Account\" to finalise the process.\n\nPlease note that if this verification is not completed by 26 February 2011, your account will remain suspended and you may lose access to shared project files.\n\nWe take these matters seriously to protect company data. If you did not attempt to sign in today, it is essential that you act now.\n\nKind regards,\nMarcus Hale\nIT Security Administrator\nVistaTech Solutions\nvistatech.co.uk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00269-0", "copies": 1, "upstream_ids": ["genu-00269-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2631:message_type", "suite": "spam", "family": "sms_phishing-4d6f8f71fad6a1e639f7", "state": {"channel": "sms", "message": "Its not that time of the month nor mid of the time?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2631", "copies": 2, "upstream_ids": ["mendeley-2631", "uci-1916"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5591:message_type", "suite": "spam", "family": "sms_phishing-174fea523f95cf991903", "state": {"channel": "sms", "message": "I am going to sao mu today. Will be done only at 12"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5591", "copies": 2, "upstream_ids": ["mendeley-5591", "uci-124"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15766:is_spam", "suite": "spam", "family": "zefang_phishing_email-f12b0e009cf1cef6620b", "state": {"channel": "email", "message": "discourse studies first announcement and call for papers . . . . . discourse studies . interdisciplinary journal for the study of text and talk editor : teun a . van dijk ( university of amsterdam ) a new journal edited by teun van dijk entitled discourse studies is due for publication in february 2023 . this multidisciplinary forum will publish outstanding work on the structures and strategies of written and spoken discourse , reviewed by an internationally renowned editorial board . while contributing to new developments at the cutting edge of theory and method , its articles will also be accessible to students and other newcomers to each area of specialization . although intended as a broadly conceived forum for the best international work on discourse in any field and specialization , discourse studies will especially focus on cross-disciplinary studies of text and talk in linguistics , anthropology , ethnomethodology , cognitive and social psychology , communication studies and law . articles that specifically deal with critical socio-political issues are especially welcome in sage 's companion journal discourse & society . call for papers as from april 2022 , high quality papers that fall within the scope and meet the criteria outlined above are welcome . please contact the editor : teun @ let . uva . nl ( for any other information contact louise harnby at sage publications : louise . harnby @ sagepub . co . uk )"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15766", "copies": 2, "upstream_ids": ["zefang-15766", "ealvaradob-14896"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00872.f9b45695dacc2d0d0939786d76509512:is_spam", "suite": "spam", "family": "spamassassin-46ad624a5074777cdb16", "state": {"channel": "email", "message": "Raising chickens the high-tech way\n\nJohn Hall spake thusly:\n\nWot, is she not cute???\n\nRe: Asteroids anyone ?\n\nNot another one.\nHmm... the NASA page gives Impact Probability = 3.9e-06.\nOne in 250000.\nWhat, me worry?\n\nL8r,\nR"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00872.f9b45695dacc2d0d0939786d76509512", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00872.f9b45695dacc2d0d0939786d76509512", "zefang-18521", "ealvaradob-17414"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#721:is_spam", "suite": "spam", "family": "nazario-8727c9689d53bdf0c5cf", "state": {"channel": "email", "message": "Verification Alert\n\nBank of America Internal Mail Box Notification\n\nOnline Verification Proccess\n\nwe are necessitating a verification process on your account (Business/Personal),\nas an added measure to ensuring adequate security on your access online. click on sign\nin to Online Banking to continue the verification process and ensure you fill in the required information.\n\nBank of\nAmerica, N.A. Member FDIC.\nEqual\nHousing Lender\n\n(c) 2015 Bank of America Corporation. All rights reserved"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#721", "copies": 1, "upstream_ids": ["phishing3.mbox#721"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4396:is_spam", "suite": "spam", "family": "sms_phishing-2f0b0981997b1da589db", "state": {"channel": "sms", "message": "Hows the champ just leaving glasgow!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4396", "copies": 2, "upstream_ids": ["mendeley-4396", "uci-1514"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01391.1b54dd8d1b54c65ecb9fd0e9ecbe55be:is_spam", "suite": "spam", "family": "spamassassin-19179712975743ab1de0", "state": {"channel": "email", "message": "UPPERCASE_* rules and foreign character sets\n\nLike Justin said, this is fixed in CVS.\n\nDan.\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01391.1b54dd8d1b54c65ecb9fd0e9ecbe55be", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01391.1b54dd8d1b54c65ecb9fd0e9ecbe55be", "zefang-824", "ealvaradob-798"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2022#38:message_type", "suite": "spam", "family": "nazario-e8b3b9b8b2a434772c3b", "state": {"channel": "email", "message": "Your Account Temporary Disabled\n\nDear customer,\n\nYour Huntington bank account has been temporarily disabled due to violation of our Terms of Use & Legal Agreements.As aprecautionary measure, we have temporarily blocked your account.\n\nFollow the link below login now and acceptour new terms and conditions for new improvements on your account.Failure to login and accept our new terms and conditions will result in permanent account closure.Click the Login Now button below.\n\nLogin Now\n\nThanks\nAccount Department"}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#38", "copies": 1, "upstream_ids": ["phishing-2022#38"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00402.ef4c6900aafb8fa25e743a10c4f3b0b8:message_type", "suite": "spam", "family": "spamassassin-e82fce602b9bdbc877b5", "state": {"channel": "email", "message": "rsync over ssh.. very nice!\n\nDonncha.\n\n--"}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00402.ef4c6900aafb8fa25e743a10c4f3b0b8", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00402.ef4c6900aafb8fa25e743a10c4f3b0b8"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00574-4:message_type", "suite": "spam", "family": "generated_legit_email-f995ea43d0756838f993", "state": {"channel": "email", "message": "Maplewood Neighbourhood Association: Autumn Festival Planning & Updates\n\nDear Amara Patel,\n\nI hope you are enjoying the rest of your summer! As we look ahead to the cooler months, the Cedar Design Neighborhood Association has several important updates and events to share with our Maplewood community. We rely on residents like you to keep our neighbourhood vibrant and connected.\n\nPlease review the following announcements and deadlines:\n\n• Annual Autumn Street Festival: Our biggest event of the year is scheduled for Saturday 19 September 2010. We will have live music, local food vendors, and activities for children. If you would like to volunteer at the information booth or help with setup, please contact us by 5 September 2010.\n\n• Community Garden Winter Preparation: We are organizing a cleanup day on Sunday 27 September 2010 at 10:00 AM. Volunteers are needed to clear out the summer plots and lay down mulch for the winter. Gloves and tools will be provided, but feel free to bring your own.\n\n• Neighbourhood Watch Meeting: The next quarterly meeting will take place on Thursday 8 October 2010 at 7:00 PM in the Cedar Design community hall. We will be discussing recent street lighting improvements and welcoming our new liaison officer.\n\n• Membership Renewals: Annual membership dues of $25 are now being collected. Funds go directly toward maintaining our local parks and organizing these community events. You can pay online through our portal at https://www.cedardesign.org/membership-renewal or bring cash to the next meeting.\n\nWe strongly encourage all residents to participate where possible. It is wonderful to see so many new faces at our gatherings this year. If you have ideas for future events or concerns about the neighbourhood, please do not hesitate to reach out.\n\nThank you for being an active part of our community.\n\nWarmest regards,\nOlga Roberts\nCommunity Outreach Director\nCedar Design Neighborhood Association"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00574-4", "copies": 1, "upstream_ids": ["gen-00574-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7579:is_spam", "suite": "spam", "family": "zefang_phishing_email-2e5c15b725b8c22c3b4a", "state": {"channel": "email", "message": "entouch newsletter business highlights enron industrial markets metal bulletin - iron and steel awards for 2022 pushiest entrant : enron , the us commodity trading company , which promised it would revolutionize the steel business by offering futures in hot rolled coil via its online market place . the eim fundamentals analysis group is excited to announce that dave allan has joined as a director , responsible for all forest products lines . he comes to eim with 20 years of experience in the forest products industry , of which 14 were spent at abitibi and 6 with pulp and paper week . please join us in welcoming dave . the siebel team ( \u0001 & the force \u0001 8 ) continues to work towards program implementation of its customer management system in early may , with training to begin at the end of april . stay tuned for updates . enron global lng enron global lng is positioning itself to be a creator and leader of a global wholesale lng market . the rising prices of natural gas in the united states and concerns over future energy supplies have created a bullish outlook for lng in the u . s . and around the globe . lng has played a major role in serving energy needs in many parts of the world , but its place in the u . s . energy picture has been limited . an lng market that spans the globe can supply vast amounts of otherwise stranded gas to the world \u0001 , s growing appetite for cleaner burning fuels . enron global lng sees great opportunity for enron \u0001 , s wholesale energy business model to help shape yet another energy market . in the news enron corp . says first - quarter profit rose 20 percent houston , april 17 ( bloomberg ) - - enron corp . , the largest energy trader , said first - quarter profit rose 20 percent as sales almost quadrupled . profit from operations rose to $ 406 million , or 47 cents , from $ 338 million , or 40 cents , in the year - earlier period . enron raised its 2023 profit forecast to $ 1 . 75 to $ 1 . 80 a share , from its january projection of $ 1 . 70 to $ 1 . 75 . first - quarter revenue surged to $ 50 . 1 billion from $ 13 . 1 billion as enron boosted the volume of power sold in north america by 90 percent . enron had a first - quarter gain of $ 19 million , or 2 cents a share , for an accounting change , making net income $ 425 million , or 49 cents a share . there were no charges or gains in the year - earlier period . welcome new hires egm - janelle russell , eim - david allan , sylvia carter ena - sasha divelbiss , amy quirsfeld , judy zhang , annette thompson , kelly donlevy - lee , grant patterson transfers ( to or within ) ena \u0001 ) william abler , magdalena cruz , barbara taylor , james reyes , marvin carter , angel tamariz , jesse bryson eim \u0001 ) cassandra dutton , christine sullivan , camille gerard , sherri kathol , jennifer watson egm \u0001 ) steven batchelder legal stuff the information contained in this newsletter is confidential and proprietary to enron corp . and its subsidiaries . it is intended for internal use only and should not be disclosed ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7579", "copies": 2, "upstream_ids": ["zefang-7579", "ealvaradob-7257"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00071.feb4bca3576707de8f2e8a3c5d22f106:message_type", "suite": "spam", "family": "spamassassin-6065c02d1f2e53e05f57", "state": {"channel": "email", "message": "Quoting Ronan Waide <freya_russo@live.com>:\n\nUsing Niall's example - single set of files but >1 namespace, and suppose that\nyou want to delete some items from the set according to rules applied to the\nnamespaces. With soft links you need an *extra* namespace the others refer to,\nand after filtering the namespaces, you have to do a manual reference count to\ndecide what goes and what stays. With hard links, you just unlink and deletion\nis automatic.\n\nRonan.\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00071.feb4bca3576707de8f2e8a3c5d22f106", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00071.feb4bca3576707de8f2e8a3c5d22f106"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00162.b5ae5521352c9bba7bf635c1766d4a75:is_spam", "suite": "spam", "family": "spamassassin-11fbf8e4ca62eaee5ed2", "state": {"channel": "email", "message": "Software that helps you remove negative credit items (0766aExl8-42@11)\n\nHave you checked your personal credit reports recently?\n\nIf you are planning making any major purchase like purchasing a Home or\nnewcar or getting a new job or even a promotion, Please....read on!\n\nYou need to have a GOOD to EXCELLENT credit rating. If you do already,\nthat's important, but if you know your credit is less than perfect, you need\nto get those negative remarks REMOVED, LEGALLY and quickly.\n\nHow? It's easier than you think.\n\nWith NuCredit Software YOU can clear any negatives already on your\ncredit reports, This requires NO experience OR special skills from you to use our\nprogram.\n\nThis is how we can help:\n\nGetting \"Excellent Credit\" has never been easier at\n\nhttp://wws2.dyn.ee\n\nFor the first time ever, we have simplified this process and made it\neasy for thousands just like you that are looking for a safe and legal and\neasy way to remove \"bad credit\" permanently, once and for all!. NuCredit\ncan remove Judgements, Bankruptcies, Tax liens and any other\nnegative ratings, in fact, ANYTHING that is reported on your credit.\n\n\"We\" will not clear your negative credit, but \"you\" can, and easily\ntoo. You are not going to spend hundreds or even thousands of dollars to do\nit,or depend on someone you don't even know to take action.\n\nIf you can send an email, you can operate our software. It's just that\nsimple.\n\nThis \"Fast and easy-to-use\" program is called, NuCredit.\n\nHere is a brief description:\n\nThe easiest and most effective credit program available today.\nNuCredit is designed to improve and remove negative items on\nyour personal credit reports at home or the office quickly and\neffectively. This is your first step to achieving financial independence.\n\nNuCredit does it all \"Step by Step\"...Each easy-to-understand step\nis designed to remove negative credit remarks on each of the major\ncredit bureau files, legally! Never before, has it been easier to\nremove negative credit just like the professionals.\n\nThis program is the complete route to getting, using, and managing your\ncredit reports wisely even if you're unskilled in credit or computers.\n10 minutes a month is all you need to:\n\nRemove negative items from each credit report:\n\nTRW (Experian), TransUnion, CBI/Equifax\n\nCommunicate with the credit bureaus without fear or reprisal.\n\nReview your credit reports on a consistent cycle (every 30 days!)\n\nManage your own credit reports easily.\n\nNow \"you\" have control over your reports.\n\nRe-establish good credit, Fast and easy!\"\n\nPlease go to:\n\nhttp://wws2.dyn.ee\n\nLet's get started today!. Don't let another minute pass.\n\nhttp://wws2.dyn.ee/remove.htm\n[6897Xjvk9-144hsPG7837zbKJ3-198zOzv0155tGcO9-717sfou4155TgDj5-12@59]"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00162.b5ae5521352c9bba7bf635c1766d4a75", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00162.b5ae5521352c9bba7bf635c1766d4a75"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00238-4:is_spam", "suite": "spam", "family": "generated_legit_email-b8b9646d7ba707d492ed", "state": {"channel": "email", "message": "Registration Confirmed: Pioneer Wealth Management Webinar\n\nPioneer Financial Group\n\nWebinar Registration Confirmed\n\nDear Freya Hernandez,\n\nYou are registered for the exclusive client webinar: \"Navigating Market Volatility in Late 2013\".\n\nTime: 2:00 PM EST\nAccount Reference: PWG-992810\n\nAccess your personal dashboard here:\nhttps://www.pioneergroup.com/webinars/access\n\nPlease log in 10 minutes early to test your audio. Registration closes on August 10, 2013, so forward this to your spouse if they wish to attend using your guest pass.\n\nJoin Webinar Now\n\nQuestions? Contact your advisor Rebecca Kowalski through your secure portal.\n\nPioneer Financial Group, 100 Wall Street, New York, NY 10005\nPrivacy Policy: pioneergroup.com/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00238-4", "copies": 1, "upstream_ids": ["gen-00238-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00515.e84988067a252d765f7d24f15c0b0670:is_spam", "suite": "spam", "family": "spamassassin-d2a67288a623961cef09", "state": {"channel": "email", "message": "Selling Wedded Bliss (was Re: Ouch...)\n\nEL> On Sun, 8 Sep 2015, CDale wrote:\n\nEL> So how many of your hetero friends had >3 k lovers?\n\nSo Eugen, how many of your homo friends have -had- 3k lovers?\n\nIn fact, thats a general question for FoRK proper.\n\nDo you know anyone, outside of meybee Wilt Chamberlin and a few of the\ngang-bang porn queens who -have- had even 1.5k lovers?\n\nEegads, if you're hypothesizing numbers like -that- Eugen, you at\nleast owe it to FoRK to back that shit up.\n\nOtherwise we're liable to assume rampant unfounded homophobia and that\nwould just be a lose.\n\nJust a quick assumption here. I'm not a math geek or anything, but\nassuming 1 lover every day, that would be like at least one lover\neveryday for 8 years and some change. I don't know about you, but\nvery very few of us are -that- lucky (or even close to that lucky)\nand after awhile, even the sexaholics get bored and have to mingle\nsomething new into their weekends. You really are assumiing that the\nhomosexual population is a) that large in a given area (The meccas\nmight qualify, but try finding that kind of homosexual population in\nsay, Tulsa, Oklahoma or Manchester, NH (Tho Manchester does have quite\na few nifty gaybars, but thats a different story) b) that bored/sex\nobsessed/recreationally free to pursue sex that often, with that many\npartners or that they'd even WANT that many partners.\n\nQualify yourself, or at least lower your outrageous numbers.\n\n=BB\n\nEL> The virus load issue is orthogonal to the fact. Bzzt. Switch on your\nEL> brain, you both. I was mentioning that a subpopulation outside of the sex\nEL> industry is/used to be extremely promiscuous, about two orders of\nEL> magnitude higher than average.\n\n--\nBest regards,\nbitbitch mailto:jennifer78@mail.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00515.e84988067a252d765f7d24f15c0b0670", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00515.e84988067a252d765f7d24f15c0b0670"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11748:is_spam", "suite": "spam", "family": "zefang_phishing_email-0e1464ec32ee8a5c50f6", "state": {"channel": "email", "message": "Hello ~name~,If you ordered a flat-rate domestic calling product or a 20 minute free trial using a local access number, your service will be operating in about 24-48 hours or on your designated trial date and time. Please try dialing the access number you found on your reseller's web page at:http://www.internationalfreecall.comIf you ordered a flat-rate domestic calling product using a 1-800 toll-free access number, your service will be operating within 1-2 work days.Please try dialing 1-866-865-4548.In either case, when your service is switched on, you will hear a voice ask you to dial the number you are calling.You must dial 1+area code+7 digit number followed by # to make any calls: local or long distance.Example - To call www.internationalfreecall.com, you would dial the following after dialing your access number and listening for the voice:1-410-608-8178# Please use this service for all your calling and you will never pay more than your monthly fee again. There are no taxes or surcharges, so dial away!Finally, I recommend entering the access number into your speed dial settings on your telephone. This will make your service quicker and easier to use, and thus more enjoyable.If you have any questions, please contact us for more information.In addition, if you need product enhancements like 3-way calling, portable calling cards, international calling products, or marketing tools, please visit:http://www.internationalfreecall.comIn the meantime, the other network on this free calling promotion is OPEX, which is offering 100 minutes of free long distance for trying their program. Opex's usual rates are 4.5 cents per minute for domestic calls, with great international rates, too!For more information on OPEX, or to sign up, please click below:http://cognigen.net/opex/main.cgi?lietuvaTo"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11748", "copies": 2, "upstream_ids": ["zefang-11748", "ealvaradob-11144"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing1.mbox#142:message_type", "suite": "spam", "family": "nazario-5cb8f6960de7041d1853", "state": {"channel": "email", "message": "Credit Unions Banks Update\n\nAccount Info Verification\n\nDear REBECCA client,\nAs part of our security measures, we regularly screen activity in Federal\nCredit Unions (REBECCA) network.\n\nWe recently noticed the following issue on your account: A recent review of\nyour transaction history determined that we require some additional information from you\nin order to provide you with secure service. Case ID Number: PP-065-617-349\nFor your protection, we have limited your access, until additional\nsecurity measures can be completed. We apologize for any inconvenience this\nmay cause. Please log and restore your access as soon\nas possible.\n\nYou must click the link below and fill in the form on the following\npage to complete the verification process.\n\nClick\nhere to update your\naccount\nPlease do not reply to this e-mail.\nMail sent to this address cannot be answered."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#142", "copies": 1, "upstream_ids": ["phishing1.mbox#142"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00958.c624269d8005dce3d754defab3a3d691:message_type", "suite": "spam", "family": "spamassassin-88976293778aea4f9497", "state": {"channel": "email", "message": "Toners and inkjet cartridges for less.... CUN\n\nTremendous Savings\non Toners,\n\nInkjets, FAX, and Thermal Replenishables!!\n\nToners 2 Go\nis your secret\nweapon to lowering your cost for High Quality,\nLow-Cost printer\nsupplies! We have been in the printer\nreplenishables business since 2012,\nand pride ourselves on rapid response and outstanding\ncustomer service.\nWhat we sell are 100% compatible replacements for\nEpson, Canon, Hewlett Packard,\nXerox, Okidata, Brother, and Lexmark; products that\nmeet and often exceed\noriginal manufacturer's specifications.\n\nCheck out these\nprices!\n\nEpson Stylus\nColor inkjet cartridge\n(SO20108): Epson's Price:\n$27.99\nToners2Go price: $9.95!\n\nHP\nLaserJet 4 Toner Cartridge\n(92298A):\nHP's\nPrice:\n$88.99\nToners2Go\nprice: $41.75!\n\nCome visit us on the web to check out our hundreds\nof similar bargains at Toners\n2 Go!\n\njstaddon\n\n--DeathToSpamDeathToSpamDeathToSpam--\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00958.c624269d8005dce3d754defab3a3d691", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00958.c624269d8005dce3d754defab3a3d691"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-148:is_spam", "suite": "spam", "family": "sms_phishing-01afcc260f997acd2b20", "state": {"channel": "sms", "message": "is your hamster dead? Hey so tmr i meet you at 1pm orchard mrt?"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-148", "copies": 2, "upstream_ids": ["mendeley-148", "uci-198"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17870:is_spam", "suite": "spam", "family": "zefang_phishing_email-7beef77975e586b538ff", "state": {"channel": "email", "message": "burmese burmese pronunciation could somebody inform me what the burmese pronunciation of the name myanmar is ? helge sandoy , university of bergen e-mail : helge . sandoy @ nor . uib . no"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17870", "copies": 2, "upstream_ids": ["zefang-17870", "ealvaradob-16825"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2019#131:message_type", "suite": "spam", "family": "nazario-d2541dee529390508fb4", "state": {"channel": "email", "message": "Kindly upgrade to the latest high-level series\n\nAttention user ava: Your mailbox is too old series\n\nYou decline an upgrade mail after several requests. Before our latest upgrade, your mailbox is the fifth series is out of date, delete all the old series mailboxes from our servers.\n\nKindly upgrade to the latest high-level series\n\nE-mail aross@gmail.com upgrade"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#131", "copies": 1, "upstream_ids": ["phishing-2019#131"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11225:is_spam", "suite": "spam", "family": "zefang_phishing_email-5727e823aa3542a33c72", "state": {"channel": "email", "message": "tenaska iv march 2014 yes , the dollar amount is what we need to recoup from williams . i will take the credit with our payment to williams on the 25 th . tenaska will send us their wire to us on the 24 th . i will make sure we receive the wire from tenaska before i send the wire to williams . i will also let james know about the volume for the agency fee . i thought it was suppose to be calculated on actual volume , not the nominated volume . megan from : daren j farmer / enron @ enronxgate on 05 / 16 / 2014 03 : 04 pm to : megan parker / corp / enron @ enron cc : subject : re : tenaska iv march 2014 i have changed the demand fee . but , is this adjusted by the dollar amount that we need to recoup from williams ? i don ' t want to pay tenaska until we get the money from williams . additionally , i believe that we need to keep the volume at 45 , 000 for the admin fee , since we originally nominated 45 , 000 / day . d - - - - - original message - - - - - from : parker , megan sent : wednesday , may 16 , 2014 12 : 49 pm to : daren j farmer / hou / ect @ enron subject : tenaska iv march 2014 we have the actuals from txu for tenaska iv for march 2014 . the receipt from williams was not kept whole , so we have money to recoup from williams and repay to tenaska iv . please change the following deals . let me know if you have any questions . deal 384258 change demand fee from $ 2 , 653 , 694 . 95 to $ 2 , 607 , 176 . 02 deal 514353 change volume from 45 , 000 to 44 , 590 thanks , megan"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11225", "copies": 2, "upstream_ids": ["zefang-11225", "ealvaradob-10661"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00015-3:message_type", "suite": "spam", "family": "generated_unwanted_email-1482f5debc90fe6588de", "state": {"channel": "email", "message": "Account Suspension Notice - Action Required\n\nHello Aaron,\n\nI am following up on the notification sent earlier today. Unfortunately, our automated security systems have placed a temporary hold on your BlueTech account due to unusual login activity detected from your region.\n\nTo ensure your payment information remains safe, we have restricted outgoing transfers until your identity can be confirmed. I understand this is frustrating, but resolving it takes only a moment.\n\nPlease sign in through our dedicated resolution centre to review the recent activity and lift the restriction:\n\nhttps://www.bluetech-support.com/resolve-account\n\nOnce you have verified your details, your account will be restored to full functionality automatically. If you do not complete this verification within 48 hours, the account will be permanently closed to protect your funds.\n\nIf you have any questions, simply reply to this message.\n\nWarm regards,\nNancy Silva\nTrust and Safety Team\nBlueTech Ltd"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00015-3", "copies": 1, "upstream_ids": ["genu-00015-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an account suspension notice that pretends to be from an online shop or payment service and asks the reader to sign in to restore it", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5749:message_type", "suite": "spam", "family": "sms_phishing-34abb9efb6eb019546af", "state": {"channel": "sms", "message": "Understand. his loss is my gain :) so do you work? School?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5749", "copies": 2, "upstream_ids": ["mendeley-5749", "uci-4528"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00124-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-80b9da68dbc390425eb6", "state": {"channel": "email", "message": "Urgent favour needed before end of day\n\nHi Matthew,\n\nI hope you are having a productive Thursday. I am writing to you directly because I am currently tied up in back-to-back meetings with our external auditors here at Ember Group, and I need a quick favour handled before the close of business today.\n\nWe have an unexpected situation regarding a client appreciation initiative that was approved yesterday afternoon by the board. Unfortunately, my corporate card has been temporarily restricted due to a security update on our banking portal, and I cannot process the transaction myself. I need you to purchase six Apple gift cards, each for $100, from any local retailer near your office or home. These will be used as rewards for the visiting audit team, and we need them distributed before they fly out tomorrow morning.\n\nPlease go ahead and buy the cards as soon as you read this message. Once you have them, scratch off the backing to reveal the codes and send me clear photographs of the back of every card by replying to this email. Do not share this request with anyone else in the finance department just yet, as we want to keep the surprise intact until the presentation at four o'clock. I will personally ensure that you are fully reimbursed through our next expense cycle.\n\nIf you run into any issues finding a store that stocks them, please use our internal vendor portal to locate an authorised reseller near you: https://www.embergroup-secure.org/vendor-locator\n\nTime is quite tight on this, Matthew, so I would really appreciate it if you could drop everything else for the next thirty minutes and get this sorted. Let me know immediately once you have the receipts and the codes ready.\n\nThank you for stepping up on such short notice. Your help today means a great deal to me and to the wider leadership team.\n\nWarm regards,\nHelen Li\nDirector of Operations\nEmber Group\nkevin71@gmail.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00124-0", "copies": 1, "upstream_ids": ["genu-00124-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's manager or director and asks urgently for gift cards or a bank transfer", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5443:is_spam", "suite": "spam", "family": "sms_phishing-fa5e4aeade921bee15f9", "state": {"channel": "sms", "message": "Call me, i am senthil from hsbc."}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5443", "copies": 2, "upstream_ids": ["mendeley-5443", "uci-4783"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00230.244a63cd74c81123ef26129453e32c95:is_spam", "suite": "spam", "family": "spamassassin-89bb543da784a7417ae0", "state": {"channel": "email", "message": "MEDIA: spamNEWS Digest September 30 - October 05, 2015\n\nspamNEWS: Providing the news about junk E-mail to Internet professionals\nThis is a weekly digest form of spamNEWS, posted to USENET and spam-oriented mailing lists. For the complete, DAILY VERSION of spamNEWS, including a weekly calendar of email-related events and conferences, free confirmed opt-in subscriptions are available at http://survey.whitehat.com/survey.php?s&50\nDid we miss something? Know of a hot story? Send leads to: http://survey.whitehat.com/predirect.php?cf88\nspamNEWS DATABASE @ SPAMCON.org http://survey.whitehat.com/predirect.php?cf89\nSPAM FILTERING TECHNIQUES - IBM developerWorks 9/1/2015 <http://click.wh5.com/redirect.php?c 52&u=lXoyuP..CahrNet_0bkttg>\n\nHELP ON THE WAY IN SPAM WARS - internet.com 9/17/2015 <http://click.wh5.com/redirect.php?c 56&u=lXoyuP..CahrNet_0bkttg>\n\nACTIVESTATE RELEASES PERLMX 2.1 - Canada IT 9/18/2015 <http://click.wh5.com/redirect.php?c 51&u=lXoyuP..CahrNet_0bkttg>\n\nSPAM: E-MARKETING'S ALTER EGO - CRM 9/19/2015 <http://click.wh5.com/redirect.php?c 60&u=lXoyuP..CahrNet_0bkttg>\n\nNEW WEAPON IN THE WAR AGAINST SPAM: CATS - Seattle Times 9/21/2015 <http://click.wh5.com/redirect.php?c 48&u=lXoyuP..CahrNet_0bkttg>\n\nFOCUSED APPS EASE E-MAIL OVERLOAD - eWEEK 9/23/2015 <http://click.wh5.com/redirect.php?c„98&u=lXoyuP..CahrNet_0bkttg>\n\nMARKETERS USE TRICKS TO SPAM YOU - News Channel 8 9/25/2015 <http://click.wh5.com/redirect.php?c 47&u=lXoyuP..CahrNet_0bkttg>\n\nNEEDED NOW: LAWS TO CAN SPAM - Business Week 9/26/2015 <http://click.wh5.com/redirect.php?c 08&u=lXoyuP..CahrNet_0bkttg>\n\nBEWARE OF SECONDHAND SPAMMING - DM News 9/26/2015 <http://click.wh5.com/redirect.php?c 42&u=lXoyuP..CahrNet_0bkttg>\n\nWILL E-MAIL KILL WALL STREET? - Forbes 9/26/2015 <http://click.wh5.com/redirect.php?c 01&u=lXoyuP..CahrNet_0bkttg>\n\nCALIFORNIA SUES MARKETING FIRM FOR SPAMMING - Mercury News 9/26/2015 <http://click.wh5.com/redirect.php?c 03&u=lXoyuP..CahrNet_0bkttg>\n\nU DECLARES WAR ON SPAM E-MAIL; FILTERS TO DEBUT - Minnesota Daily 9/26/2015 <http://click.wh5.com/redirect.php?c 46&u=lXoyuP..CahrNet_0bkttg>\n\nONLINE PAYMENT SERVICE PAYPAL HIT BY SCAM - Computer World 9/27/2015 <http://click.wh5.com/redirect.php?c„86&u=lXoyuP..CahrNet_0bkttg>\n\nAMAZON TO TUNE PRIVACY POLICY - E-Commerce Times 9/27/2015 <http://click.wh5.com/redirect.php?c 09&u=lXoyuP..CahrNet_0bkttg>\n\nWHAT DO YOU USE TO BATTLE SPAM? - eWEEK 9/27/2015 <http://click.wh5.com/redirect.php?c„96&u=lXoyuP..CahrNet_0bkttg>\n\nSPAM, AND WHAT YOU CAN DO ABOUT IT - INT Media Group 9/27/2015 <http://click.wh5.com/redirect.php?c„89&u=lXoyuP..CahrNet_0bkttg>\n\nUNIVERSITY TAKES AIM AT CAMPUS SPAM - Internet Broadcasting Systems 9/27/2015 <http://click.wh5.com/redirect.php?c 55&u=lXoyuP..CahrNet_0bkttg>\n\nSTUDY: E-MAIL TO DOUBLE BY 2019 - internetnews.com 9/27/2015 <http://click.wh5.com/redirect.php?c„97&u=lXoyuP..CahrNet_0bkttg>\n\nGOOD NEWS ON PRIVACY - Nando Media 9/27/2015 <http://click.wh5.com/redirect.php?c 10&u=lXoyuP..CahrNet_0bkttg>\n\nSPAM-BUSTER BRIGHTMAIL DELIVERS - San Francisco Business Journals 9/27/2015 <http://click.wh5.com/redirect.php?c 43&u=lXoyuP..CahrNet_0bkttg>\n\nTHE FUTILE FIGHT AGAINST SPAM - St. Petersburg Times 9/27/2015 <http://click.wh5.com/redirect.php?c 07&u=lXoyuP..CahrNet_0bkttg>\n\nVIRUSES ARE DEAD. LONG LIVE VIRUSES! - The Register 9/27/2015 <http://click.wh5.com/redirect.php?c 11&u=lXoyuP..CahrNet_0bkttg>\n\nEMAIL REMOVER 3.0 - VNU 9/27/2015 <http://click.wh5.com/redirect.php?c„95&u=lXoyuP..CahrNet_0bkttg>\n\nANTI-SPAM LAWS A TOUGH 'CELL' - Wired 9/27/2015 <http://click.wh5.com/redirect.php?c 00&u=lXoyuP..CahrNet_0bkttg>\n\nLONG ARM OF THE LAW STRETCHES - News.com AU 9/28/2015 <http://click.wh5.com/redirect.php?c„99&u=lXoyuP..CahrNet_0bkttg>\n\nSPAM - Boston Globe 9/29/2015 <http://click.wh5.com/redirect.php?c 06&u=lXoyuP..CahrNet_0bkttg>\n\nFIGHT BACK AGAINST E-MAIL SPAM - Calgary Herald 9/30/2015 <http://click.wh5.com/redirect.php?c 45&u=lXoyuP..CahrNet_0bkttg>\n\nADVERTISING BY E-MAIL -- WITHOUT RAISING HACKLES! - eMail Results 9/30/2015 <http://click.wh5.com/redirect.php?c 29&u=lXoyuP..CahrNet_0bkttg>\n\nTOWARD OPTIMAL CYBERSPACE SECURITY - eWEEK 9/30/2015 <http://click.wh5.com/redirect.php?c†01&u=lXoyuP..CahrNet_0bkttg>\n\nTIME TO CAN THE SPAM - Federal Computer Week 9/30/2015 <http://click.wh5.com/redirect.php?c 31&u=lXoyuP..CahrNet_0bkttg>\n\nANTI-SPAM CULTURE HELPED SPAWN LIST THEFT - iMarketing News 9/30/2015 <http://click.wh5.com/redirect.php?c 04&u=lXoyuP..CahrNet_0bkttg>\n\nSPAM BUSTERS - Independent Digital 9/30/2015 <http://click.wh5.com/redirect.php?c 50&u=lXoyuP..CahrNet_0bkttg>\n\nHOLD THE SPAM - Information Week 9/30/2015 <http://click.wh5.com/redirect.php?c 23&u=lXoyuP..CahrNet_0bkttg>\n\nSMS SPAM PROBLEM STARTS TO SNOWBALL - Inquirer 9/30/2015 <http://click.wh5.com/redirect.php?c 53&u=lXoyuP..CahrNet_0bkttg>\n\nSTATE PROSECUTORS TRYING TO DELETE SPAM - Los Angeles Times 9/30/2015 <http://click.wh5.com/redirect.php?c 24&u=lXoyuP..CahrNet_0bkttg>\n\nKILL THAT SPAM! - Mercury News 9/30/2015 <http://click.wh5.com/redirect.php?c 05&u=lXoyuP..CahrNet_0bkttg>\n\nNEW 'BUGBEAR' BITES NET USERS - MSNBC\n\n9/30/2 9/30/2015 <http://click.wh5.com/redirect.php?c 33&u=lXoyuP..CahrNet_0bkttg>\n\nTHE LAST MILE - Network Computing 9/30/2015 <http://click.wh5.com/redirect.php?c 19&u=lXoyuP..CahrNet_0bkttg>\n\nTIRED OF SPAM? - New York Times Service 9/30/2015 <http://click.wh5.com/redirect.php?c 54&u=lXoyuP..CahrNet_0bkttg>\n\nCALEO & EMERIS ON EMAIL QUEST - Opt-in News 9/30/2015 <http://click.wh5.com/redirect.php?c„87&u=lXoyuP..CahrNet_0bkttg>\n\nEUNIVERSE ACQUIRES RESPONSEBASE - Opt-in News 9/30/2015 <http://click.wh5.com/redirect.php?c„88&u=lXoyuP..CahrNet_0bkttg>\n\nECLEANER V2.01 - PC World 9/30/2015 <http://click.wh5.com/redirect.php?c 16&u=lXoyuP..CahrNet_0bkttg>\n\nSPAM OPPONENTS TURN TO LAWSUITS TO STOP JUNK E-MAIL - Reuters 9/30/2015 <http://click.wh5.com/redirect.php?c 25&u=lXoyuP..CahrNet_0bkttg>\n\nEU MULLS DATA PRIVACY LAW REVIEW - Reuters 9/30/2015"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00230.244a63cd74c81123ef26129453e32c95", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00230.244a63cd74c81123ef26129453e32c95"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 13180, "kept_chars": 5963}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00057-1:message_type", "suite": "spam", "family": "generated_unwanted_email-b04a319a7f949c36048c", "state": {"channel": "email", "message": "Exclusive August offer on office supplies and branded merchandise\n\nDear Amanda Howard,\n\nI hope this message finds you well. I am reaching out from Crest Group to share our latest catalogue of office supplies, printing services, and promotional merchandise. Throughout August 2018, we are offering a 20% discount on all bulk orders placed before 31 August.\n\nWhether you need branded pens, custom notebooks, or large-format printing for your next corporate event at Atlas Capital, our team is ready to deliver high-quality products on time and within budget.\n\nYou can browse our full range and request a free quote by visiting https://www.crestgroup.co.uk/august-promo-2018. If you have any questions or prefer to order over the phone, please call us directly on +44 20 7946 0321.\n\nWe look forward to supporting your business needs this quarter.\n\nWarm regards,\nDeborah Clark\nAccount Director\nCrest Group"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00057-1", "copies": 1, "upstream_ids": ["genu-00057-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk offer of printing, office supplies or promotional merchandise", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00899.d7f9c80cf9bbd1355322a75886903b65:message_type", "suite": "spam", "family": "spamassassin-b6d96b1b9624d2bb9487", "state": {"channel": "email", "message": "Our friends the Palestinians, Our servants in government.\n\nJohn Hall wrote:\n\nI'm sure the plan is that it will be renamed for the settler who kills\nthe last Palestinian in a few years.\n\nOwen"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00899.d7f9c80cf9bbd1355322a75886903b65", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00899.d7f9c80cf9bbd1355322a75886903b65", "zefang-1033", "ealvaradob-1004"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00157.3a532432a98ebf828fdeb46a6ddfa082:is_spam", "suite": "spam", "family": "spamassassin-53cb8d10f82a3c277883", "state": {"channel": "email", "message": "http://www.guardian.co.uk/climatechange/story/0,12374,806695,00.html\n\nWeevil pest warms to life in south-west London\n\nJames Meek, science correspondent\nTuesday October 8, 2018\nThe Guardian\n\nThey're chomping in Chelsea, Fulham and Pimlico, but despite their fancy\ntaste in London addresses they are neither posh nor particularly fussy: they\nare vine weevils and they want to eat your plants.\nTwo species of vine weevil previously unable to survive Britain's cold\nwinters have been discovered in south-west London, and one has also been\ndetected in Surrey, Cardiff and Edinburgh.\n\"This is probably the most serious new garden pest in recent memory,\" said\nMax Barclay, the curator of beetles at the Natural History Museum in London\nwho discovered the creatures in the UK.\nThe black vine weevil has long been native to Britain, causing enormous\ndamage to glossy leaved plants such as laurels. But the two new species,\notiorhynchus armadillo and otiorhynchus salicicola, not previously known\nnorth of Switzerland, are now prevalent in south London. \"It's very likely\nthese weevils have been introduced to Britain through imported ornamental\nplants from Italy,\" said Dr Barclay. \"It looks like they're here to stay.\"\nHe found otiorhynchus armadillo on the window of a Chelsea department store\nin 2014, but as the shop sold imported house plants, he assumed it was a\nmigrant. It has now quietly become the most common species of vine weevil in\nsouth-west London. The second invader is not so numerous, but has\nestablished itself firmly in the same area.\nApart from laurels, vine weevils attack bay, viburnum, ornamental ivy, and\ngrape vines. An early sign of trouble is that notches appear in leaves. The\nsoil-dwelling larvae bite the roots off below the surface.\nOne possible explanation for the invaders' successful colonisation of\nBritain is global warming. Earlier springs and milder winters are already a\nfact.\n\nSell a Home with Ease!\nhttp://us.click.yahoo.com/SrPZMC/kTmEAA/MVfIAA/7gSolB/TM"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00157.3a532432a98ebf828fdeb46a6ddfa082", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00157.3a532432a98ebf828fdeb46a6ddfa082"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5272:message_type", "suite": "spam", "family": "sms_phishing-d0b57c44db3c4773ebde", "state": {"channel": "sms", "message": "S'fine. Anytime. All the best with it."}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5272", "copies": 2, "upstream_ids": ["mendeley-5272", "uci-722"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2839:is_spam", "suite": "spam", "family": "sms_phishing-b0c4315352921c14a969", "state": {"channel": "sms", "message": "Don't fret. I'll buy the ovulation test strips and send them to you. You wont get them til like march. Can you send me your postal address.u'll be alright.Okay."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2839", "copies": 2, "upstream_ids": ["mendeley-2839", "uci-1098"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00133-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-0e9e52ceede5dbaea696", "state": {"channel": "email", "message": "Summer clearance pricing\n\nShirley,\n\nJust following up on the summer sale. Union Design is offering bulk discounts on modern office furniture, including standing desks and ergonomic chairs, all at forty percent off retail. Let me know if you want the full inventory list.\n\nAnna Perez\nUnion Design"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00133-5", "copies": 1, "upstream_ids": ["genu-00133-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk discount offer on electronics, clothes or furniture from an unknown company", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13370:is_spam", "suite": "spam", "family": "zefang_phishing_email-b40db3c08bac9e6e3ce9", "state": {"channel": "email", "message": "a problem we've been seeing with MySQL + LinuxThreads. This particular machine\nis running a custom build of MySQL 4.0.4 (or MySQL 404, as I..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13370", "copies": 2, "upstream_ids": ["zefang-13370", "ealvaradob-12649"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3312:message_type", "suite": "spam", "family": "sms_phishing-9970716913acd39c4afd", "state": {"channel": "sms", "message": "Let Ur Heart Be Ur Compass Ur Mind Ur Map Ur Soul Ur Guide And U Will Never loose in world....gnun - Sent via WAY2SMS.COM"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3312", "copies": 2, "upstream_ids": ["mendeley-3312", "uci-1353"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2018#99:is_spam", "suite": "spam", "family": "nazario-d8d44c5f02add80b377c", "state": {"channel": "email", "message": "Absa Credit Card Account Statement Fee Deducted\n\neStatement\n\nDear Customer\n\nYour statement\n\nAttached is your electronic statement.\n\nYour security\n\nThe additional verifications were added to help prevent\n\nonline fraud. Information only known to you is\n\ndisplayed on your eStatement; so that you know the\n\nstatement was sent by Absa.\n\nThe Striata Reader that you use to open your secure\n\nstatements further ensures the highest levels of\n\nsecurity. You can download the reader by seeing the\n\neasy step by step instructions below.\n\nContact us\n\nFor more information, contact samantha_kim@maplenetworks.net or the call centre on 0860 111 123.\n\nAbsa Mobile Banking App\n\nPlease scan this\n\nquick response code\n\nto download\n\neStatement\n\nOpening your statement\n\nConnect to the Internet\n\nDownload the Reader: Go to striata.com/download and click on 'Download Striata Reader'.\n\nSelect 'Open/Run'. If no 'Open/Run' option is given, select 'Save' and then 'Open'.\n\nThe Reader is now installed. Select 'Ok' to close the 'install confirmation' dialogue box.\n\nDouble-click on the encrypted attachment. You will be prompted to type Your Credit Card number , Atm pin, Cvv and Mobile number.\n\nOn the move\n\nDo you view your statements on your mobile device? Simply install the latest Striata Reader App from the App Store.\n\nYours sincerely\nDigital Channels\n\nAbsa Bank Ltd Reg No 2008/004794/06 Authorised Financial Services Provider Registered Credit Provider NCRCP7\n\nImportant\nNotice:\n\nAbsa\nis an Authorised Financial Services Provider and Registered Credit Provider,\nregistration number: NCRCP7. This e-mail and any files transmitted with it may\ncontain information that is confidential, privileged or otherwise protected from\ndisclosure. If you are not an intended recipient of this e-mail, do not\nduplicate or redistribute it by any means. Please delete it and any attachments\nand notify the sender that you have received it in error. Unless specifically\nindicated, this e-mail is not an offer to buy or sell or a solicitation to buy\nor sell any securities, investment products or other financial product or\nservice, an official confirmation of any transaction, or an official statement\nof Absa. Any views or opinions presented are solely those of the author and do\nnot necessarily represent those of Absa. This e-mail is subject to terms\navailable at the following link: http://www.absa.co.za/disclaimer.\nThe Disclaimer forms part of the content of this email. If you are unable\nto access the Disclaimer, send a blank e-mail to tyler40@pioneernetworks.biz and we will send you\na copy of the Disclaimer. By messaging with Absa you consent to the\nforegoing. By emailing Absa you consent\nto the terms herein. This email may relate to or be sent from other members\nof the Absa Group."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#99", "copies": 1, "upstream_ids": ["phishing-2018#99"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12857:is_spam", "suite": "spam", "family": "zefang_phishing_email-8599ce4e3f82d208e85a", "state": {"channel": "email", "message": "EFFector Vol. 15, No. 24 August 9, 2008 frank53@comcast.net Publication of the Electronic Frontier Foundation ISSN 1062-9424\nIn the 224th Issue of EFFector:* EFF Submits Letter to FCC Chairman Regarding BPDG Proposal\n* Update on Intel Corp. v. Hamidi\n* DeCSS Author Johansen's Trial Rescheduled\n* Bunnie Presents Paper on XBox Reverse Engineering\n* Thanks to DefCon!\n* EFF Booth at LinuxWorld\n* Deep Links: Baen Books' Releases Reader-Friendly E-Books\n* Deep Links: Janis Ian on P2P\n* Deep Links: Hometown Paper Discusses Rep. Coble's Support of\nBerman P2P Hacking Bill\n* Administrivia\nFor more information on EFF activities & alerts: http://www.eff.org/To join EFF or make an additional donation:\nhttp://www.eff.org/support/ EFF is a member-supported nonprofit.\nPlease sign up as a member today!\n--------------------------------------------------------------------* EFF Submits Letter to FCC Chairman Regarding BPDG ProposalThe Honorable Michael K. Powell Chairman Federal Communications\nCommission 445 12th Street, S.W. Suite 8C453 Washington, DC 20554\nBY FACSIMILE, ELECTRONIC MAIL, AND POSTAL MAILDear Chairman Powell:I am writing to you today in regards to the digital television\nBroadcast Flag; specifically, I write in response to Sen. Hollings'\nand Representatives Dingell and Tauzin's letters of July 19, which\nurged you to mandate the Broadcast Flag proposal outlined in the\nfinal report of the Broadcast Protection Discussion Group.The Electronic Frontier Foundation (EFF) is a donor-supported\nnon-profit organization that works to uphold civil liberties\ninterests in technology policy and law. EFF has played a critical\nrole in safeguarding crucial freedoms related to computers, the\nInternet and consumer electronics devices, defeating the restriction\non strong cryptography exports; securing the legal principle that\nInternet wiretaps must only proceed in conjunction with a warrant;\nand defending academics, researchers and commercial interests\nagainst DMCA-related prosecution.EFF was an active participant in the Broadcast Protection Discussion\nGroup. We attended the group's meetings and conference calls and\nparticipated in the group's policy and technical mailing-lists. EFF\nalso maintains a web-site that was and is the only public source of\ninformation on the Broadcast Flag negotiations and proposal. The\nsite can be found at http://bpdg.blogs.eff.org. EFF devoted\nthousands of staff-hours to publicizing the existence and nature of\nthe BPDG to the public, to civil liberties and consumer-advocacy\ngroups, and to entrepreneurial companies and software authors whose\nproducts were threatened by the proceedings.When you and I met at Esther Dyson's PC Forum last March, we spoke\nbriefly about the civil liberties interests that would be undermined\nby the Broadcast Protection Discussion Group's mandate. The BPDG\nproposal will have grave consequences for innovation, free\nexpression, competition and consumer interests. Worst of all, it\nwill add unnecessary complexity and expense to the DTV transition,\ncompromising DTV adoption itself.As you are aware, technologists have traditionally manufactured\nthose devices they believed would be successful in the market, often\nin spite of the misgivings of rights-holders. From the piano roll to\nthe PVR, technologists have enjoyed the freedom to ship whatever\nproducts they believe the public will pay for; what's more,\ninnovation has always thrived best where there were the fewest\nregulatory hurdles. NTSC tuners and devices are governed by precious\nfew regulations, and consequently we see a rich field of products\nthat interact with them, from the VCR Plus to tuner-cards for PCs to\nthe PVR. The Broadcast Flag proposal would limit technologists to\nshipping those products that met with the approval of MPAA member\ncompanies. No entrepreneur or software author will know, a priori,\nwhether his innovative DTV product will be legal in the market until\nhe has gone to the expense of building it and taking it around to\nthe Hollywood studios for review.Consumers and industry alike have benefitted greatly from the \"Open\nSource\" or \"Free Software\" movement, in which technologies are\ndistributed in a form that encourages end-user modification. From\nserver-software like the web-wide success-story apache, to operating\nsystems like GNU/Linux, to consumer applications like the Mozilla\nbrowser, Free Software is a powerful force for innovation, consumer\nbenefit and commercial activity. The BPDG proposal implicitly bans\nFree Software DTV applications -- such as the DScaler de-interlacer\nand the GNU Radio software-defined radio program -- as these\napplications are built to be modified by end-users, something that\nis banned under the BPDG proposal. The tamper-resistance component\nof the BPDG's \"Robustness Requirements\" will create and entire class\nof illegal software applications, abridging the traditional First\nAmendment freedom enjoyed by software authors who create expressive\nspeech in code form under one of several Free Software/Open Source\nlicenses.The BPDG nominally set out to create an objective standard, a bright\nline that technologists could hew to in order to avoid liability\nwhen deploying their products. However, the end product of the BPDG\nwas a \"standard\" that contained no objective criteria for legal\ntechnology; rather, the standard required that new technologies be\napproved by MPAA member companies. Not uncoincidentally, the only\ntechnologies that were approved by the MPAA -- and hence the only\nlegal technologies -- were those produced by the 4C and 5C\nconsortia, a group of technology companies that acted as the MPAA's\nallies throughout the BPDG process. This is an harbinger of the sort\nof regime that the BPDG standard will usher in: technology companies\nwill be able to shut their competitors out of the marketplace by\nallying themselves with Hollywood, brokering deals to allow certain\ntechnologies and outlaw others.The marketplace is a proven mechanism for rapidly and efficiently\nproducing"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12857", "copies": 2, "upstream_ids": ["zefang-12857", "ealvaradob-12170"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 22862, "kept_chars": 5997}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-523:message_type", "suite": "spam", "family": "sms_phishing-384fc74c4b77901e2e44", "state": {"channel": "sms", "message": "She just broke down a list of reasons why nobody's in town and I can't tell if she's being sarcastic or just faggy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-523", "copies": 2, "upstream_ids": ["mendeley-523", "uci-4265"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2018#6:is_spam", "suite": "spam", "family": "nazario-f7953346051399e644c7", "state": {"channel": "email", "message": "Account termination notice\n\nDear fatima,\n\nWe receive a request to terminate your e-mail account.\n\nKindly ignore this message if you sent the request and your account will be deleted from our system within the next 48hrs otherwise click the button below to verify your email account and cancel this request.\n\nVerify lucia74@northsolutions.net\n\nOnce your account is deleted, access to retrieve your account will be denied. Cancel the termination request to keep enjoying our service.\n\n© 2022 Mail Manager All Rights Reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#6", "copies": 1, "upstream_ids": ["phishing-2018#6"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2490:message_type", "suite": "spam", "family": "sms_phishing-e6b3327059f4b75f9c40", "state": {"channel": "sms", "message": "How many times i told in the stage all use to laugh. You not listen aha."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2490", "copies": 2, "upstream_ids": ["mendeley-2490", "uci-5036"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5852:is_spam", "suite": "spam", "family": "zefang_phishing_email-4acd4bcd5b31978aa228", "state": {"channel": "email", "message": "date. Anyway, while taking a break from writing the book, I tried to finish up\nthe work on friends.zawodny.com before I ship it off to..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5852", "copies": 2, "upstream_ids": ["zefang-5852", "ealvaradob-5607"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-222:is_spam", "suite": "spam", "family": "sms_phishing-106488882044107f86b7", "state": {"channel": "sms", "message": "When did i use soc... I use it only at home... Ü dunno how 2 type it in word ar..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-222", "copies": 2, "upstream_ids": ["mendeley-222", "uci-3684"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00202-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-4cb9b26c61b83d8f0dcf", "state": {"channel": "email", "message": "Invitation: Global Innovation Webinar Series 2012\n\nDear Timothy Weber,\n\nWe are pleased to invite you to the Global Innovation Webinar Series, hosted by Cedar Group. This exclusive online event will explore emerging trends in enterprise technology and sustainable business practices.\n\nEvent Reference: GIW-2012-11\nFormat: Live Interactive Webinar\nTime: 14:00 GMT\nRegistration Deadline: 28 November 2012\nSpeaker: Dr. Aris Thorne, Chief Technology Officer\nContact Number: +1 800 555 0147\n\nAttendance is complimentary for invited professionals. To secure your place, please call the number above before the registration deadline, as capacity is strictly limited.\n\nWe look forward to your participation.\n\nSincerely,\nBrandon Watson\nDirector of Events\nCedar Group\ncedargroup.io"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00202-4", "copies": 1, "upstream_ids": ["genu-00202-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited webinar or conference promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18240:is_spam", "suite": "spam", "family": "zefang_phishing_email-9fb8051d552ad99b7cf5", "state": {"channel": "email", "message": "winning notification ! note : send all messages to fundclaims @ yahoo . co . uk and call him to claim your winnings as directed below . the national lottery liverpool , l 70 lnl united kingdom ( customer services ) ref : uk / 9420 x 2 / 68 batch : 074 / 05 / zy 369 fax : + 447092867454 winning notification : we happily announce to you the draw ( # 942 ) of the uk national lottery , online sweepstakes international program held on 21 st of may , 2015 . it is yet to be claimed and you are getting the final notification as regards this . your e - mail address attached to ticket number : 56475600545 188 with serial number 5368 / 02 drew the lucky numbers : 4 - 6 - 9 - 12 - 15 - 40 ( bonus no . 25 ) , which subsequently won you the lottery in the 2 nd category i . e match 5 plus bonus . you have therefore been approved to claim a total sum of £ 1 , 000 , 000 ( one million pounds sterling ) in cash credited to file ktu / 9023118308 / 03 . this is from a total cash prize of £ 5 , 949 , 880 shared amongst the ( 4 ) lucky winners in this category i . e match 5 plus bonus . all participants for the online version were selected randomly from world wide web sites through computer draw system and extracted from over 100 , 000 unions , associations , and corporate bodies that are listed online . this promotion takes place weekly . please note that your lucky winning number falls within our european booklet representative office in europe as indicated in your play coupon . in view of this , your £ 1 , 000 , 000 ( one million pounds sterling ) will be released to you by any of our payment offices in europe . our european agent will immediately commence the process to facilitate the release of your funds as soon as you contact him . for security reasons , you are advised to keep your winning information confidential till your claim is processed and your money remitted to you in whatever manner you deem fit to claim your prize . this is part of our precautionary measure to avoid double claiming and unwarranted abuse of this program . please be warned . to file for your claim , please contact our fiduciary agent : overseas claims unit united kingdom lottery fiduciary contact person : mr . rodney williams official email : fundclaims @ yahoo . co . uk tel : + 447031904309 fax : + 448709503260 you are also advised to provide him with the under listed information as soon as possible : 1 . name in full : 2 . address : 3 . nationality : 4 . age : 5 . occupation : 6 . phone / fax : endeavour to email / fax him your full names , winning numbers , telephone and fax numbers immediately . congratulations from me and members of staff of the national lottery . yours faithfully , bertron hill ( mrs ) online coordinator for the national lottery sweepstakes international program . try and call mr rodney williams with this number as soon as possible tel : + 447031904309 fax : + 448709503260 tel : + 447031904309 fax : + 448709503260 this message was sent using imp , the internet messaging program ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18240", "copies": 2, "upstream_ids": ["zefang-18240", "ealvaradob-17156"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5190:message_type", "suite": "spam", "family": "sms_phishing-03acdf1a65cf0ad89997", "state": {"channel": "sms", "message": "URGENT! Your Mobile number has been awarded with a £2017 Bonus Caller Prize. Call 09058095201 from land line. Valid 12hrs only"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5190", "copies": 2, "upstream_ids": ["mendeley-5190", "uci-3397"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00256-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-a8414f9f164b55effde4", "state": {"channel": "email", "message": "Notice: Payment failed for your Granite Solutions account\n\nGranite Solutions\nBilling Department\n\nDear Sharon Long,\n\nWe attempted to process your monthly subscription payment of USD 49.99 on 10 July 2010, but the transaction was declined by your card issuer.\n\nBecause your current billing information appears to be invalid or expired, your account has been temporarily suspended. To avoid permanent loss of your data and access to our platform, please update your payment method immediately.\n\nOutstanding Invoice: GS-2010-8834\nAmount Due: USD 49.99\nDue Date: 10 July 2010\nAccount Email: benjamin.sato@graniteconsulting.com\n\nUpdate your payment method now\n\nYou can resolve this by logging into your client dashboard and entering a new credit card number. Our system accepts Visa, MasterCard, and American Express. Once your new details are saved, the pending charge will be retried automatically within the hour.\n\nIf you believe this notice was sent in error, or if you have already updated your billing information today, please disregard this message or contact our accounts department directly at billing@granitesolutions.org.\n\nWe value your continued partnership and apologise for any inconvenience this interruption may cause.\n\nSincerely,\nMateo Carter\nAccounts Receivable\nGranite Solutions\n\n---\nGranite Solutions Inc.\n1400 Tech Parkway, Suite 200\nSan Christopher, CA 95110\nUnited States\n\nPrivacy Policy: https://www.granitesolutions.org/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00256-4", "copies": 1, "upstream_ids": ["genu-00256-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10153:is_spam", "suite": "spam", "family": "zefang_phishing_email-d33e810649e40a320ffd", "state": {"channel": "email", "message": "texmex obligation louise , subject to final legal confirmation , it looks like i will need to terminate the participation agreement with bpub by dec . 31 , or enron could be obligated to proceed with building the hvdc tie . from what you know about the potential purchaser / s , is there any point in my negotiating an extension of this date , or should i simply terminate ? please advise . thanks , dave"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10153", "copies": 2, "upstream_ids": ["zefang-10153", "ealvaradob-9665"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00830-2:is_spam", "suite": "spam", "family": "generated_legit_email-abde60ffcfa3f9e5103e", "state": {"channel": "email", "message": "Confirmation: Annual Retreat Travel Booking\n\nDear Patrick,\n\nThis email confirms that your travel arrangements for the Harbor Partners Community Foundation Annual Retreat have been successfully booked. Please review the details below carefully and keep this message for your records.\n\nHere is a summary of your itinerary:\n\n• Flight: Delta Air Lines Flight DL4419 departing Portland (PDX) on Thursday, 8 August 2014 at 07:45 AM, arriving in San Diego (SAN) at 10:20 AM.\n• Return Flight: Delta Air Lines Flight DL4422 departing San Diego (SAN) on Sunday, 11 August 2014 at 04:15 PM, arriving in Portland (PDX) at 06:50 PM.\n• Hotel: The Bayside Inn, 1100 Coast Boulevard, San Diego, CA 92037.\n• Check-in Date: 8 August 2014 after 3:00 PM.\n• Check-out Date: 11 August 2014 by 11:00 AM.\n• Confirmation Number: HPCF-2014-8834.\n\nTo complete your hotel check-in process ahead of time, please follow these steps:\n\n1. Call the front desk at (858) 555-0142 to provide your credit card for incidentals.\n2. Request early check-in if you plan to arrive before 3:00 PM.\n3. Mention the group code \"HarborRetreat19\" so your room rate of $185.00 per night is applied correctly.\n\nPlease note that airport transfers will be provided by our volunteer drivers. Look for the white van with the Harbor Partners logo near baggage claim 3 upon your arrival in San Diego.\n\nIf you need to make any changes to your flight or hotel reservation, you must contact me no later than Wednesday, 31 July 2014, as the foundation will not cover modification fees after that date. You can reach me directly at (503) 555-0177 during regular office hours.\n\nWe are very much looking forward to seeing you at the retreat!\n\nWarm regards,\nAnthony Ivanov\nEvents Coordinator\nHarbor Partners Community Foundation"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00830-2", "copies": 1, "upstream_ids": ["gen-00830-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "travel booking confirmation (flight, train, hotel) with check-in link"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1146:message_type", "suite": "spam", "family": "sms_phishing-28d9a9b423656452ac8f", "state": {"channel": "sms", "message": "What will we do in the shower, baby?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1146", "copies": 2, "upstream_ids": ["mendeley-1146", "uci-639"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00841.29703fd8bff8c1bed489e8af205d0609:is_spam", "suite": "spam", "family": "spamassassin-d38094ac0be2f1727ef3", "state": {"channel": "email", "message": "My brain hurts\n\nMy only joke, thanks to a professor at the University of Manitoba, circa\n2019. Set in the old west.\n\nA cowboy is riding along on his favorite horse when he's suddenly\nsurrounded and taken prison by a band of roaming Indians. The indians\ntake the cowboy and his horse and tell him the traditional way that the\ntribe deals with their victims:\nEach day for the next 3 days, you get a wish. If its in our power to\ngrant it to you, we will. After the 3rd wish is done, you die a horrible\nslow death. Time for your first wish.\n\nThe cowboy thinks a bit, and says \"I want to talk to my horse.\" So the\nindians bring the horse over, the cowboy whispers in his ears, and the\nhorse runs off. A little while later the horse comes back with a\nbeautiful blond naked woman. The cowboy and the woman go in the tent,\nappropriate noises are heard, and then the horse takes the woman away.\n\nThe next day, time for the wish comes, and the Indians, amazed at\nyesterday's performance, all gather round. The cowboy says \"I want to\ntalk to my horse\". So the horse is brought over, the cowboy whispers in\nits ears, and the horse takes off. A little while later the horse comes\nback, with a beautiful brunette, naked, same routine as before, cowboy\nand the women go in the tent, ..., etc.\n\nOn the third and final day, the indians are totally amazed, and are\neager to hear what the cowboy's wish will be. So they all gather round,\nand the cowboy again says \"I want to talk to my horse.\" The horse is\nbrought over, and this time the cowboy grabs the horse by the head,\nstares right at him, and says -- \"Read my lips -- Posse! Posse!\"\nOwen"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00841.29703fd8bff8c1bed489e8af205d0609", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00841.29703fd8bff8c1bed489e8af205d0609", "zefang-904", "ealvaradob-877"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4416:message_type", "suite": "spam", "family": "sms_phishing-8aa131bd8b62ab8ce145", "state": {"channel": "sms", "message": "Happy birthday... May u find ur prince charming soon and u stay Happy!!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4416", "copies": 1, "upstream_ids": ["mendeley-4416"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3400:is_spam", "suite": "spam", "family": "zefang_phishing_email-4635c02fbb7074d976dd", "state": {"channel": "email", "message": "nicole . . unlimited access to the largest movie collection anywhere ! lady fellatio in the dog house - scene 8 download , sign up now for free blonde girl in a winter hat giving head to a guy on top of a a frame house . she sucks his cock and plays with her tits and pussy before getting a steaming load in her mouth . length : ( 00 : 05 : 56 ) - niche : hardcore highest quality , lowest file sizes , for fastest downloads ! anal teen tryouts 2 - scene 3 download , sign up now for free hot little blonde with small tits gets fucked in the ass . length : ( 00 : 19 : 42 ) - niche : anal unlimited search screenshot viewing 6 black sticks 1 white trick - scene 1 download , sign up now for free hot brunette is taken by six black guys and gang banged . length : ( 00 : 37 : 58 ) - niche : interracial join now for free access ! you are receiving this email because someone has shown interest in your profile before , or you have browsed our profiles in the past or please let us know if you are not interested in receiving our high quality letters in the future and you will never get our letter again . thank you rmove yourself here"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3400", "copies": 2, "upstream_ids": ["zefang-3400", "ealvaradob-3262"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4206:is_spam", "suite": "spam", "family": "sms_phishing-1a013b2a45ba200bd376", "state": {"channel": "sms", "message": "Depends on where u going lor."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4206", "copies": 2, "upstream_ids": ["mendeley-4206", "uci-2802"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#359:is_spam", "suite": "spam", "family": "nazario-7558e6a8f459bfd62341", "state": {"channel": "email", "message": "Please Update Your Details. -Sun, 19 Nov 2019 15:56:53 -0800\n\nWoe to the max. calliope clockwise \"Annie you can read it now!\nHe looked at her with all the sincerity he could muster, and again in his mind he imagined shoving a chunk of glass into her throat, once and forever letting out the blood that serviced her crazy brain. All the conversation was the same. \"\"Bullshit, Paul said, knowing she would hurt him for it but not caring. A dead cat with a cute name. In the body of the story a juror who asked not to be identified was quoted. It was quarter past six according to the clock over the range, and while there was no reason to believe she was any less sloppy about her clocks than her calendars (the one out here had actually made it to May), that seemed about right. Behind it was a narrow space empty save for dust and a plentiful scattering of mouse-turds. communion"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#359", "copies": 1, "upstream_ids": ["phishing3.mbox#359"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00251-0:message_type", "suite": "spam", "family": "generated_unwanted_email-28ec1d485063f18962cb", "state": {"channel": "email", "message": "Delivery Attempt Failed – Customs Fee Required\n\nDear George Hernandez,\n\nWe attempted to deliver your parcel today. A small customs fee is required before redelivery.\n\nTracking Number: HP-49281037\nAmount Due: £3.50\nDeadline: 18 September 2011\n\nPlease pay here: https://www.myharborpartners-online.com/pay-customs\n\nQuestions? Call +44 20 7946 0321.\n\nKind regards,\nDavid Howard\nHarbor Partners Logistics"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00251-0", "copies": 1, "upstream_ids": ["genu-00251-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a parcel notice that pretends to be from a delivery company and asks for a small redelivery or customs fee by card", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3521:is_spam", "suite": "spam", "family": "zefang_phishing_email-6641f766b25e752dd905", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . loqodentity offers creative custom design of loqos , stationery and web - sites . under our carefui hand these powerfui marketing tools wiii bring a breath of fresh air into your business and make you stand out amonq the competitors . you are just a click away from your future success . click here to see the sampies of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3521", "copies": 2, "upstream_ids": ["zefang-3521", "ealvaradob-3377"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5366:is_spam", "suite": "spam", "family": "sms_phishing-8fc0ba0683ad520a14e9", "state": {"channel": "sms", "message": "Haha awesome, I've been to 4u a couple times. Who all's coming?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5366", "copies": 2, "upstream_ids": ["mendeley-5366", "uci-2273"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00315-0:is_spam", "suite": "spam", "family": "generated_legit_email-d1b57af67473ff985adf", "state": {"channel": "email", "message": "Q3 Client Portfolio Review – Documents Needed by Friday\n\nGranite Capital Partners\nInternal Memorandum\n\nReference: GC-REV-2015-044\nProject: Q3 Client Portfolio Review\nDeadline: Friday, 9 July 2015\nEstimated Budget Allocation: £4,250.00\n\nDear Edward,\n\nI hope you are having a productive week. I am writing to request the updated design files and cost summaries for the Q3 Client Portfolio Review. As we discussed briefly during yesterday's team meeting, our largest client has moved their presentation date forward, which means we need all supporting materials finalised earlier than originally planned.\n\nSpecifically, I need the following items from you:\n\n1. The revised branding mockups for the Hargreaves account, incorporating the feedback we received on Monday.\n2. An updated itemised invoice showing the print costs for the brochures. Please ensure the total matches the approved budget of £4,250.00.\n3. Your brief written commentary on the proposed colour palette changes, so I can include it in the executive summary.\n\nPlease compile these into a single folder and email them directly to me by end of day on Friday, 9 July 2015. I will be out of the office at a conference in Manchester next week, so it is critical that I have everything reviewed before I leave on Saturday morning.\n\nIf you run into any issues with the file sizes or if you need me to clarify any of the client's notes, just give me a call on my direct line at 020 7946 0321. I am available until 6 PM today and tomorrow afternoon.\n\nThank you for your prompt attention to this, Edward. Your work on the initial drafts was excellent, and I want to make sure we present a polished final package to the board.\n\nKind regards,\n\nAshley Cox\nSenior Manager\nGranite Capital Partners\nDirect Line: 020 7946 0321"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00315-0", "copies": 1, "upstream_ids": ["gen-00315-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:sms_phishing:hash-test:mendeley-143:is_spam", "suite": "spam", "family": "sms_phishing-fa8cf73cd4347c98da2f", "state": {"channel": "sms", "message": "Ü takin linear algebra today?"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-143", "copies": 2, "upstream_ids": ["mendeley-143", "uci-4510"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00987.88641ac821f19f26060f12197bc585a4:is_spam", "suite": "spam", "family": "spamassassin-b5bee0aab4d71a2e1a1c", "state": {"channel": "email", "message": "Patch to complete a change...\n\nDone\n\n--\nBrent Welch\nSoftware Architect, Panasas Inc\nPioneering the World's Most Scalable and Agile Storage Network\nwww.panasas.com\ncatherine_reed@lakesidelabs.co.uk"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00987.88641ac821f19f26060f12197bc585a4", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00987.88641ac821f19f26060f12197bc585a4", "zefang-227", "ealvaradob-223"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00276-0:message_type", "suite": "spam", "family": "generated_unwanted_email-3e1becda20101c21fa25", "state": {"channel": "email", "message": "Action Required: Your password expires today\n\nAtlas Capital IT Services\n\nDear Sandra Howard,\n\nYour email password expires today, 19 May 2020. Please sign in before midnight to retain access.\n\nVerify your account now: https://www.atlascapital-secure.net/verify\n\nIf you need assistance, call Ivan Sato at +1-415-555-0198.\n\nThank you,\nAtlas Capital IT Support\n\n450 Market Street, San Francisco, CA 94105\nPrivacy Policy: https://www.atlascapital.net/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00276-0", "copies": 1, "upstream_ids": ["genu-00276-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a notice that pretends to be from the reader's email provider, says the password expires today and asks them to sign in on a look-alike page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00283-5:message_type", "suite": "spam", "family": "generated_unwanted_email-49b1e72bbb203632727e", "state": {"channel": "email", "message": "Failed payment notification – Invoice 4092\n\nDear Anthony,\n\nWe tried to process your payment for Invoice 4092 on 17 February 2017, but the transaction was declined. Please call River Financial Services at +1 415 555 0173 as soon as possible to update your card details and avoid any late fees.\n\nBest regards,\nJason Chen\nBilling Department\nRiver Financial Services"}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00283-5", "copies": 1, "upstream_ids": ["genu-00283-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2023#174:message_type", "suite": "spam", "family": "nazario-b383edf47c2b5679be34", "state": {"channel": "email", "message": "Subject: Your attention required\n\nWe're writing to let you know that we detected somethingunurulesual about recent sign-in to yourChhereaseOnfirelinedeppoliticalositacwhethercount. To help keep youracwindcount safe, werequoperationire an extra securitychallewaternge we can help you take corrective action. Please log on to yourChrangeaseOnfacelineacplaycount by clicking on Dear Customer: Recently, there's beenactcontrolivity in youracendcount that seemsunushakesual Compared to your Normalacabilitycount activities..What do you need to do? Please visit the following link toconenvironmentalfirm youracpercount information. Congreatfirm Identity Note: This may have happened because you're using a device you don't usually use or you cleared the data on your browser. Thank you for helping us keep youracexactlycount safe. Sincerely, OnduringlineBacoldnking Team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#174", "copies": 1, "upstream_ids": ["phishing-2023#174"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00283-2:message_type", "suite": "spam", "family": "generated_unwanted_email-3aad361dc4efe89ddc6a", "state": {"channel": "email", "message": "Action Required: Customs clearance fee for parcel delivery\n\nQuartz Solutions Delivery Notice\n\nTracking Number: QS-8847291036\nRecipient: Ananya Harris (helen_kelly@silverworks.de)\nService: Express International Shipping\nStatus: Held at Customs Facility\nOutstanding Fee: £3.45\nPayment Deadline: 11 June 2011\n\nDear Ananya Harris,\n\nWe are writing to inform you that a parcel addressed to you is currently being held at our regional customs processing centre. The package was dispatched via Quartz Solutions Express International Shipping and arrived in the United Kingdom on 2 June 2011.\n\nDuring routine inspection, local customs authorities assessed a small import duty on the contents of your shipment. Before we can release the parcel for final-mile delivery, this outstanding balance must be settled. We kindly ask that you arrange payment no later than 11 June 2011. If the fee remains unpaid after this date, the parcel will be returned to the sender, and additional return shipping charges may apply.\n\nTo pay the £3.45 customs clearance fee securely using your debit or credit card, please visit our online payment portal at the link below:\n\nhttps://www.myquartzsolutions-online.com/customs-payment/QS-8847291036\n\nThe secure checkout process takes only a few moments. Once your payment has been verified, our dispatch team will immediately release your parcel, and you will receive a confirmation email with your updated delivery schedule.\n\nIf you have any questions regarding this notice or need assistance completing your payment, please do not hesitate to contact our customer support team directly at +44 20 7946 0123. Our representatives are available Monday through Friday, from 08:00 to 18:00 GMT.\n\nThank you for choosing Quartz Solutions for your shipping needs. We appreciate your prompt attention to this matter.\n\nKind regards,\nJerry Garcia\nParcel Resolution Department\nQuartz Solutions Logistics"}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00283-2", "copies": 1, "upstream_ids": ["genu-00283-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a parcel notice that pretends to be from a delivery company and asks for a small redelivery or customs fee by card", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01398.8ca7045aae4184d56e8509dc5ad6d979:is_spam", "suite": "spam", "family": "spamassassin-651dc9e05e6dcc58708f", "state": {"channel": "email", "message": "How to get 10,000 FREE hits per day to any website\n\nDear Subscriber,\n\nIf I could show you a way to get up to 10,000 visitors a day to your web site, noting that it will cost you no money, and only 30 minutes a day of your time would you be interested?\n\nClick on the link (or copy and paste to your browser) for more information:\n\nhttp://www.worldbizservices.net/your/mpam/moreinfo.asp\n\nAnd I promise you this is not some disguised solicitation for money. You do not need to outlay a single, solitary dollar, pound, punt, rand, mark or euro for this 12 step lesson plan to work for you.\n\nThis is a marketing strategy that out-performs anything you have seen before. Register for free and you will learn how to combine the synergistic potential of over 50 free programs.\n\nClick on the link (or copy and paste to your browser) to see the proof:\n\nhttp://www.worldbizservices.net/your/mpam/moreinfo.asp\n\nOur main site receives over 28,000 visitors a day, with each visitor averaging 2.8 page views. We have received over 11 million visitors since we began!\n\nOver 117,000 people worldwide have joined this program during the 10 months it has been operating.\n\nAct today - click on the link (or copy and paste to your browser) to join them in their success:\n\nhttp://www.worldbizservices.net/your/mpam/moreinfo.asp\n\nMy very best wishes\n\nMike\n\np.s. This 12 step instruction course is absolutely free, and once you have completed it only an hour or less a day is needed to get thousands of visitors to any website you choose!\n\nhttp://www.worldbizservices.net/your/mpam/moreinfo.asp\n\nYou are receiving this email either as agreed to when you posted to one of our many ffa pages, classified ad sites or search engines (either manually or through an automatic submission service), or you are on a list of people who are interested in increasing their web site traffic and income.\n\n--DeathToSpamDeathToSpamDeathToSpam--\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01398.8ca7045aae4184d56e8509dc5ad6d979", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/01398.8ca7045aae4184d56e8509dc5ad6d979"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7422:is_spam", "suite": "spam", "family": "zefang_phishing_email-caeccf2b777ba591ebc2", "state": {"channel": "email", "message": "old email address > hello vince , > nie bardzo wiem czy pisac po polsku czy po angielsku : ) > co u ciebie slychac ? > u mnie troche zmian jak ze juz nie pracuje w scem , a przenioslem sie > do mieco ( a small marubeni backed energy - america trading company ) . > bardzo rozne od scem . najbardzij przypomina mi scem na poczatku z joe , jak > bylo 20 - 30 osob . sa i minusy i plusy . troche structure i research ale > przede wszystkim weather . trrovhe latam miedzy east i west bo sa officy > w obydwu miejscach . california jest ok w zimie : ) . > na bardziej personalnym froncie ; pamietasz dinner na ktory poszlismy > kiedys na conferencji w ny z catherine ( she used to work for williams - > works for morgan stanley now ) , we are dating ( for a while ) . it is a > good story how we met . so we owe you dinner : ) > jak bylem w atlancie to pracowala dla mnie christa grey . bedzie teraz > konczyla grad school in international relations ( with eastern european > slant ) , i zastanawia sie czy sa jakies mozliwosci polaczenia tego co > robila ze \" wschodem \" . co robila to bylo przede wszystkim vb > implementations modeli , ( roznego rodzaju ) , web based data collections , > basic research , teraz jest w gas structuring etc . she speaks russian > and was in ukraine / poland few times on peace corp assingments . she is very > bright and dedicated . myslalem zeby ja zwabic do californii ale ten > eastern european pociag jest u niej silniejszy niz u mnie : ) . i have here > resume , wiec jak bys myslal ze jest jakis fit i will foreward it to you . > troche tak mieszanka pisze , przepraszam > bede chyba w houston w pazdzierniku to moze bysmy sie mogli spotkac . > latwiej pewnie by bylo w ny ( mieszkam po nj stronie ( rent jest inny niz > w atlancie : ) ( 201 ) 222 - 0435 ) , wiec daj mi znac jakbys mial czas i ochote . > thanks > roman >"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7422", "copies": 2, "upstream_ids": ["zefang-7422", "ealvaradob-7113"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00275-2:is_spam", "suite": "spam", "family": "generated_legit_email-f25ec7451ccf5ea01b7b", "state": {"channel": "email", "message": "Message from buyer regarding your vintage desk lamp\n\nEmber Community Marketplace\n\nHi Edward Taylor,\n\nYou have received a new message from Aisha Myers about your listing \"Vintage Brass Desk Lamp\".\n\nMessage:\nHi Edward, I am really interested in buying the brass desk lamp you posted last week. Is the wiring still in good condition? I would like to pick it up this Saturday if it is available. Could you let me know what time works best for you? Thanks!\n\nReply to Buyer\n\nYou can view the full conversation and manage your listings here:\nhttps://www.embersolutions.org/marketplace/messages/8821\n\nHappy trading!\nThe Ember Community Marketplace Team\n\nThis email was sent to freya_silva@silvercapital.de because you have an active listing on our community board.\n\nEmber Solutions Community Group\n12 Maple Street, Bristol, BS1 4HQ\nPrivacy Policy: https://www.embersolutions.org/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00275-2", "copies": 1, "upstream_ids": ["gen-00275-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3483:is_spam", "suite": "spam", "family": "sms_phishing-25eb315b91431749a5e6", "state": {"channel": "sms", "message": "Please call our customer service representative on FREEPHONE 0808 145 5645 between 9am-11pm as you have WON a guaranteed INR 5,00,000 cash prize!"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3483", "copies": 1, "upstream_ids": ["mendeley-3483"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01460.09c189854f1d2107aa2ca1a9f3d3e167:message_type", "suite": "spam", "family": "spamassassin-2ccf0ed075270bba86ad", "state": {"channel": "email", "message": "Debianized Packages for SA 2.3+\n\nI successfully installed spamassassin & razor to run system wide on my\nDebian Woody server.\n\nBriefly I\napt-get installed spamassassin razor and libmilter-dev,\n\ndownloaded spamass-milter-0.1.2.tar.gz from http://www.milter.org,\nungzipped and untarred the file into /etc/mail,\n\nfollowed the directions in /etc/mail/spamass-milter-0.1.2/README to\ncompile the milter, install the rc scripts, and edit and update\nsendmail.mc\n\nchanged /etc/default/spamassassin to set spamassassin to daemon mode.\n\nverified that spamassassin was running by tailing /var/log/mail.log\n\nWoody/stable has SA 2.20\nWoody/unstable has SA 2.41\n\nI'm running the stable source live right now and it is working very\nwell.\n\nIf you want unstable change /etc/apt/sources.list, substituting\n\"unstable\" for \"stable\",\nRun apt-get update\nInstall the unstable versions\nChange /etc/apt/sources.list\nRun apt-get update\n\nQuentin Krengel\nKrengel Technology Inc\n\nTanniel Simonian\nSubject: [SAtalk] Debianized Packages for SA 2.3+\n\nIm currently using woody.\n\nIs there a debianized package for SA on Woody, or at least somewhere I\ncan download from? Its been soo long that I haven't compiled stuff, that\nIm sort of shy to try again. =)\n\n--\nTanniel Simonian\nProgrammer / Analyst III\nUCR Libraries\nhttp://libsys.ucr.edu\n909 787 2832\n\nIn remembrance\n\nIn remembrance"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01460.09c189854f1d2107aa2ca1a9f3d3e167", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01460.09c189854f1d2107aa2ca1a9f3d3e167"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4414:is_spam", "suite": "spam", "family": "sms_phishing-4eec5274660ce59cea9d", "state": {"channel": "sms", "message": "K.k:)apo k.good movie."}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4414", "copies": 2, "upstream_ids": ["mendeley-4414", "uci-331"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12362:is_spam", "suite": "spam", "family": "zefang_phishing_email-483cd0bf6960ffcb4e3f", "state": {"channel": "email", "message": "DEAR SOPHIE,.main { font-family: Verdana, Arial, Helvetica, sans-serif; font-size: 12px; color: #212121}\n.footer { font-family: Verdana, Arial, Helvetica, sans-serif; font-size: 10px; color: #000000}\nA:link {text-decoration: none; color: #ED1C24}\nA:visited {text-decoration: none; color: #ED1C24}\nA:active {text-decoration: none; color: #F7941D}\nA:hover {text-decoration: none; color: #000000}\nA.yellow:link {text-decoration: none; color: #FFFFFF}\nA.yellow:visited {text-decoration: none; color: #FFFFFF}\nA.yellow:active {text-decoration: none; color: #000000}\nA.yellow:hover {text-decoration: none; color: #E6E6E6}\nDear SOPHIE,Interest rates are at their lowest point in 40 years!\nLet us do the shopping for you... AND IT'S FREE!Our nationwide network of lenders have hundreds of different loan programs to fit your current situation:\nRefinanceSecond MortgageDebt ConsolidationHome ImprovementPurchase\nPlease CLICK HERE to fill out a quick form. Your request will be transmitted to our network of mortgage specialists. This service is 100% FREE to home owners and new home buyers without any obligation.\nDid you receive an email advertisement in error? Our goal is to only target individuals who would like to take advantage of our offers. If you'd like to be removed from our mailing list, please click on the link below. You will be removed immediately and automatically from all of our future mailings.\nWe protect all email addresses from other third parties. Thank you.\nPlease remove me."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12362", "copies": 5, "upstream_ids": ["zefang-12362", "zefang-12477", "zefang-2096", "ealvaradob-11711", "ealvaradob-2012"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#2110:is_spam", "suite": "spam", "family": "nazario-554e54baf84404a36553", "state": {"channel": "email", "message": "Your Wells Fargo account information needs to be updated\n\nNew Page 1\n\nDear\nvalued Wells Fargo member:\n\nDue to concerns, for the\nsafety and integrity of the Wells Fargo\n\naccount we have issued this warning message.\n\nIt has come to our attention that your\nWells Fargo account information needs to be\n\nupdated as part of our continuing commitment to protect your account and\nto\n\nreduce the instance of fraud on our website. If you could please take\n5-10 minutes\n\nout of your online experience and update your personal records you will\nnot run into\n\nany future problems with the online service.\n\nOnce you have updated your account\nrecords your wells Fargo account\n\nservice will not be interrupted and will continue as normal.\n\nTo update your Wells Fargo records click\non the following link:\n\nhttp://wellsfargo.com/Updates_info/index.html\n\nThank You.\n\nAbout Wells Fargo\n|\nCareers |\n\nPRIVACY, Security & Legal |\n\nReport Email Fraud |\n\nSitemap\n\nDiversity & Accessibility\n|\n\nImportant Notice on Trading in Fast Markets\n|\n\nOnline Access Agreement (12/05/2021)\n\nBrokerage Products: Not FDIC Insured\n• No Bank Guarantee • May Lose Value.\n\n© 2014 - 2022 Wells Fargo. All rights\nreserved. Member FDIC.\nEqual\nHousing Lender"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#2110", "copies": 1, "upstream_ids": ["phishing3.mbox#2110"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12091:is_spam", "suite": "spam", "family": "zefang_phishing_email-731dcd24b0e1a6d6733f", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . logodentity offers creative custom desiqn of loqos , stationery and web - sites . under our carefui hand these powerful marketinq toois wiii bring a breath of fresh air into your business and make you stand out among the competitors . you are just a click away from your future success . click here to see the samples of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12091", "copies": 2, "upstream_ids": ["zefang-12091", "ealvaradob-11459"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00047-5:message_type", "suite": "spam", "family": "generated_unwanted_email-2e94a55613a3c59f6ccf", "state": {"channel": "email", "message": "Security Alert: Unusual login activity detected on your account\n\nOAKWORKS FINANCIAL GROUP - IMPORTANT SECURITY NOTICE\n\nAccount Holder: Carlos Santos\nEmail on File: sophie_martin@atlassystems.de\nAlert Reference Number: OFG-2008-99412-B\nDate of Issue: 17 September 2008\nAccount Type: Premium Business Checking\nLast Successful Login: 16 September 2008, Frankfurt, Germany\nSuspicious Login Attempt: 17 September 2008, Lagos, Nigeria\n\nDear Carlos Santos,\n\nWe are contacting you regarding critical security activity on your Oakworks Financial Group account. Early this morning, our automated fraud detection systems identified an unauthorized login attempt originating from an international IP address located in Lagos, Nigeria. Because this location does not match your established login history, we have temporarily restricted outgoing transfers on your account to protect your funds.\n\nDuring the suspicious session, the unknown user navigated to your profile settings and attempted to add a new international wire beneficiary. No changes were saved, but the attempt indicates that your current password may have been compromised in a recent data breach.\n\nTo restore full access to your account and lift the temporary restriction, we require you to confirm your identity and reset your security credentials. Please reply to this message by 19 September 2008 with the following information so our security team can verify your identity:\n\n1. Your full legal name as it appears on your government-issued identification.\n2. The last four digits of your primary checking account.\n3. Your registered telephone number.\n4. A brief description of your most recent legitimate transaction.\n\nOnce we receive and verify these details, a member of our fraud prevention team will contact you via telephone to guide you through setting a new password and updating your security questions.\n\nIf you did not attempt to log in from Nigeria and do not authorize this activity, it is essential that you respond before the 19 September 2008 deadline. Failure to verify your identity by this date may result in a prolonged account freeze while we conduct a manual investigation.\n\nWe take the security of your finances very seriously and apologize for any inconvenience this precautionary measure may cause.\n\nSincerely,\nJames Ross\nFraud Prevention Department\nOakworks Financial Group\nsecurity@oakworks.org"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00047-5", "copies": 1, "upstream_ids": ["genu-00047-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1476:message_type", "suite": "spam", "family": "sms_phishing-a45f0bea94d80c75e821", "state": {"channel": "sms", "message": "Just woke up. Yeesh its late. But I didn't fall asleep til &lt;#&gt; am :/"}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1476", "copies": 2, "upstream_ids": ["mendeley-1476", "uci-3058"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00201-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-b3d1b8a5ec5785b5c9c1", "state": {"channel": "email", "message": "Payment required for Marketplace order #HRZ-2010-4490\n\nNotice of Pending Payment\n\nOrder number: HRZ-2010-4490\nRecipient: Emma Price (patricia.nguyen@gmail.com)\nAmount: $274.99\nStatus: Awaiting external payment\n\nDear Emma Price,\n\nThank you for your recent purchase through our marketplace. The seller has requested that you complete the transaction outside the standard platform checkout to avoid processing delays.\n\nPlease finalise your payment securely using the link below:\nhttps://www.horizonsolutions50.com/pay/HRZ-2010-4490\n\nOnce the transfer is confirmed, your item will be dispatched within one business day. If you experience any issues during checkout, reply directly to this notice and our support team will assist you promptly.\n\nWe appreciate your business and thank you for choosing Horizon Solutions.\n\nSincerely,\nZofia Torres\nCustomer Payments Division\nHorizon Solutions"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00201-1", "copies": 1, "upstream_ids": ["genu-00201-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1974:is_spam", "suite": "spam", "family": "sms_phishing-2fdef15079fefb885b47", "state": {"channel": "sms", "message": "Ok enjoy . R u there in home."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1974", "copies": 2, "upstream_ids": ["mendeley-1974", "uci-2535"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5589:message_type", "suite": "spam", "family": "sms_phishing-61edbdd5afdc9ac8d861", "state": {"channel": "sms", "message": "What???? Hello wats talks email address?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5589", "copies": 2, "upstream_ids": ["mendeley-5589", "uci-5454"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9066:is_spam", "suite": "spam", "family": "zefang_phishing_email-901fede99aa91849afe0", "state": {"channel": "email", "message": "defend yourself against criminals would you be able to defend yourself if attacked on the street ? ? ? hello - most people could n't answer that question with any confidence . with todays crime rate and drug abuse problem , it 's a question that everyone needs to ask themselves . crime statistics from the bureau of justice state that : - 25 % of violent crimes occur at or near the victim 's home - 14 % at school and 12 % at commercial establishments ( stores ) - a woman is raped every 2 minutes in america - 1 out of every 4 rapes takes place in a public area or a parking garage . - 23 % reported being involved with a leisure activity at the time they were victimized . - 21 % reported they were at work or traveling to or from work when the crime occurred . as you can see , a violent crime can happen to anyone at any time regardless of where you live or work . these crimes consisted of assault , robbery , carjacking , rape and murder . based on these statistics , it 's almost guaranteed that you will be the victim of a violent crime at some point in your life . will you react ? ? ? ? i ' ve been studying the martial arts for fifteen years and have been an instructor for thirteen of them . i ' ve been fortunate enough to have studied under some of the best instructors in the country . i currently have a black belt in kenpo karate and have studied tae kwan do , kung fu and i am currently studying hapkido and isfa shootfighting . my video , \" a chance to escape \" , will show you how to defend yourself against the seven most common types of attacks on the street . i will show you self defense techniques that anyone from ages eight to eighty can learn and use to defend themselves . these techniques are quick and easy to learn and can be the difference between life or death if you are attacked on the street . my video uses easy to understand terms for younger children . this video is a must for any college student ( male or female ) . the techniques in this video are not only good for self defense but for building confidence when out in public . senior citizens and middle age adults will gain the most benefit from this video . it will also give you helpful hints on how to carry packages and purses so they won't get taken , how to avoid looking like a victim , and how to use common objects as weapons to fend off even the most aggressive attacker . with so many self defense videos on the market , it is about time that there was one made for people who want one simple and effective so they can actually use the techniques within minutes of learning them . the best part is that you won't have to study karate for fifteen years in order to do these techniques . just a few short minutes and you will understand how effective you can be . when it comes right down to it , you are your own best judge as to whether you feel safe or not . my video will help you to feel that you have an edge on anyone who may try to attack you . it 's impossible to know when or where a violent crime will happen and the last thing you want to be is the victim . this video gives you the chance you need to react and avoid becoming a victim . all you really need is \" a chance to escape . \" to order my video \" a chance to escape \" send check or money order in u . s . funds only for $ 19 . 95 + ( $ 4 . 95 s / h ) to : escape enterprises llc p . o . box 1657 meriden , ct . 06451 sorry , no cod 's . please allow 2 - 3 weeks for delivery . do n't be a victim - fight back k"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9066", "copies": 2, "upstream_ids": ["zefang-9066", "ealvaradob-8656"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00123.3921de802520cfe7a5b3e0777aa4affc:message_type", "suite": "spam", "family": "spamassassin-4701a2e37224a5e6a824", "state": {"channel": "email", "message": "gcc, glibc and binutils, which the lfs site says not to optimise,\nalready determines what system you're compiling on, and optimises itself\nto that. That's my understanding of how it works anyway.\n\nJohn\n\nasked on\nit\" but\n\nwhy?\n\nor more specifically, what do you mean? on one hand you can optimise\nhow gcc is compiled. all that will do is make it generate the exact\nsame code just a smidge faster. and since gcc is such a memory pig,\nyou'd do better to buy more ram to up your fs cache hits and to keep\ngcc's heap out of swap.\n\non the other side you can look into patches to gcc that affect it's code\ngeneration. um, ok, but keep in mind that compiler errors suck. i can't\nexpress that enough. compilers should just work. perfectly. always.\ndoing anything that might affect that is, in my opinion, insane. they're\nhard to trace and you'd better have a deep knowledge of what's going on\nto either report bugs to the patch developers or to fix it yourself.\nplus my understanding is that gcc would need major changes to get large\nspeed boosts on x86 chips.\n\nkevin\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00123.3921de802520cfe7a5b3e0777aa4affc", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00123.3921de802520cfe7a5b3e0777aa4affc"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-19:is_spam", "suite": "spam", "family": "zefang_phishing_email-22eac4d94bb4a816cc34", "state": {"channel": "email", "message": "EFFector Vol. 15, No. 35 November 8, 2012 snovak@yahoo.com Publication of the Electronic Frontier Foundation ISSN 1062-9424In the 234th Issue of EFFector: * ALERT UPDATE: Urge Your Representative to Co-Sponsor the DMCRA!\n* ALERT: Bait and Switch: Anticounterfeiting Bill Hurts Your\nRights!\n* Canadian Trademark Law Overreaching\n* Give Twice as Many Gifts this Holiday Season!\n* Deep Links (4): Security Technologies Could Backfire Against\nConsumers\n* AdministriviaFor more information on EFF activities & alerts: http://www.eff.org/To join EFF or make an additional donation:\nhttp://www.eff.org/support/\nEFF is a member-supported nonprofit. Please sign up as a member today!-----------------------------------------------------------------* ALERT UPDATE: Urge Your Representative to Co-Sponsor the DMCRA!As the legislative season ends, it is vitally important to gather\nsupport for legislation that will be center-stage in the next session.\nThis is an opportunity to ask your representative to take a stand for\nyour rights. Ask her/him to co-sponsor the DMCRA today!Representatives Rick Boucher and John Doolittle recently introduced\nthe Digital Media Consumers' Rights Act (DMCRA, H.R. 5544), which\nwould require labelling on usage-impaired \"copy-protected\" compact\ndiscs and would make several several amendments to 2008's infamous\nDigital Millennium Copyright Act (DMCA).Take action here:\nhttp://action.eff.org/action/index.asp?step=2&item\"24Join EFF! For membership information see:\nhttp://www.eff.org/support/-=end=-----------------------------------------------------------* ALERT: Bait and Switch; Anticounterfeiting Bill Hurts Your Rights!Don't be fooled by Senator Biden's \"Anticounterfeiting Amendments of\n2012\" (S. 2395, also known as \"the Biden Bill\"). It started as an\nattempt to stop organized crime from forging holograms and\ncounterfeiting money, but its scope has been greatly expanded to\ninclude digital watermarks on copyrighted material. This is a sneaky\npower-grab that would greatly diminish the rights of the public in\ncopyrighted works while expanding the power of copyright owners. It\ngoes well beyond the scope of current copyright law and could:~ Prevent universities, libraries, and consumers from enjoying the\nexceptions to the Copyright Act adopted by Congress. S. 2935 could\nprohibit the use of interface information essential for software\ninteroperability and competition~ Impose new responsibilities on Internet service providers and could\nalso require consumer electronics and computer manufacturers to\nreconfigure their products.~ Impose more severe criminal and civil penalties than permitted by\nthe Copyright Act for identical behaviorThis \"anticounterfeiting\" bill is a decoy; stand up for your rights\ntoday! Subscribe to the EFF Action Center and send your member of\nCongress an email, letter or fax. You can take action by going to:http://action.eff.org/action/index.asp?step=2&item\"74Join EFF! For membership information see:\nhttp://www.eff.org/support/-=end=-----------------------------------------------------------* Canadian Trademark Law OverreachingEFF has been involved in several cases involving overreaching\ntrademark claims on the Internet. Recently we have learned about a\nCanadian lawsuit over the website www.lawsnet.com, a nonprofit legal\ninformation website focusing on the laws of Canada and China that seem\nespecially egregious.Lawsnet.com is a free legal information website that has been\npublished since 2008. Last year, Lawsnet.com's owner Ling Xia was sued\nby Quicklaw, a subsidiary of global publishing giant LexisNexus Group.\nQuicklaw claims that Lawsnet.com violates its rights in the name\nLAW/NET. However, LAW/NET does not have a public Internet website\nunder that domain name. The name appears on a subsidiary webpage of\nthe Quicklaw.com website that offers public \"teasers\" in the form of\nsummaries of recent Canadian cases, with the full text only available\nthrough the private, proprietary paid Quicklaw service for Canadian\nlawyers. It seems clear that the two names are substantially\ndifferent, are used in different places (one as a teaser for a closed\ncomputer service and the other for information freely available on the\npublic internet) and are not causing any consumer confusion. Even more\nproblematic, Quicklaw does not even have a Canadian trademark in the\nterm LAW/NET -- it applied for one in 2007 but has repeatedly filed\nrequests for extensions of time with the Canadian trademark\nauthorities. In contrast, Ms. Xia is in the final stages of having a\nCanadian trademark issued for \"lawsnet.\"Regardless of its weak case, Quicklaw has managed to drag Ms. Xia\nthrough over a year of litigation and recently succeeded in securing a\ncourt order requiring her to undergo an extensive \"discovery\" process\nthat threatens to drive her under. Although she has had some free\nlegal assistance in the past, this next phase will require\nsignificantly more legal resources than her volunteer attorneys can\nmuster. Quicklaw is represented by a large Toronto firm, Borden Ladner\nand Gervais, LLP.Abuse of trademark law (even here, when no official trademark has even\nbeen granted) is a growing problem on the Internet, and it is\nunfortunately becoming an international problem. EFF urges Quicklaw,\nand its US-based parent company, to stop beating up on this free and\nuseful website. While trademark law is important when misuse of a mark\nis causing consumer confusion, it does not -- and should not -- grant\nownership in words, especially descriptive words like \"laws\" and \"net\"\nwhen describing an online legal information service. Trademark law\nshould also not be a license for large corporations who sell legal\ninformation (or any other nonproprietary information) to stop\nindividuals who want to use the power of the Internet to provide free\nlegal information to the public.For those who wish to help Ms. Xia directly, local Toronto lawyer and\npart-time law professor Gil Lan has agreed to act as trustee for a\nlegal defence"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-19", "copies": 2, "upstream_ids": ["zefang-19", "ealvaradob-19"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 9557, "kept_chars": 5994}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1086:message_type", "suite": "spam", "family": "sms_phishing-d4af7f2b85c2c975ba5c", "state": {"channel": "sms", "message": "SPJanuary Male Sale! Hot Gay chat now cheaper, call 08709222922. National rate from 1.5p/min cheap to 7.8p/min peak! To stop texts call 08712460324 (10p/min)"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1086", "copies": 2, "upstream_ids": ["mendeley-1086", "uci-4127"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02115.ec06cd38c70f03bea7521625fbb3a370:message_type", "suite": "spam", "family": "spamassassin-e434fc8f8f8c16a38125", "state": {"channel": "email", "message": "Bush orders Sharon to obey UN resolutions so US can gather\nsupport for breaking of UN resolutions to punish Saddam for breaking UN\nresolutions\n\n[IMG: http://www.newsisfree.com/Images/fark/smh.com.au.gif ([smh.com.au])]"}, "question": {"type": "choice", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02115.ec06cd38c70f03bea7521625fbb3a370", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02115.ec06cd38c70f03bea7521625fbb3a370"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing1.mbox#293:is_spam", "suite": "spam", "family": "nazario-0bc2f197703ee6f48492", "state": {"channel": "email", "message": "IMPORTANT: CUNA Verification\n\nNCUA\n\nNational Credit Union Administration\n\nDear SHARON holder account,\n\nThis notice informs you that your Credit Union bank has joined our Federal Credit Union(FCU) network. For both, our and your security, we are asking you to activate an online account on our database. After activation you can login on our system with your SSN and your Credit/Debit PIN number.\n\nYou must visit the FCU activation page and fill in the form to activate your online account:\n\nhttp://www.ncua.gov/activate_account.html\n\nIn accordance with NCUA User Agreement, you can use your online account in 24 hours after activation. We thank you for your prompt attention to this matter. Please understand that this is a security measure intended to help protect you and your account.\n\nWe apologize for any inconvenience.\n\nSincerely, NCUA Account Review Department\n\nPlease do not reply to this e-mail. Mail sent to this address cannot be answered"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#293", "copies": 8, "upstream_ids": ["phishing1.mbox#293", "phishing1.mbox#294", "phishing1.mbox#86", "phishing1.mbox#87", "phishing1.mbox#97", "phishing3.mbox#18", "phishing3.mbox#19", "phishing3.mbox#83"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00051.2dbf15ab121393e6ea3e30a8a12fa23b:message_type", "suite": "spam", "family": "spamassassin-f58a3ab20103a13afc64", "state": {"channel": "email", "message": "Alphabet Speakerphone\n\n20020710 Lockergnome Digital Media\n\n07.10.2017 MediaREPORT\n\nA BOOK FOR EVERY GEEK: Want to know more about\nnetworking?\nHave you ever wanted to\nwrite an e-book? Maybe you need to polish\nyour\nWeb design skills? Get full-length books from the Poor Richard's\nseries, including Poor Richard's E-mail Publishing, by Chris Pirillo, at GnomeTomes.com, for 50% off the suggested retail price of the print versions.\nClick here to learn more.\n\nI'm now twice a published author. Earlier in the week, I released my\ntop 50 Mac OS X tips,\nwhich marks the only thing I've ever written that I\nexpect anyone to pay for. If you happen to use OS X, go check them out.\nMy second publication is a PDF only explanation of the process for\nconverting Vinyl LPs to CD, by way of your PC (how's that for alphabet\nsoup). For the time being, you can get it absolutely free, with the\ncaveat that I'd appreciate some feed back on what could be added to make\nit more useful (I'm considering some screen shots for it if I get some\ntime). What are you waiting for --\nget something free already.\n\nWith the expiration of Lockergnome's old cell phone plan, Lori and I\nopted to make a switch to Verizon, at the recommendation of Brian\nStevens. I'm already happy with the suggestion, as our previous provider\nhad horrid customer service, not to mention I now have a much geekier\nphone in the form of the\nKyocera QCP 6035\nPalm powered unit. It's just\nlarger than most Palm devices on the market, but having the device\nintegration is nice. It has all the functionality of a Palm, with some\nInternet browsing capabilities and of course, phone access. A built in\nspeakerphone actually works better than I expected, Now all I need to\ndo is get more applications installed.\n\nOf interest to anyone who signed up for\nemusic after Chris and I talked\nthe service up and down last week: It seems they've added in the ballpark\nof 1,000 Universal titles to their roster of offerings. Not surprising\nconsidering they're part of the same conglomerate, but still good news\nin terms of feature expansion.\n\nJake Ludington\n\nGnomePRODUCER\n\nGIF Movie Gear v3.02 [1129k] W9X/NT/W2K/XP $40\n\nhttp://www.moviegear.com/gmgdet.htm\n\nThe majority of GIF animation on the Web does absolutely nothing for\nme. I'm of the mindset that animation is meant to either tell a story\nor illustrate a concept -- not put something in motion just because\nyou can. That said, for anyone wanting to create animations, this tool\nmakes it nice and easy. A storyboard interface keeps you thinking like\na movie maker as you build your animated creations, which lends itself\nto helping anyone who'd like to get from point A to point B in an\norderly fashion. The software supports PSD, JPG, AVI, BMP, and GIF\nformats, leaving your options open for creating animated segments.\n\nGnomeFEATURE\n\nMadshrimps Extreme CDROM Testing\n\nhttp://www.madshrimps.com/index-e.php?action=webnews-e&l1=0&l2=30\n\nA little on the childish side, but this CD-Rom drive test is still very funny.\nWatch as this group rewrites the rules on drive benchmarking. If geek TV were\nmore like this, even non-geeks would tune in to watch (which probably says\nmore than it should about the lowest common denominator). A WMV capable player\nis required,.\n\nGnomeSKIN\n\nModular Orbb XP for S2 Remotes by Travelian\n\nPosted on 7/11/02 2:17PM --\n\n[Download]\n\n-- [Zoom]\n-- [Visit DeskMod]\n\nGnomeAUDIO\n\nLiquid Tension Experiment\n\nUnearthed by Jeff Orr\n\nhttp://www.yesiknow.com/lte/\n\nFans of fusion guitar heroes, like Joe Satriani and Steve Vai, are going to\ndig this collection of talented players. Formed from the ashes of now\ndefunct Dream Theater, the current line up is inhabited by some of the most talented\n\"school of music\" players currently laboring in the rock genre, this is as\nhighbrow as rock gets. Challenging song structures and interesting time\nchanges will keep your mind stimulated while your ears are tuning in.\"\n\nNow You Can Get Chris Pirillo In Your Mailbox, Too!\nComputer Power User magazine is for people who know\nthat technology rocks. It's for people who enjoy wireless gadgets and\nfast Internet connections. For people\nwho like refreshing commentary from world class computing experts and\nhonest reviews. Does that sound like you?\nGet your 2 FREE TRIAL issues now!\n\nGnomePLUGIN\n\nWallpampered v2.0 [28k] W9X/NT/W2K/XP $5\n\nFor Photoshop\n\nhttp://photoshopplugins.tripod.com/wallpampered.htm\n\nSet your wallpaper directly from Photoshop. No need to save your work,\nno need to leave your work area. If you've just edited the picture you\ndreamed of using as your next wallpaper, this plug-in makes it a snap\nto get that desktop re-imaged in a matter of clicks. Choose between\ntiling, centering, or stretching the image to fit the space, with an\noption for modifying the background color as well. The product is\nshareware, but you are on your honor to register, as there is no\nexpiration or nagging from the software.\n\nGnomeDVD\n\nClick for Details\n\nTapeheads (R) 2003\n\nComedy - 93min\n\nReviewer's Tilt (2)\n\nTwo out of work rent-a-cops make an attempt to break into the music\nvideo industry in this quirky comedy. John Cusack and Tim Robbins\nmake this comedy work, starring as the two security guards as they\nsend up all sorts of Hollywood stereotypes. You can't help but laugh\nat the ridiculous predicaments these two survive, as they are\ngreeted with cameos by a who's who of music and movie industry names.\nI'm sure neither Robbins nor Cusack would openly list this movie on a\nresume, but it is indeed a brilliant performance by both of them,\nespecially as a demonstration of their ability to play off of each\nother. Although this is a late 80's release (one of the few 80's\nunderground classics I hadn't previously seen), it remains relevant\nto those out there who are looking to put it to the man. If you've\never hated the recording industry and its in-crowd attitude, you'll\nlove this film. A closing reference to Rene's Courtyard Cafe in Santa\nMonica, which is a regular stop for me every"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00051.2dbf15ab121393e6ea3e30a8a12fa23b", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00051.2dbf15ab121393e6ea3e30a8a12fa23b"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 9241, "kept_chars": 5997}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00068-0:message_type", "suite": "spam", "family": "generated_legit_email-b3eee27a61ee7948ead3", "state": {"channel": "email", "message": "Your Silver Media verification code\n\nSILVER MEDIA COMMUNITY ARTS\n\nHi Lisa,\n\nYou recently requested a two-step verification code to sign in to your Silver Media Community Arts member account. We take the security of our members very seriously, so we require this extra step whenever you log in from a new device or browser.\n\nYour verification code is:\n\n482 917\n\nThis code will expire in 10 minutes. Please do not share it with anyone, including our staff. If you did not request this code, someone may be trying to access your account. You can review your recent login activity and secure your profile at https://www.silvermedia.org/account-security.\n\nWhy we use two-step verification\nTwo-step verification adds an important layer of protection to your account. Even if someone guesses your password, they cannot access your membership details, donation history, or workshop bookings without this unique code sent directly to amanda96@tridentmedia.net.\n\nEnter your code\n\nVerify My Account\n\nIf the button above does not work, copy and paste the link into your browser.\n\nNeed help?\nIf you are having trouble logging in or did not request this email, please contact our support team right away by calling 555-014-3829 or replying to this message. We are here to help Monday through Friday, 9 AM to 5 PM Eastern Time.\n\nThank you for being part of our community.\n\nWarm regards,\nJacob Adams\nMembership Coordinator\nSilver Media Community Arts\n\nSilver Media Community Arts\n412 West Elm Street, Suite 200\nPortland, OR 97204\nPhone: 555-014-3829\nEmail: support@silvermedia.org\n\nPrivacy Policy: https://www.silvermedia.org/privacy\n(c) 2024 Silver Media Community Arts. All rights reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00068-0", "copies": 1, "upstream_ids": ["gen-00068-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01241.6256684c417b030200ac2792ec46aae4:message_type", "suite": "spam", "family": "spamassassin-60751e16188b20abbaef", "state": {"channel": "email", "message": "K3B\n\nchecking build system type... i686-pc-linux-gnu\nchecking host system type... i686-pc-linux-gnu\nchecking target system type... Invalid configuration\n`athalon-redhat-linux': machine `athalon-redhat' not recognized\nconfigure: error: /bin/sh admin/config.sub athalon-redhat-linux failed\nerror: Bad exit status from /home/dale/rpmbuild/tmp/rpm-tmp.26673\n(%prep)\n\nRPM build errors:\nuser jkeating does not exist - using root\ngroup jkeating does not exist - using root\nuser jkeating does not exist - using root\ngroup jkeating does not exist - using root\nBad exit status from /home/dale/rpmbuild/tmp/rpm-tmp.26673 (%prep)\n[dale@gandalf dale]$"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01241.6256684c417b030200ac2792ec46aae4", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01241.6256684c417b030200ac2792ec46aae4"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00458-4:is_spam", "suite": "spam", "family": "generated_legit_email-7f5e06f99f4d2cfd9a05", "state": {"channel": "email", "message": "Monthly Account Statement – Payment Reminder\n\nAccount Holder: Chloe Hassan\nStatement Period: 1 February 2016 – 28 February 2016\nAccount Number: PF-449201\nTotal Amount Due: $84.35\nDue Date: 19 March 2016\n\nDear Chloe,\n\nThis is a friendly reminder that your monthly utility statement from Prairie Foods Municipal Services is now available. The total balance of $84.35 must be paid by 19 March 2016 to avoid a late fee of $15.00.\n\nYou can view your itemized charges and schedule a payment through our customer portal at https://www.prairiefoods.net/billing/chloe-hassan-449201.\n\nIf you have already made this payment, please disregard this notice. For billing disputes or questions regarding your meter reading, contact our support team by replying to this message.\n\nThank you for your prompt attention to this matter.\n\nRegards,\nHelen Richardson\nBilling Department\nPrairie Foods Municipal Services"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00458-4", "copies": 1, "upstream_ids": ["gen-00458-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00071.c101f559f8fb74cad5caf665a3713c34:message_type", "suite": "spam", "family": "spamassassin-0643f664fe63e088811c", "state": {"channel": "email", "message": "What's facing FBI's new CIO? (Tech Update)\n\nTech Update Today\n\nVITAL SIGNS FOR JULY 15, 2014\n\nDan Farber\n\nUnplugged: FBI CIO Darwin John\n\nIn the twilight of his career, an IT veteran takes on the formidable task of transforming the FBI's antiquated technology infrastructure. He's being sworn in today.\n\nRead my interview with Darwin John\n\nLatest from ZDNet News\n\nYopy brings Linux to wider audience\n\nActivists to ISPs: Don't be a stoolpigeon\n\nNew Athlon to launch in stormy seas\n\nWireless companies ripe for consolidation\n\nW3C boosts Web services language\n\nCisco hooks up airport 'hot spots'\n\nPalm, Handspring win patent spat\n\nMore Enterprise News\n\nDavid's Picks\n\nDan\nFarber\n\nIT sees new profits in Old Glory\n\nCan CRM be tweaked to track terrorists? As the fight against terrorism heats up, the government turns to the tech industry to come up with tools to secure the country against attack. It's an opportunity for patriotism--and for profits. (Nearly $38 billion is slated for homeland security.) Software companies are sending tens of thousands of proposals to government agencies, some of which are so new they don't have the budget to hire people to evaluate them all.\n\nRead more the ZDNet News Focus\n\nAre Spam blocklists going too far?\n\nMany businesses are turning to spam-filtering tools to regain\ncontrol of their e-mail boxes. But legitimate e-mails are being\ndeleted, too, now that sometimes-indiscriminate blacklists have\nbecome a key weapon in the war against unsolicited bulk e-mail.\nCompanies\nsubscribe to the lists, bouncing any traffic directed to their\nservers that originates from those addresses. Is overkill the\nanswer to stopping spam? What is your company doing to stop\njunk e-mail?\n\nRead the full story\n\nAttacks are on the rise\n\nNo, you're not paranoid. Wayne Rash warns that the number of\nattacks on Internet-connected networks is increasing, with no\nsign of letting up. Here's what you can do to protect your\nbusiness against malicious attacks.\n\nRead the full story\n\nGartner unfolds Sun's server roadmap\n\nSun's midframe and high-end servers will see only evolutionary\nchange through 2018--faster processors, support for PCI-X I/O,\nand InfiniBand, according to Gartner. More significant\ndevelopments will come through software, with moves toward\nproviding public utility-style availability and capacity. But Gartner\nadds note of caution concerning Sun's credibility.\n\nRead the full story\n\n'My favorite PDA is the Nokia 9290'\n\nTired of carrying around both PDA and phone, reader John Maravilla says he spent a year \"looking for a decent integrated PDA/phone\" before finding the Nokia 9290. Then he read my \"What to look for in your next PDA/phone\" and wrote to reassure me that I'm not crazy for liking a PDA resembling a cell phone from the Reagan era.\n\nRead his full letter\n\n\"What to look for in your next PDA/phone\"\n\nA hulk of a system\n\nHow much does a cutting-edge PC cost these days? Plenty--but Sys Performance 2533 delivers a lot in return. It's packed to the rafters with high-end components, and boasts the highest office-productivity score ZDNet reviewers have seen.\n\nRead the full review\n\nWrite me at brichardson@maplelabs.net\n\nBack to top\n\nAlso on Tech Update Today\n\nCOMMENTARY\n\nNext MS Office? Here's what to add--and delete\n\nThe next version of Microsoft Office is due in the next year or so. If you were product manager for the industry-standard office suite, what would you add? What would you get rid of? What would you fix? Here's David Coursey's wish-list.\n\nQ&A\n\nWe can handle CEO cheats\n\nPhil Bond, the U.S. undersecretary of commerce for technology, explains why the financial industry can ride out the current\nstorm without major government intervention.\n\nPREVIOUSLY ON TECH UPDATE TODAY\n\nOracle issues a new challenge to Microsoft\n\nOracle's new Collaboration Suite includes e-mail, calendar and messaging software and is less expensive than Microsoft's offerings, says Oracle CEO Larry Ellison.\n\nCrucial Clicks--products worth looking at\n\nNetworking\n\nFind the right home network\nChoosing the right technology to match your networking needs is vital. Here's help in making the choice.\n\nRead reviews\n\nMost Popular Products\n\nNetworking\n\n1. Linksys EtherFast wireless AP\n\n2. Linksys EtherFast router\n\n3. Siemens SpeedStream router\n\n4. Wireless 802.11B Router\n\n5. NetGear HE102 802.11a wireless AP\n\nMore popular networking products\n\nElsewhere on ZDNet\n\nNeed a memory upgrade? Find out with CNET's Memory Configurator.\n\nClearance Center: Get discounts on PCs, PDAs, MP3 players and more!\n\nFind out the top 10 Web services security requirements at Tech Update.\n\nBuilder.com shows you how to bring Java to the masses with Cold Fusion MX.\n\nCheck out thousands of IT job listings in ZDNet's Career Center.\n\nSign up for more free newsletters from ZDNet\n\nThe e-mail address for your subscription is srodriguez@yahoo.com\n\nManage\nMy Subscriptions | FAQ |\nAdvertise\n\nHome |eBusiness | Security | Networking | Applications | Platforms | Hardware | Contact us\n\nCopyright 2014 CNET Networks, Inc. All rights reserved. ZDNet is a registered service mark of CNET Networks, Inc."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00071.c101f559f8fb74cad5caf665a3713c34", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00071.c101f559f8fb74cad5caf665a3713c34"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3516:is_spam", "suite": "spam", "family": "sms_phishing-30eadfec6fc7cf6d1d62", "state": {"channel": "sms", "message": "Miss call miss call khelate kintu opponenter miss call dhorte lage. Thats d rule. One with great phone receiving quality wins."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3516", "copies": 2, "upstream_ids": ["mendeley-3516", "uci-4488"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11421:is_spam", "suite": "spam", "family": "zefang_phishing_email-5503753af7debdb2d077", "state": {"channel": "email", "message": "creditfixThank You,Your email address was obtained from a purchased\nClick here and enter your\nname into the remove box. If you have previously\nAbuse Control Center,\nor call 1-888-763-2497, or write us at: NoSpam, 6484 Coral Way,\nMiami, FL, 33155\".\n© 2009 Web Credit Inc. All Rights Reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11421", "copies": 8, "upstream_ids": ["zefang-11421", "zefang-11998", "zefang-1390", "zefang-1537", "zefang-2301", "zefang-2684", "zefang-7109", "ealvaradob-1340"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00990.e0282a91be0479aeadc4ee580bf21ded:is_spam", "suite": "spam", "family": "spamassassin-ac57e7b1ea569ef8e2b5", "state": {"channel": "email", "message": "Keep it under wraps, but this one works a treat! 7595\n\ncreditfix\n\nThank You,\n\nYour email address was obtained from a purchased\nClick here and enter your\nname into the remove box. If you have previously\nAbuse Control Center,\nor call 1-888-763-2497, or write us at: NoSpam, 6484 Coral Way,\nMiami, FL, 33155\".\n\n© 2014 Web Credit Inc. All Rights Reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00990.e0282a91be0479aeadc4ee580bf21ded", "copies": 2, "upstream_ids": ["20050311_spam_2/spam_2/00990.e0282a91be0479aeadc4ee580bf21ded", "20050311_spam_2/spam_2/01323.043a9a503f711ebb76897fa1c352d7cd"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5481:message_type", "suite": "spam", "family": "sms_phishing-f76672163e9ff6e16755", "state": {"channel": "sms", "message": "Oh that was a forwarded message. I thought you send that to me"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5481", "copies": 2, "upstream_ids": ["mendeley-5481", "uci-633"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing0.mbox#223:message_type", "suite": "spam", "family": "nazario-8284e2cecea913eb6c2b", "state": {"channel": "email", "message": "PayPal Flagged Account\n\nDear PayPal Member,\n\nYour account has been randomly flagged in our system as a part of our routine security measures.\nThis is a must to ensure that only you have access and use of your PayPal account and to ensure a safe PayPal experience. We require all flagged accounts to verify their information on file with us. To verify your Information at this time, please visit our secure server webform by clicking the hyperlink below:\n\nThank you for using PayPal!\n\nThe PayPal Team\n\nPlease do not reply to this e-mail. Mail sent\nto this address cannot be answered. For assistance, log\nin to your PayPal account and choose the \"Help\" link in the\nfooter of any page.\n\nTo receive email notifications in plain text instead of HTML,\nupdate your preferences here.\n\nPayPal Email ID PP478\n\nProtect Your Account Info\n\nMake sure you never provide your\npassword to fraudulent websites.\n\nTo safely and securely access the PayPal website or your account,\nopen up a new web browser (e.g. Internet Explorer or Netscape) and\ntype in the PayPal URL (http://www.paypal.com/).\n\nPayPal will never ask you to enter your password in an email.\n\nFor more information on protecting yourself from fraud, please\nreview our Security Tips at http://www.paypal.com/securitytips"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#223", "copies": 5, "upstream_ids": ["phishing0.mbox#223", "phishing0.mbox#227", "phishing0.mbox#286", "phishing0.mbox#287", "phishing0.mbox#288"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00198-0:is_spam", "suite": "spam", "family": "generated_legit_email-2ee818849f119b777527", "state": {"channel": "email", "message": "Order Dispatch - Meridian Health Supplies\n\nHi Larry,\n\nThank you for your patience. I wanted to follow up quickly to let you know that your order has officially been dispatched from our warehouse this morning, Monday 20 August 2009.\n\nYour tracking number is MH-993827461-UK. Please use this reference when contacting the courier directly by phone if you need to arrange a specific delivery window or redirect the parcel to a neighbour. The estimated delivery date is Thursday 23 August 2009.\n\nThe shipment includes the blood pressure monitors and the replacement pulse oximeters you requested last week. Everything has been carefully packed and inspected before leaving our facility.\n\nIf you have any questions once the items arrive, just reply to this email or call our support line on 0800 555 0199.\n\nBest regards,\nCarolyn Thomas\nDispatch Coordinator\nMeridian Health"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00198-0", "copies": 1, "upstream_ids": ["gen-00198-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:generated_legit_email:hash-test:gen-00162-1:message_type", "suite": "spam", "family": "generated_legit_email-d87831e4c3175b346966", "state": {"channel": "email", "message": "Maplewood Neighbourhood Block Party - August 12\n\nDear Yuki,\n\nI hope you are having a wonderful start to the summer! I am writing on behalf of the Maplewood Community Association to invite you and your family to our annual neighbourhood block party. It will be held on Saturday, 12 August 2014, from 11:00 AM to 4:00 PM at Centennial Park, right behind the elementary school.\n\nWe have a lot planned this year. There will be a barbecue catered by Prairie Partners, live music from the high school jazz band, face painting for the kids, and a raffle with prizes donated by local businesses. Last year we had over two hundred residents attend, and we are hoping for an even bigger turnout this time around.\n\nTo make sure we order enough food and set up the right number of tables, we need everyone who plans to attend to register in advance. The deadline to RSVP is Friday, 2 August 2014. If you miss the deadline, you are still welcome to come, but we cannot guarantee there will be enough meals for unregistered guests.\n\nYou can sign up your household by visiting our registration page here: https://www.prairiepartners.com/maplewood-rsvp-2014. Just fill out the short form with your name, address, and the number of adults and children attending. If you would like to volunteer to help set up or run one of the game booths, there is a checkbox on the form for that too.\n\nAlso, please remember that the park parking lot will be closed for the event, so we encourage everyone to walk or ride bikes if you live nearby. We will have a designated bike parking area near the main pavilion.\n\nIf you have any questions, feel free to reply to this email or call the community centre desk. We really hope to see you there, Yuki. It is always a great chance to catch up with neighbours.\n\nWarmly,\nCarolyn Wright\nEvents Coordinator\nMaplewood Community Association"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00162-1", "copies": 1, "upstream_ids": ["gen-00162-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1141:message_type", "suite": "spam", "family": "nazario-8122652ae38c2d83bdf5", "state": {"channel": "email", "message": "Login and update your Amazon.com account by checking the link below immediately\n\nDear Customer,\n\n-\nDue to recent account takeovers and unauthorized\nlistings, Amazon is\nrequesting a new account verification procedure.\ntime, randomly selected accounts (seller and/or\nbuyer)are placed\nunder an advanced updating process based on\nmerchant accounts/bank\nrelationsand on-file credit cards. Amazon may also\nrequest in an\nemail message scanned/faxed copies of one or more\nphoto ID's. Your\naccount confirmation may go wrong if your credit\ncard/bank account\nhas expired, or if you have changed/replaced your\ncredit card without letting us know about the change.\n\nYour\naccount is not suspended, but if in 36\nhours after you receive\nthis message your account is not confirmed\nwe reserve the right\nto terminate your Amazon\nsubscription.\n\nIf\nyou received this notice and you are not\nan authorized Amazon\naccount holder, please be aware that it is\nin violation of Amazon\npolicy to represent oneself as an Amazon\nuser. Such action may also\nbe in violation of local, national, and/or\ninternational law.\n\nAmazon\nis committed to assist law enforcement\nwith any inquires related\nto attempts to misappropriate personal\ninformation with the\nintent to commit fraud or theft.\n\nInformation\nwill be provided at the request of law\nenforcement agencies to\nensure that perpetrators are prosecuted to\nthe full extent of the\nlaw.\n\nTo confirm your identity with\nus click the link bellow:\n\nhttp://www.amazon.com/exec/obidos/sign-in.html\n\nWe\napologize in advance for any inconvenience this\nmay cause you and\nwe would like to thank you for your cooperation as\nwe review this\nmatter.\n\nRespectfully,\nAmazon.com,\nInc.\n\nCopyright\n2009 Amazon.com, Inc. All rights reserved.\n\nAmazon\nsent this e-mail to you because your Notification Preferences\nindicate\nthat you want to receive information about Special Events &\nPromotions.\nAmazon will request personal data (password, credit card/bank\nnumbers)\nonly on our home site, wich is securely incrypted with\nSLL."}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1141", "copies": 1, "upstream_ids": ["phishing3.mbox#1141"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00309-0:message_type", "suite": "spam", "family": "generated_legit_email-dbc91536d64265006bbe", "state": {"channel": "email", "message": "Action Required: Q1 Compliance Review Document\n\nDear Kevin Long,\n\nI hope this email finds you well. I am writing to request your assistance with an urgent document review that we need completed before the end of the month. As part of our quarterly compliance audit here at Cedar Labs, every department lead is required to submit a signed verification form confirming that all client data handling procedures meet our updated internal standards.\n\nPlease find the details of this request below:\n\nRequest Reference: CL-2009-0342\nDepartment: Digital Media Operations\nRequested By: Jennifer Brooks, Compliance Manager\nDate Issued: 28 March 2009\nDeadline for Submission: 6 April 2009\nDocument Type: Q1 Data Handling Verification Form\nReview Fee Reimbursement: $45.00 (processed via next payroll)\n\nThe physical copy of the verification form was placed in your inbox tray earlier today. Please read through the document carefully, sign where indicated on page two, and return the completed form directly to my desk by the deadline listed above. If you notice any discrepancies in the client logs referenced in section three, please make a note of them on the attached yellow correction sheet so we can investigate further.\n\nWe cannot finalize the departmental audit without your signature, so I would greatly appreciate it if you could prioritize this task. If you have any questions about the form or need additional time, please call my extension at 412-555-0198 so we can discuss it before Friday.\n\nThank you for your prompt attention to this matter.\n\nBest regards,\nJennifer Brooks\nCompliance Manager\nCedar Labs\ncpatel@tridentsystems.de"}, "question": {"type": "choice", "instructions": "Say what kind of message this is: legitimate, spam (unwanted bulk or advertising), or phishing (a scam aiming to get personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-19", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00309-0", "copies": 1, "upstream_ids": ["gen-00309-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:generated_legit_email:hash-test:gen-00495-5:message_type", "suite": "spam", "family": "generated_legit_email-688a0458ffd7ecb14b25", "state": {"channel": "email", "message": "Important Notice: Scheduled Water Maintenance and Building Access\n\nSummit Solutions Property Management\nBuilding Maintenance Notice\n\nDear Gary Davis,\n\nWe are writing to inform you of scheduled maintenance work affecting your building at 14 Riverside Apartments. Summit Solutions has arranged for essential plumbing repairs and water main upgrades to be carried out next week.\n\nMaintenance Schedule\nTime: 8:00 AM to 4:00 PM\nAffected Areas: All units on floors 1 through 4\n\nDuring this time, the main water supply to the building will be temporarily shut off. We strongly advise all residents to store sufficient drinking water the night before and to avoid running any appliances that require a continuous water connection, such as washing machines or dishwashers, during the specified hours.\n\nAdditionally, the ground floor lobby will be partially restricted while contractors move their equipment in and out. Please use the rear entrance near the parking garage for access throughout the day. Our security team will be on site to assist you.\n\nView full maintenance schedule\nhttps://www.summitsolutions.net/maintenance/july2011\n\nWe understand that disruptions like this are inconvenient, but these repairs are critical to preventing larger pipe failures later in the year. The contractors expect to finish by 4:00 PM, and normal water service will resume shortly after they complete their safety checks.\n\nIf you have any concerns, require special assistance due to mobility issues, or need to report an emergency during the maintenance window, please contact our building management office directly. Liam Wilson will be overseeing the project on-site and can be reached at +1 555 014 8832 between 7:00 AM and 5:00 PM.\n\nThank you for your patience and cooperation.\n\nSincerely,\nLiam Wilson\nProperty Manager\nSummit Solutions\n\n---\nSummit Solutions Inc.\n800 West Avenue, Suite 200, Austin, TX 78701\nPhone: +1 555 014 8832\nPrivacy Policy: https://www.summitsolutions.net/privacy\n© 2011 Summit Solutions. All rights reserved."}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00495-5", "copies": 1, "upstream_ids": ["gen-00495-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "landlord or building management notice"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3269:is_spam", "suite": "spam", "family": "zefang_phishing_email-8f5318f74187dff17b99", "state": {"channel": "email", "message": "Thanks Matthias...After installing those packages Xine now installs\nfine. Guess I shoulda figured that one out...Thanks...\nQuaffAPint_______________________________________________"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3269", "copies": 2, "upstream_ids": ["zefang-3269", "ealvaradob-3138"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#275:is_spam", "suite": "spam", "family": "nazario-98f1a51d7cc43a16f9ab", "state": {"channel": "email", "message": "Account Termination Notice\n\nDear All,\n\nOur records indicates you made a request for closure of your Email.\nWe are processing your Request,\nIf you did not request for this process, kindly cancel it manually.\n\nFollow Here to Cancel It @> > http://bit.ly/28JOrZV\n\nEmail Admin Services\n2020 mail Inc. All Rights Reserved\n\nhttp://scripts.dreamhost.com/add_list.cgi?g=021d1ef60fd704247b6c15e0c791ac51\n\nIf you do not want to subscribe, do nothing and ignore this request!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#275", "copies": 1, "upstream_ids": ["phishing-2016#275"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5489:message_type", "suite": "spam", "family": "sms_phishing-08693c3ac8939250d806", "state": {"channel": "sms", "message": "Nothing. Can..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5489", "copies": 2, "upstream_ids": ["mendeley-5489", "uci-2741"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_spam:hash-test:uci-3142:is_spam", "suite": "spam", "family": "sms_spam-bf70380ae4a9e5fdfd62", "state": {"channel": "sms", "message": "Customer place i will call you"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-3142", "copies": 2, "upstream_ids": ["uci-3142", "uci-387"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:ham"], "datasets": ["sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11387:is_spam", "suite": "spam", "family": "zefang_phishing_email-af9d9701abf69bac46f9", "state": {"channel": "email", "message": "uk drift apologies if you felt that i had to have objectives - i was trying to understand the context of the request so i could ensure that the staff doing the analysis could better understand and possibly provide a ' fuller ' return to you i was simply seeking enhanced communication ! mike from : sheila glover 06 / 11 / 2016 15 : 26 to : mike jordan / lon / ect @ ect cc : sally beck / hou / ect @ ect , gary hickerson / hou / ect @ ect subject : uk drift mike , please provide a the drift analysis for 2017 and the expected new deals ' impact on the pv of the gross book balance over 2017 . this is a reasonable request for a the rate & currency group and i do not think i should have to provide you objectives supporting this request . sheila - - - - - - - - - - - - - - - - - - - - - - forwarded by sheila glover / hou / ect on 11 / 06 / 2016 09 : 23 am - - - - - - - - - - - - - - - - - - - - - - - - - - - from : sheila glover 11 / 01 / 2016 07 : 02 pm to : mike jordan / lon / ect @ ect , beth apollo / lon / ect @ ect cc : gary hickerson / hou / ect @ ect , shane dallmann / lon / ect @ ect subject : uk drift mike and beth , i would appreciate a copy of the drift number submitted for budget 2017 and a copy of the analysis for enron europe . i would also like a copy of the expected new deals for 2017 reflecting the average increase / or decrease in the pv of the gross book balance . i need this infomation in dollar terms not percentages . i need to have the new deals separately for gbp , nok , and eur . we are reviewing drift and our anticipated interest rate position vs . expected 2017 economic climate . thanks . sheila"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11387", "copies": 2, "upstream_ids": ["zefang-11387", "ealvaradob-10813"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00572-1:message_type", "suite": "spam", "family": "generated_legit_email-3f060f5029348ec2a06d", "state": {"channel": "email", "message": "Cedar Partners Monthly Market Update - October 2015\n\nDear David Baker,\n\nThank you for subscribing to the Cedar Partners Monthly Market Update. Here is what our analysts are watching this month as we head into the final quarter of 2015.\n\nMarket Overview:\nGlobal markets experienced significant volatility in August and September, but early October has shown signs of stabilization. Our team recommends keeping a close eye on the following developments:\n\n1. Interest Rate Decisions: The Federal Reserve held rates steady last month, but expectations for a December hike remain high. Bond portfolios should be reviewed for duration risk.\n2. Emerging Markets: Currency fluctuations in Brazil and China continue to impact international fund performance. We suggest maintaining a diversified approach rather than pulling out entirely.\n3. Corporate Earnings Season: Q3 earnings reports begin rolling out next week. Technology and healthcare sectors are expected to lead growth, while energy stocks may face further pressure due to low oil prices.\n\nAction Steps for Your Portfolio:\n- Review your current asset allocation to ensure it matches your risk tolerance heading into year-end.\n- Consider tax-loss harvesting opportunities before December 31 to offset capital gains.\n- Rebalance any accounts that have drifted more than 5% from your target allocations.\n- Schedule a call with your dedicated advisor if your financial goals have changed recently.\n\nUpcoming Webinars:\nCedar Partners is hosting a free client webinar on Thursday, October 22 at 2:00 PM EST titled \"Navigating Year-End Tax Strategies.\" Please contact your branch office to reserve your spot by phone, as seating is limited.\n\nWe are committed to helping you make informed decisions during uncertain times. If you have any questions about this update or your specific accounts, please reach out to our support line at 1-800-555-0142.\n\nSincerely,\nBrenda Bell\nSenior Wealth Advisor\nCedar Partners\nContact us: sophie.fischer@mail.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00572-1", "copies": 1, "upstream_ids": ["gen-00572-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4467:message_type", "suite": "spam", "family": "sms_phishing-8b0a17ab7bbdf3a9238e", "state": {"channel": "sms", "message": "Hello darlin ive finished college now so txt me when u finish if u can love Kate xxx"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4467", "copies": 2, "upstream_ids": ["mendeley-4467", "uci-202"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01809.2edc06abde52f0d98a38f0d82f1df79f:is_spam", "suite": "spam", "family": "spamassassin-6396bf7b07d4c56f8d31", "state": {"channel": "email", "message": "Headlines for 2011-10-02\n\nuse Perl Daily Headline Mailer\n\nAnnouncing SouthFlorida.pm\nposted by ziggy on Tuesday October 01, @10:50 (groups)\nhttp://use.perl.org/article.pl?sid\u0002/10/01/1450259\n\nCopyright 2006-2011 pudge. All rights reserved.\n\nYou have received this message because you subscribed to it\non use Perl. To stop receiving this and other\nmessages from use Perl, or to add more messages\nor change your preferences, please go to your user page.\n\nhttp://use.perl.org/my/messages/\n\nYou can log in and change your preferences from there."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01809.2edc06abde52f0d98a38f0d82f1df79f", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01809.2edc06abde52f0d98a38f0d82f1df79f"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3190:is_spam", "suite": "spam", "family": "sms_phishing-dff5cc382c55f2a6cd69", "state": {"channel": "sms", "message": "Shop till u Drop, IS IT YOU, either 10K, 5K, £500 Cash or £100 Travel voucher, Call now, 09064011000. NTT PO Box CR01327BT fixedline Cost 150ppm mobile vary"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3190", "copies": 3, "upstream_ids": ["mendeley-3190", "uci-2170", "uci-876"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12464:is_spam", "suite": "spam", "family": "zefang_phishing_email-b21033a7151e3396fe3a", "state": {"channel": "email", "message": "2 nd message - re : dec 2 super saturday interviewer confirmation please see the attached for interviewer information . shelly jones 11 / 28 / 2022 05 : 54 pm to : scott earnest / hou / ect @ ect , tim mckone / corp / enron @ enron , richard dimichele / enron communications @ enron communications , brandon neff / hou / ees @ ees , john j lavorato / corp / enron @ enron , guido caranti / enron _ development @ enron _ development , robert bailey / hou / ees @ ees , dixie yeck / enron communications @ enron communications , cheryl lipshutz / hou / ect @ ect , john godbold / hou / ect @ ect , chuck randall / hou / ees @ ees , michelle juden / hou / ees @ ees , mark reese / hou / ees @ ees , jim fallon / enron communications @ enron communications , sarah wesner / corp / enron @ enron , sylvia barnes / hou / ees @ ees , kirk neuner / enron communications @ enron communications , mari capestany / hou / ees @ ees , wayne perry / enron _ development @ enron _ development , john neslage / enron _ development @ enron _ development , fred lagrasta / hou / ect @ ect , bani arora / hou / ees @ ees , jonathan risch / hou / ees @ ees , heather kroll / hou / ect @ ect , brad romine / na / enron @ enron , julia kazibwe / hou / ees @ ees , thomas rich / fgt / enron @ enron , mark smith / corp / enron @ enron , vince j kaminski / hou / ect @ ect , kathy m lynn / corp / enron @ enron , stephen stenhouse / enron communications @ enron communications , jere c overdyke / hou / ect @ ect , jim meyn / na / enron @ enron , donald reid / enron @ gateway , ken gustafson / hou / ees @ ees , daniel reck / hou / ect @ ect cc : sue foust / hou / ect @ ect , rebecca serwin / corp / enron @ enron , crissy collett / enron communications @ enron communications , sonia guerra / enron _ development @ enron _ development , mary lou browder / enron _ development @ enron _ development , mary lou browder / enron _ development @ enron _ development , adriana cortes / hou / ect @ ect , leticia botello / hou / ees @ ees , paula pierre / enron communications @ enron communications , theresa davis / hou / ect @ ect , kelly lacalli / hou / ees @ ees , lily guerra / hou / ees @ ees , lucy marshall / enron communications @ enron communications , amy rios / hou / ect @ ect , karen street / hou / ees @ ees , cindy long / corp / enron @ enron , becky young / na / enron @ enron , marcia a linton / na / enron @ enron , claudette harvey / hou / ect @ ect , brenda flores - cuellar / na / enron @ enron , valerie villareal / hou / ees @ ees , becky young / na / enron @ enron , amy flores / corp / enron @ enron , sally slaughter / enron communications @ enron communications , donna baker / hou / ect @ ect , chaun roberts / na / enron @ enron , terri bachand / enron communications @ enron communications , angie collins / hou / ect @ ect subject : dec 2 super saturday interviewer confirmation please see the attached . this is a confirmation for saturday interviews only . if you volunteered for friday night dinner as well , notification will be sent via email by end of work day wednesday regarding your friday night dinner participation . please feel free to contact me with any questions . thank you shelly jones ext . 3 - 0943"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12464", "copies": 2, "upstream_ids": ["zefang-12464", "ealvaradob-11806"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00574-4:is_spam", "suite": "spam", "family": "generated_legit_email-f995ea43d0756838f993", "state": {"channel": "email", "message": "Maplewood Neighbourhood Association: Autumn Festival Planning & Updates\n\nDear Amara Patel,\n\nI hope you are enjoying the rest of your summer! As we look ahead to the cooler months, the Cedar Design Neighborhood Association has several important updates and events to share with our Maplewood community. We rely on residents like you to keep our neighbourhood vibrant and connected.\n\nPlease review the following announcements and deadlines:\n\n• Annual Autumn Street Festival: Our biggest event of the year is scheduled for Saturday 19 September 2010. We will have live music, local food vendors, and activities for children. If you would like to volunteer at the information booth or help with setup, please contact us by 5 September 2010.\n\n• Community Garden Winter Preparation: We are organizing a cleanup day on Sunday 27 September 2010 at 10:00 AM. Volunteers are needed to clear out the summer plots and lay down mulch for the winter. Gloves and tools will be provided, but feel free to bring your own.\n\n• Neighbourhood Watch Meeting: The next quarterly meeting will take place on Thursday 8 October 2010 at 7:00 PM in the Cedar Design community hall. We will be discussing recent street lighting improvements and welcoming our new liaison officer.\n\n• Membership Renewals: Annual membership dues of $25 are now being collected. Funds go directly toward maintaining our local parks and organizing these community events. You can pay online through our portal at https://www.cedardesign.org/membership-renewal or bring cash to the next meeting.\n\nWe strongly encourage all residents to participate where possible. It is wonderful to see so many new faces at our gatherings this year. If you have ideas for future events or concerns about the neighbourhood, please do not hesitate to reach out.\n\nThank you for being an active part of our community.\n\nWarmest regards,\nOlga Roberts\nCommunity Outreach Director\nCedar Design Neighborhood Association"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00574-4", "copies": 1, "upstream_ids": ["gen-00574-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17305:is_spam", "suite": "spam", "family": "zefang_phishing_email-d5aa13322ed1f10521a0", "state": {"channel": "email", "message": "heads - up - tenaska iv partner ltd . - september 2010 hi guys , please do me and bob fisher in the transport settlements group a huge favor . . . . . . please let us know when the txu / lonestar transport deals for tenaska iv texas partners have been entered into path manager ( for september 2010 ) . i am holding the transport invoice from txu / lonestar for september 2010 . . . . waiting to enter the \" actuals \" into our system for payment . thanks , kathy : )"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17305", "copies": 2, "upstream_ids": ["zefang-17305", "ealvaradob-16302"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4855:message_type", "suite": "spam", "family": "sms_phishing-e53b454881fd5dae9782", "state": {"channel": "sms", "message": "Yup bathe liao..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4855", "copies": 2, "upstream_ids": ["mendeley-4855", "uci-1032"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00090-1:message_type", "suite": "spam", "family": "generated_legit_email-87b3e892a865db52d40b", "state": {"channel": "email", "message": "Action Required: Q2 Compliance Review Document\n\nHi Jeffrey,\n\nPlease review the updated compliance document before our Thursday meeting.\n\nTask: Q2 Policy Review\nDocument: Employee Health Data Handling Guidelines v2.1\nDeadline: 16 April 2024, 5:00 PM EST\nAssigned by: Nicole Ward\nDepartment: Operations, Willow Health\n\nYou can access the document directly here: https://www.willowhealth.org/docs/q2-compliance-review-2024\n\nWe need everyone's feedback recorded in the shared tracker before the deadline so I can compile the final report for the board. Please add your comments inline using the suggestion tool rather than editing the core text.\n\nLet me know if you cannot access the link or need extra time.\n\nBest regards,\nNicole Ward\nOperations Manager\nWillow Health\ndebra_lewis@cedarpartners.org"}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00090-1", "copies": 1, "upstream_ids": ["gen-00090-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2253:is_spam", "suite": "spam", "family": "sms_phishing-66eaa3c7cec83262cb12", "state": {"channel": "sms", "message": "Umma. Did she say anything"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2253", "copies": 2, "upstream_ids": ["mendeley-2253", "uci-1005"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4548:is_spam", "suite": "spam", "family": "sms_phishing-eb6a1426ddb3d0f347ad", "state": {"channel": "sms", "message": "Please sen :)my kind advice :-)please come here and try:-)"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4548", "copies": 2, "upstream_ids": ["mendeley-4548", "uci-2551"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#823:is_spam", "suite": "spam", "family": "nazario-1d05924af99a7984c69b", "state": {"channel": "email", "message": "Amazon.com Inquiry\n\nDear Amazon member,\n\nDue to concerns we have for the safety and integrity of the Amazon community we have issued this warning.\n\nPer the User Agreement, Section 9, we may immediately issue a warning, temporarily suspend, indefinitely suspend or terminate your membership and refuse to provide our services to you if we believe that your actions may cause financial loss or legal liability for you, our users or us. We may also take these actions if we are unable to verify or authenticate any information you provide to us.\n\nPlease follow the link below:\n\nhttp://www.amazon.com/exec/obidos/sign-in.html\n\nand update your account information.\n\nWe apreciate your support and understanding, as we work together to keep Amazon market a safe place to trade.\n\nThank you for your attention on this serious matter.\n\nRegards,\nAmazon Safety Department\n\nNOTE: This message was sent to you by an automated e-mail system. Please don't reply to it. Amazon treats your personal information with the utmost care, and our Privacy Policy is designed to protect you and your information."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#823", "copies": 4, "upstream_ids": ["phishing3.mbox#823", "phishing3.mbox#824", "phishing3.mbox#841", "phishing3.mbox#848"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-832:is_spam", "suite": "spam", "family": "sms_phishing-a827844881af0dcfb8a3", "state": {"channel": "sms", "message": "Cool, text me when you're parked"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-832", "copies": 2, "upstream_ids": ["mendeley-832", "uci-329"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00098.1dcbcaac22d03392c7bcfb4e86bc3c39:message_type", "suite": "spam", "family": "spamassassin-b0a4be665383814f8d0c", "state": {"channel": "email", "message": "Bridge Concept\n\n20020717 Lockergnome Tech Specialist\n\n07.17.2020 GnomeREPORT\n\nWhy rely on BIND when you can get UltraDNS: UltraDNS increases Web site\nperformance, reliability, and security all for as low as $1.00 a month.\nClick here to find out more.\n\nBrooklyn Bridge for sale! No kidding! The town of Brooklyn,\nIowa has a bridge that they are selling on Ebay, so if you have a need for such\na structure, or just want to have the right to say you\nlegitimately purchased the Brooklyn Bridge, here's your\nopportunity! Seriously, this is not a prank!\n\nEver since I was down toward Des Moines last week and had\na cup-o-java with Jake at Starbucks, I've been craving\ncoffee. I can't see myself turning into a coffee junkie like\nChris, but it's just weird that this would happen, being\nthat my extent of coffee drinking has usually been limited\nto the severe need for a quick morning wake-up or in an\neffort to keep warm on cold mornings when out in the field\nback in my Marine Corps days.\n\nAs time has gone on, I've been trying to cut back on the\ntypical geek vices of sugar and caffeine, but I can't drink\ncoffee straight. It has to be sweet, and what's the point of\ndrinking coffee if there's no caffeine? Enter Splenda. An\nartificial sweetener that has finally made it to Waterloo,\nIowa. Most of what Diana and I use sugar for has been\nmodified to use Splenda instead, with good results.\nHopefully this coffee thing is just a temporary kick like it\nusually is. I have to brush my teeth after a cup or two from\nthe nasty breath. It's fun to test out the dragon-breath on\nthe cat to see just how bad it really is. If Bootes sniffs a\ncouple of times, it's not too bad, but if she instantly\nrecoils, time to employ the Sonicare for a couple of\nminutes. See what you've started, Jake?\n\nSee You in August,\nRandy Nieland\n\nGnomeNETWORK\n\nExchange Titanium Details Emerge\n\nhttp://www.microsoft.com/presspass/features/2020/jul02/07-15exchangeqa.asp\n\nOracle recently announced their intention to compete\ndirectly with Microsoft Exchange, even accepting Outlook as\nan email client. In what seems like a direct response, we're\nhanded details of the 2021 release of Exchange Titanium.\nI've always liked what Exchange can do, so I'm certainly\nlooking forward to seeing what the new features will be all\nabout, but I'm also interested in what Oracle will be\nbringing to the table. Better email functionality, control\nand security are the name of the game, whoever ends up being\nthe vendor of choice. Included in this Q&A is a screenshot\nof what Outlook may look like once Office 11 is released.\nIt's an interesting concept shot, showing some new ways they\nplan to handle email views. It doesn't say anything for\nExchange functionality, but it's worth noting regardless.\n\nGnomeSYSTEM\n\nBetter Pocket PC Audio\n\nUnearthed by David Spencer\n\nhttp://home.adelphia.net/~mdukette/downloads.html\n\nAn open source project is bringing a different spin to\naudio and video on Pocket PCs, and my first impression is...\ncool! I like what they're working on here. I decided to wipe\nout my Jornada yesterday, so I haven't done a direct\ncomparison between the iPaq 3870 and Jornada 565 for audio\nquality using this player, which has an equalizer built-in,\nbut it definitely has potential judging from how it sounds\non the iPaq right out of the gate. Definitely give this a\npeek if you're one of those that likes to play audio and\nvideo on a Pocket PC. Quite a few different versions are\nsupported, so you should be able to find something\nappropriate to your device.\n\nGnomeALERTZ\n\nToday's Top 5 kbAlertz\n\nQ320278 - WD: \"The Custom Dictionary Is Not Available \" Error When You Use Portuguese (Brazilian) Proofing Tools (Q320278)\n\nQ313147 - GetNtmsObjectAttribute Does Not Return Correct Size When the Buffer Is Too Small (Q313147)\n\nQ313317 - A GPO \"Register PTR Records\" Setting of \"Disabled\" Is Ignored (Q313317)\n\nQ310869 - STOP Error When You Start Windows After You Connect a Scanner (Q310869)\n\nQ310772 - PCMCIA Device May Not Work in Windows XP (Q310772)\n\nRecommend It!\n\nGnomeASSISTANT\n\n50 OS X TIPS: Whether you're making the \"switch\" from Windows, upgrading\nfrom a previous version of Mac OS, or just want some helpful tricks to make\nusing OS X easier, this ebook is for you. Jake cover's everything from user\nmanagement, to some Terminal basics, to how to navigate differences between\nOS 9 and OS X.\nGet your copy today!\n\nWhere's Java?\n\nhttp://news.com.com/2100-1001-944053.html\n\nThree readers asked me about this very thing this week,\nand it's something you should probably know about if you use\nWindows XP. Microsoft didn't bundle the Java Virtual Machine\nwith Windows XP, and since the release of XP, the JVM has been avaialble via the\nWindows Update site as a \"convenience\" to users. Part of Sun's legal\ncomplaints surrounding how Microsoft has handled Java was that Microsoft did not have the right to\ndistribute their implementation via the web, though\nthey did have licensing rights to include it with Windows.\nSo essentially, Microsoft has things backwards, as it seems.\nWell, to avoid further web distribution arguments, Microsoft\nhas yanked the JVM from the Windows Update site and all\nother areas of Microsoft's web site. Microsoft is still\nplanning to include Java with Windows XP Service Pack 1.\nYou'll have to plan for Java support accordingly, as SP1 is\nstill a ways off and you can't get it from Microsoft at this\npoint. If you need it for a new installation of Windows XP\nin the short term, Sun will gladly provide you with their\nown distibution.\n\nGnomeSTUFF\n\nAnother Xeon Deal\n\nServed up by Warren Dugas\n\nhttp://www.tigerdirect.com/applications/SearchTools/item-details.asp?sku=C170-1032%20P\n\nI mentioned a really nice deal on Compaq Evo W6000 dual-\nXeon workstations a few weeks back, which I know several of\nyou took advantage of, but the $2017 price tag likely scared\noff many others. If you still want to get into a Xeon, check\nthis one out. TigerDirect is offering an Evo W8000\nworkstation with a single"}, "question": {"type": "choice", "instructions": "Say what kind of message this is: legitimate, spam (unwanted bulk or advertising), or phishing (a scam aiming to get personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-19", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00098.1dcbcaac22d03392c7bcfb4e86bc3c39", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00098.1dcbcaac22d03392c7bcfb4e86bc3c39"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 8362, "kept_chars": 5992}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1890:message_type", "suite": "spam", "family": "sms_phishing-bdf44ab02f9e80669519", "state": {"channel": "sms", "message": "As I entered my cabin my PA said, '' Happy B'day Boss !!''. I felt special. She askd me 4 lunch."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1890", "copies": 1, "upstream_ids": ["mendeley-1890"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9014:is_spam", "suite": "spam", "family": "zefang_phishing_email-afee79d979eadf52a193", "state": {"channel": "email", "message": "foreign language in commercials content - length : 1937 greetings ! i ' m wondering if someone out there can identify the languages used in two recent ibm commercials . they have out a series of three ads with people in different countries talking about ibm equipment and services . one ad has two old gentlemen walking along what looks like the seine , speaking french . a second ad has two men sitting in what is apparently a middle eastern marketplace , and a third ad has nuns discussing ibm equipment on their way to mass . i assume the men are speaking arabic ( though i would be grateful to have that confirmed ) , but i have no idea what the nuns are speaking . anyone know ? i would also like to take this opportunity to thank all those who responded to my questions early last year about some french , italian and swedish expressions in some print ads . i meant to send individual thanks , but i lost the file in which i had the respondents ! please forgive me , and accept this general acknowledgment instead . if any of you who did respond would like to know more about what we did with your input , i would be glad to send you more information ( even the paper we wrote , if you want ) . thanks very much , mary ellen renryder @ idbsu . idbsu . edu"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9014", "copies": 2, "upstream_ids": ["zefang-9014", "ealvaradob-8606"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00651-3:message_type", "suite": "spam", "family": "generated_legit_email-245f1da393eb5a852988", "state": {"channel": "email", "message": "Update on Support Ticket #RP-78012\n\nTicket Number: RP-78012\nStatus: In Progress\nAccount: amara_gray@icloud.com\nDate Opened: 5 July 2012\n\nDear Brenda Khan,\n\nThank you for contacting Ridge Partners support. We have reviewed your inquiry regarding the unexpected charge on your annual subscription.\n\nOur billing team has identified the discrepancy and initiated a correction. A refund of $45.00 will be credited back to your original payment method within three to five business days.\n\nTo track the progress of this ticket, please visit https://www.ridgepartners.org/support/tickets/RP-78012. If we do not receive any further questions from you by 15 July 2012, this ticket will be automatically marked as resolved.\n\nWe appreciate your patience while we sorted this out for you.\n\nSincerely,\nMargaret Li\nCustomer Success Team\nRidge Partners"}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00651-3", "copies": 1, "upstream_ids": ["gen-00651-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-856:is_spam", "suite": "spam", "family": "zefang_phishing_email-5c3dfc9d6a7282f939c4", "state": {"channel": "email", "message": "online energy . . . ( enron mention ) please find attached the following article / s : ' going electronic ' - energy & power risk management ' ice reels in the ipe ' - petroleum economist kind regards , kuldeep chana"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-856", "copies": 2, "upstream_ids": ["zefang-856", "ealvaradob-830"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-950:message_type", "suite": "spam", "family": "sms_phishing-9dfab2960394eb65354b", "state": {"channel": "sms", "message": "Sorry, was in the bathroom, sup"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-950", "copies": 2, "upstream_ids": ["mendeley-950", "uci-1327"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00150-1:is_spam", "suite": "spam", "family": "generated_legit_email-36b3593d5151737d585c", "state": {"channel": "email", "message": "Direct Debit Confirmation\n\nPayment Confirmation\n\nAccount Holder: Ava Reed\nReference Number: DD-883210\nAmount: €45.99\nDate Processed: 4 January 2009\nStatus: Successful\n\nThank you for your payment to SterlingTech. Your subscription remains active through February 2009.\n\nSterlingTech Billing Department"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00150-1", "copies": 1, "upstream_ids": ["gen-00150-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00574.ca8de7c19bacedefb060405b55d13c29:is_spam", "suite": "spam", "family": "spamassassin-d340210959279b950cfc", "state": {"channel": "email", "message": "\"connection refused\" .... currently I am only able to connect to honor[.cloudmark.com] and am suffering a high rate of timeouts as a result. Is there a problem with the other two servers?????\n\nSven"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00574.ca8de7c19bacedefb060405b55d13c29", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00574.ca8de7c19bacedefb060405b55d13c29"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3059:message_type", "suite": "spam", "family": "sms_phishing-1b5c1007e08e13ba953a", "state": {"channel": "sms", "message": "S:)no competition for him."}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3059", "copies": 2, "upstream_ids": ["mendeley-3059", "uci-516"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-36:message_type", "suite": "spam", "family": "sms_phishing-9e6c504e791b17b31b4b", "state": {"channel": "sms", "message": "Can you do online transaction?"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-36", "copies": 2, "upstream_ids": ["mendeley-36", "uci-3784"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2834:is_spam", "suite": "spam", "family": "sms_phishing-5c77bc5eca83a6ea52c5", "state": {"channel": "sms", "message": "Yetunde, i'm sorry but moji and i seem too busy to be able to go shopping. Can you just please find some other way to get what you wanted us to get. Please forgive me. You can reply free via yahoo messenger."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2834", "copies": 2, "upstream_ids": ["mendeley-2834", "uci-1364"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00651-3:is_spam", "suite": "spam", "family": "generated_legit_email-245f1da393eb5a852988", "state": {"channel": "email", "message": "Update on Support Ticket #RP-78012\n\nTicket Number: RP-78012\nStatus: In Progress\nAccount: amara_gray@icloud.com\nDate Opened: 5 July 2012\n\nDear Brenda Khan,\n\nThank you for contacting Ridge Partners support. We have reviewed your inquiry regarding the unexpected charge on your annual subscription.\n\nOur billing team has identified the discrepancy and initiated a correction. A refund of $45.00 will be credited back to your original payment method within three to five business days.\n\nTo track the progress of this ticket, please visit https://www.ridgepartners.org/support/tickets/RP-78012. If we do not receive any further questions from you by 15 July 2012, this ticket will be automatically marked as resolved.\n\nWe appreciate your patience while we sorted this out for you.\n\nSincerely,\nMargaret Li\nCustomer Success Team\nRidge Partners"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00651-3", "copies": 1, "upstream_ids": ["gen-00651-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11851:is_spam", "suite": "spam", "family": "zefang_phishing_email-b9505bf77f97fbc70dbd", "state": {"channel": "email", "message": "start date : 12 / 12 / 01 ; hourahead hour : 19 ; start date : 12 / 12 / 01 ; hourahead hour : 19 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2001121219 . txt"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11851", "copies": 2, "upstream_ids": ["zefang-11851", "ealvaradob-11240"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00180-0:is_spam", "suite": "spam", "family": "generated_legit_email-4f7685fefb1c90c87328", "state": {"channel": "email", "message": "Spring Training Schedule and Membership Fees\n\nHi Matthew,\n\nHappy New Year! I hope you had a restful holiday break. As we kick off 2017, I wanted to reach out with the updated training schedule for the Crestfoods Running Club, along with a few reminders about membership fees and our upcoming fixtures.\n\nOur first group run of the year will be on Tuesday, 7 January at 6:30 PM. We will be meeting at the usual spot near the north entrance of Riverside Park. Please make sure you have your reflective gear, as it gets dark early this time of year. Thursday evening sessions will continue as normal at 7:00 PM, focusing on interval training to build speed for the spring races.\n\nRegarding membership, the annual fee for 2017 remains at $45. This covers your club registration, insurance, and entry discounts for local races. If you haven't renewed yet, please do so by 31 January so we can finalize our numbers with the regional athletics association. You can pay via bank transfer or in person before any Tuesday session. Full details are available on our website at https://www.crestfoods.org/membership-renewal.\n\nWe also have an exciting fixture coming up. The Valley Winter 10K is scheduled for Sunday, 16 February. Several members have already committed to running, and we would love to field a full team. Early bird registration closes on 20 January, so let me know soon if you plan to participate so I can secure our group discount.\n\nFinally, a quick reminder that the clubhouse will be closed for maintenance on 18 and 19 January, so there will be no weekend social runs those days. Regular activities resume the following week.\n\nIf you have any questions about the schedule, fees, or anything else, just reply to this email or catch me after practice. Looking forward to seeing you on the roads this year!\n\nBest regards,\nThomas James\nCrestfoods Running Club"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00180-0", "copies": 1, "upstream_ids": ["gen-00180-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4629:is_spam", "suite": "spam", "family": "zefang_phishing_email-142b6da01efbd07b8726", "state": {"channel": "email", "message": "global systems matrix rick - you had asked a while back for a matrix that captures all of the different systems used by commodity , by office and by functional group . this ( draft ) version encompasses houston and london activities . we will expand this document to include other offices and products in the next few months . let me know your questions and comments ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4629", "copies": 2, "upstream_ids": ["zefang-4629", "ealvaradob-4426"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2018#46:message_type", "suite": "spam", "family": "nazario-bc7a9a02442d7f13d4ab", "state": {"channel": "email", "message": "Dennis Security Update\n\nUrgent\nAttention Dennis User[1]\n\nYour account requires immediate security upgrade. We have mandated all user\nto automatically upgrade manually by downloading the attached NEW DENNIS\naccount security and Mal-Ware/Fire-Wall Upgrade File and submit all details\nrequired for your DENNIS account NEW SECURITY and Mal-Ware/Fire-Wall\nUPGRADE[1]\n\n.\nUpgrade Dennis Account Now[1]\n\nPlease keep in mind that Level 2 has the following limits:\n\n* Download attached Dennis security upgrade file[1].\n* Submit all valid requested details.\nPlease upgrade your lung account by downloading the security upgrade form\nand submit the requested details as this will cause your account to be\nlocked until you provide further documentation.\nRegards,\nTeam Dennis[1]\nQuestions? Visit the Help Centre[1]\n\nYou received this email because an account was registered for Dennis[1]\n\nLinks:\n[1] http://bit.ly/2F3fAF4"}, "question": {"type": "choice", "instructions": "Classify the message as legitimate, spam, or phishing. Spam is unwanted bulk or advertising; phishing is a scam trying to get personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-1", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#46", "copies": 1, "upstream_ids": ["phishing-2018#46"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00601.3db4b70f50e83050fcec38b75dee609e:is_spam", "suite": "spam", "family": "spamassassin-07a2a21e78518d8af135", "state": {"channel": "email", "message": "Wanna buy a nuke?\n\nI have been told to take anything read in Pravda with a grain of salt...\nbut\nthis article certainly looks impressive when paired together with this other\none from the associated press...\n\nJust the concept makes me shudder, imagining how easy it must be to smuggle\nthese things around some parts of Europe right now.\n\nHopefully, it's just my imagination.\n\n-- Michael Cummins\nFort Lauderdale, FL\n\n----\nhttp://english.pravda.ru/main/2013/09/13/36519.html\n11:14 2013-09-13\n200 SOVIET NUKES LOST IN UKRAINE\n----\nhttp://story.news.yahoo.com/news?tmpl=story2&cidQ8&ncidQ8&eQ&u=/ap/200\n20903/ap_on_re_eu/ukraine_iraq_3\nUkraine-Iraq Arms Deals Alleged\nTue Sep 3, 6:07 PM ET\nBy TIM VICKERY, Associated Press Writer\n----\n\nRohit Khare - I wish you the best of luck in your search. I found *my* Very\nSpecial Lady when I was intentionally looking elsewhere... you never know\nwhat\nlurks around every corner. Love certainly has its *own* agenda.\n\nScanned for viruses by the advanced mail servers at advantageservices.net"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00601.3db4b70f50e83050fcec38b75dee609e", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00601.3db4b70f50e83050fcec38b75dee609e", "zefang-600", "ealvaradob-581"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15366:is_spam", "suite": "spam", "family": "zefang_phishing_email-f76d2057f9151db7e8cc", "state": {"channel": "email", "message": "wellhead desk per louise ' s request , listed below are the personnel who support the wellhead desk : logistics george smith jesse villareal lisa trofholz margie straight terry franklin ( part - time ) volume management nina nguyen risk kulvinder fowler settlements mary ellenberger michael mousteiko settlements and logistics also have three additional people that support the appalachian pool deals that came with the ces contracts and the denver deals . these individuals were in the 2014 budget but would also be charged to the wellhead desk , if the deals move into the wellhead book . let me know if you need any further information . thanks bob"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15366", "copies": 2, "upstream_ids": ["zefang-15366", "ealvaradob-14521"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2017#144:is_spam", "suite": "spam", "family": "nazario-f9a63ac4a95e983bc446", "state": {"channel": "email", "message": "Business Enquiry From LinkedIn\n\nNew Message Received\n\nDavid M Las has sent you a new business message.\n\nThis message has been marked as 'Important'.\n\nClick here to sign in and read your messages\nThank you for using our services.\n\n©2015 LinkedIn Ireland, Gardner House, Wilton Plaza, Wilton Place, Dublin 2, Ireland"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#144", "copies": 1, "upstream_ids": ["phishing-2017#144"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00893-0:message_type", "suite": "spam", "family": "generated_legit_email-7f42649ab1c50ffdbce7", "state": {"channel": "email", "message": "Q2 Migration Project - Next Steps\n\nHi Ahmed,\n\nThanks for the update yesterday. I have reviewed the migration plan and I think we are in good shape, but we need to tighten up a few things before the board review on 18 April 2019. Please see my notes below so we can align before Friday.\n\nHere are the steps we agreed on during our call:\n\n1. Finalize the vendor list by end of day tomorrow, 7 April. I know you were waiting on feedback from the Paris office, so please follow up with them directly if needed.\n2. Run the data validation scripts over the weekend. Make sure you test both the legacy database and the new staging environment so we catch any discrepancies early.\n3. Draft the executive summary for Sarah. She needs it by Monday 10 April so she has time to review it before presenting to the partners.\n4. Schedule a final walkthrough with the IT team for Wednesday 12 April at 10:00 AM. I will book Conference Room B on the third floor.\n5. Submit all expense reports related to the project by 14 April. The finance department is closing the quarter and will not accept late submissions.\n\nAlso, remember that our hard deadline for the full system cutover is 28 April 2019. We cannot afford any slippage on that date because the client launches their campaign on 1 May.\n\nI am available all afternoon if you want to talk through any of this. You can reach me on my direct line at +33 1 42 68 53 00 or just walk over to my desk.\n\nLet us get this done.\n\nBest regards,\nBenjamin Muller\nCedar Capital Management\n+33 1 42 68 53 00"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00893-0", "copies": 1, "upstream_ids": ["gen-00893-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00897.116b99f81aa0d54498bca28abf4c29ab:is_spam", "suite": "spam", "family": "spamassassin-f04479ceb6865765ff83", "state": {"channel": "email", "message": "Our friends the Palestinians, Our servants in government.\n\nIt wasn't gloating, it was one for the horror file.\n\nAnd of course for the Palestinians it wasn't a mistake, which is a key\npart of the horror.\n\nI'm not against American taxpayers remodeling a school honoring a killer\nif we do it with a daisy cutter.\n\nJohn\nGail\nhttp://www.cnsnews.com/ViewForeignBureaus.asp?Page=\\ForeignBureaus\\archi"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00897.116b99f81aa0d54498bca28abf4c29ab", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00897.116b99f81aa0d54498bca28abf4c29ab"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00045-4:is_spam", "suite": "spam", "family": "generated_legit_email-88cfa47a85eed0f456c4", "state": {"channel": "email", "message": "Donation for autumn food drive\n\nHi Nicholas,\n\nThank you so much for your generous contribution to our autumn food drive! I have attached your official receipt below for your tax records.\n\nDonation Receipt\nOrganization: Sterling Neighborhood Market Fund\nDonor: Nicholas Bell\nAmount: $250.00\nReceipt Number: SNM-2008-1045\n\nNo goods or services were provided in exchange for this donation. Please keep this email for your files. If you need a physical copy mailed out, just let me know and I will arrange it this week.\n\nYour support helps us stock the community pantry through the winter months. We truly appreciate it.\n\nWarmly,\nValentina Johnson\nSterling Neighborhood Market Fund"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00045-4", "copies": 1, "upstream_ids": ["gen-00045-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7125:is_spam", "suite": "spam", "family": "zefang_phishing_email-89cbb43b92f152114161", "state": {"channel": "email", "message": "please print - - - - - - - - - forwarded message - - - - - - - - - - from : \" scott franks \" to : \" ' jill tackett ' \" , \" provance , ann \" @ mail . clearsail . net , \" ' tonya farmer ' \" cc : \" provance , ann \" @ mail . clearsail . net , \" ' gayla deluke ' \" date : thu , 12 jul 2023 18 : 19 : 18 - 0500 subject : new members message - id : i ' ll now be including gayla on these e - mails because she has agreed to write brief profiles of each new family for the bulletin . here are the first friends candidates from this week ( please remember to tell me what assignments you made so i can track that with my new member data - thanks ! ) jeanna bent 8002 fonthill dr spring , tx 77379 281 - 376 - 4470 ( champion oaks ) michael and jeanna are both cpa ' s . they have a 7 - year - old son named mason . michael ' s company will be relocating to new hamphsire in the fall , but he does not want to move , so he will be looking for a new job soon . michael was just baptized two weeks ago after studying with gerald bendele . he was raised in a catholic background . i believe jeanna has been a christian for some time . sandra caballero 19707 rackingham humble , tx 77338 281 - 540 - 2331 don & sandra are transferring membership from hidden valley c of c . prior to that they attended katy for several years . don works at compaq and sandra is at clark electric and spring isd . they have a 16 year old son named daniel at spring h . s . and an 18 year old daughter named amanda at north harris community college . vickie gonsoulin 15718 falling creek houston , tx 77068 281 - 444 - 8157 ( h ) ( oak creek ) vickie and bill are transferring from the magnolia church . they have a son named dustin who is a junior in high school . he participated with bammel ' s ltc program even before they placed membership here . they also have an older , married son . bill grew up in this area . in fact , ron anders was his football coach . get internet access from juno ! juno offers free or premium internet access for less ! join juno today ! for your free software , visit : http : / / dl . www . juno . com / get / tagj ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7125", "copies": 2, "upstream_ids": ["zefang-7125", "ealvaradob-6827"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00010-1:is_spam", "suite": "spam", "family": "generated_legit_email-3e297064d4b977b281fa", "state": {"channel": "email", "message": "Vintage Desk Lamp - PTA Sale\n\nHi Timothy,\n\nThanks for getting back to me about the vintage desk lamp listed on the Union Solutions community marketplace. I can definitely do $35 for it instead of the $45 originally asked. Would you be able to drop it off at the school front office tomorrow morning? I have a parent-teacher meeting at 9 AM and could grab it then.\n\nLet me know if that works for you. You can view my seller profile and our message history here: https://www.unionsolutions.org/marketplace/messages/8832.\n\nCheers,\nWei Muller"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00010-1", "copies": 1, "upstream_ids": ["gen-00010-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3010:message_type", "suite": "spam", "family": "sms_phishing-e0894fbc803a306da48e", "state": {"channel": "sms", "message": "Wake me up at &lt;#&gt; am morning:)"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3010", "copies": 2, "upstream_ids": ["mendeley-3010", "uci-3686"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5305:is_spam", "suite": "spam", "family": "sms_phishing-9ddb6aa62c432db4b4a3", "state": {"channel": "sms", "message": "This is the 2nd time we have tried 2 contact u. U have won the 750 Pound prize. 2 claim is easy, call 08718726970 NOW! Only 10p per min. BT-national-rate"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5305", "copies": 2, "upstream_ids": ["mendeley-5305", "uci-1853"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00506-0:is_spam", "suite": "spam", "family": "generated_legit_email-309d675dea9b5d422e14", "state": {"channel": "email", "message": "Your RiverDesign Insurance Policy is Due for Renewal\n\nDear Christine Khan,\n\nI hope this email finds you well. I am writing to let you know that your insurance policy with RiverDesign, policy number RD-8834921, is due for renewal on 3 May 2013. Your current coverage has served you well over the past year, and we want to ensure there is no lapse in your protection.\n\nWe have reviewed your account and prepared a renewal offer based on your existing coverage details. The new annual premium will be $1,485.00, which reflects a minor adjustment due to updated regional risk assessments. This amount covers comprehensive liability and property protection under your current plan terms. If you choose to proceed without any changes, the payment will be automatically processed from the card ending in 4021 on file.\n\nIf you would like to adjust your coverage limits, add new items, or update your billing information before the renewal date, please visit our secure portal at https://www.riverdesign.org/renew-policy to review your options. Making updates early ensures everything is perfectly tailored to your needs for the upcoming year.\n\nShould you have any questions about your policy details or the renewal process, please do not hesitate to reach out. You can reply directly to this email or call me at (555) 712-4490 during business hours, Monday through Friday between 8 AM and 6 PM EST. Our team is always happy to help walk you through any changes or clarify your benefits.\n\nPlease note that if no action is taken by 3 May 2013, your policy will automatically renew under the terms outlined above. To cancel or modify your auto-renewal settings, simply log into your account via the link provided earlier.\n\nThank you for trusting RiverDesign with your insurance needs, Christine. We truly value your continued partnership and look forward to keeping you protected for another year.\n\nWarm regards,\nAlexander Lopez\nRenewals Department\nRiverDesign\n(555) 712-4490"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00506-0", "copies": 1, "upstream_ids": ["gen-00506-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "insurance renewal notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1685:is_spam", "suite": "spam", "family": "sms_phishing-6370510426142894a816", "state": {"channel": "sms", "message": "Da is good good player.why he is unsold."}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1685", "copies": 2, "upstream_ids": ["mendeley-1685", "uci-1845"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00585-1:is_spam", "suite": "spam", "family": "generated_legit_email-40a0b2dde5ee671209a8", "state": {"channel": "email", "message": "Direct Debit Confirmation – May Invoice Paid\n\nPAYMENT CONFIRMATION\nEmber Networks\n\nDear Emily Walker,\n\nThis message is to confirm that your direct debit payment for the monthly\nmanaged hosting subscription has been successfully processed today,\n23 May 2013.\n\nBelow are the details of the transaction for your records:\n\nInvoice Number: EMB-2013-05-8841\nAccount Name: Union Group\nAmount Charged: £485.00\nPayment Method: Direct Debit (Barclays, ending 3310)\nBilling Period: 1 June 2013 to 30 June 2013\nStatus: Approved\n\nYour account balance is now fully up to date. No further action is required\non your part for this billing cycle. Your next scheduled direct debit will\nbe collected automatically on 23 June 2013.\n\nView your invoice\n\nIf you believe this charge was made in error or if your bank details have\nrecently changed, please contact me directly as soon as possible so we can\nupdate your file before the next collection date. You can reach me at\n020 7946 0123 during normal business hours, Monday through Friday,\n9:00 AM to 5:30 PM.\n\nThank you for your continued partnership with Ember Networks. We appreciate\nyour business and are committed to keeping your network infrastructure\nrunning smoothly.\n\nBest regards,\nBrenda Jackson\nAccounts Manager\nEmber Networks\n\nEmber Networks Ltd\n4th Floor, 12 Victoria Street\nLondon SW1H 0NB\nUnited Kingdom\nPhone: 020 7946 0123\n\nTo manage your communication preferences or review how we handle your\ndata, please read our privacy policy.\n\n© 2013 Ember Networks Ltd. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00585-1", "copies": 1, "upstream_ids": ["gen-00585-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00123.91b85aaea560d92f9199f9ba74e77918:is_spam", "suite": "spam", "family": "spamassassin-1480de079182ab1f27c2", "state": {"channel": "email", "message": "Oh, that could be interesting!\n\nThat bike is all that's between me and my modesty. The other photos are not\nfor public consumption. :-)\n\nHelen of Troy\n\nSell a Home for Top $\nhttp://us.click.yahoo.com/RrPZMC/jTmEAA/MVfIAA/7gSolB/TM"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00123.91b85aaea560d92f9199f9ba74e77918", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00123.91b85aaea560d92f9199f9ba74e77918"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00521-0:message_type", "suite": "spam", "family": "generated_legit_email-4c2bfedb9d732465f248", "state": {"channel": "email", "message": "Your Orbit Media Services bill is due soon\n\nHi Valentina,\n\nJust following up on the message below. Your August invoice for $142.50 is due by September 5, 2008. Please log in to your account at https://www.orbitmedia.io/account/billing to make a payment before the deadline to avoid any late fees.\n\nLet me know if you have questions!\n\nBest,\nRebecca Rodriguez\nOrbit Media Services"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00521-0", "copies": 1, "upstream_ids": ["gen-00521-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:sms_phishing:hash-test:mendeley-742:is_spam", "suite": "spam", "family": "sms_phishing-39239984ded1e8174e3a", "state": {"channel": "sms", "message": "God created gap btwn ur fingers so dat sum1 vry special will fill those gaps by holding ur hands.. Now plz dont ask y he created so much gap between legs !!!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-742", "copies": 2, "upstream_ids": ["mendeley-742", "uci-4648"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00722-5:is_spam", "suite": "spam", "family": "generated_legit_email-754f7d69bd6c8bb0589f", "state": {"channel": "email", "message": "New sign-in to your Harbor Logistics portal account\n\nHi Valentina,\n\nOur system detected a new sign-in to your Harbor Logistics employee portal from a computer in Chicago, IL today, March 2, 2015. If this was you, no action is needed. If you did not log in, please call our IT desk immediately at 555-410-9921 so we can lock your account.\n\nJennifer Johnson\nHarbor Logistics"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00722-5", "copies": 1, "upstream_ids": ["gen-00722-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine security notification (new sign-in, new device, changed settings) from a real service"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4855:is_spam", "suite": "spam", "family": "sms_phishing-e53b454881fd5dae9782", "state": {"channel": "sms", "message": "Yup bathe liao..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4855", "copies": 2, "upstream_ids": ["mendeley-4855", "uci-1032"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3256:is_spam", "suite": "spam", "family": "zefang_phishing_email-2d7328e4a23bb6c86913", "state": {"channel": "email", "message": "pd : praca dyplomowa v edycja mba ? - - - - - original message - - - - - from : jerzy seremak to : vkaminski @ aol . com sent : tuesday , november 28 , 2011 7 : 49 pm subject : praca dyplpmowa v edycja mba dzie \u0006 ? dobry panie doktorze ! ? przesy \u0006 am panu ca \u0006 \u0006 ? prac \u0006 c dyplomow \u0006 ? z finans ? w . cz \u0006 c \u0006 ~ \u0006 + pracy zosta \u0006 a panu przes \u0006 ana w pa \u0006 dzierniku . wykresy b \u0006 cd \u0006 ? kolorowe i uj \u0006 cte w pracy . obrona pracy jest zaplanowana w luty br . je \u0006 _ eli jest to mo \u0006 _ liwe to prosz \u0006 c o recenzj \u0006 c ? ? z powa \u0006 _ aniem ? jerzy seremak v edycja mba wy \u0006 _ sza szko \u0006 a handlu i finans ? w mi \u0006 cdzynarodowych ? w warszawie ? a _ j _ seremak @ pro . onet . pl ? - i - iv rozdzia \u0006 pracy - mba . doc - iv - rozdzia \u0006 pracy - schemat - mba . doc ? - rozdzia \u0006 5 . 1 . tabele . doc - rozdzia \u0006 v 5 . 1 . opis . doc ? - rozdzia \u0006 v 5 . 2 . , podsumowanie , biografia i spisy . doc - strona tytuowa i spis tre \u0006 ~ ci . doc - wstep . doc"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3256", "copies": 2, "upstream_ids": ["zefang-3256", "ealvaradob-3126"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00495-1:is_spam", "suite": "spam", "family": "generated_legit_email-33300de2eb6087c2b893", "state": {"channel": "email", "message": "Your Meridian Group delivery is out for delivery\n\nHello Nicholas,\n\nGood news! Your recent order (Reference MG-99281) has been loaded onto our local courier van this morning and is currently out for delivery to your address at Ridge Partners.\n\nOur driver expects to arrive between 1:00 PM and 5:00 PM today, 7 September 2012. Someone will need to be available to sign for the package, as it contains the secure networking equipment you requested last week.\n\nIf you need to change the delivery window or provide specific gate instructions for the office building, please do so right away by visiting your tracking page here: https://www.meridiangroup.io/tracking/MG-99281. You can also reach our dispatch team directly if there is an urgent issue.\n\nThank you for choosing Meridian Group for your IT infrastructure needs. We appreciate your business and hope the equipment arrives safely this afternoon.\n\nKind regards,\nRichard Kumar\nFulfillment Coordinator\nMeridian Group"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00495-1", "copies": 1, "upstream_ids": ["gen-00495-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1533:is_spam", "suite": "spam", "family": "sms_phishing-35bda2f1452e3f6a743b", "state": {"channel": "sms", "message": "ARE YOU IN TOWN? THIS IS V. IMPORTANT"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1533", "copies": 2, "upstream_ids": ["mendeley-1533", "uci-3711"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00607-4:message_type", "suite": "spam", "family": "generated_legit_email-d419d3853fadae83dcb8", "state": {"channel": "email", "message": "Meeting Invitation: Q1 Strategy Review with Summit Partners\n\nMeeting Notice: Calendar Update\n\nMeeting Title: Q1 Strategy Review & Budget Alignment\nOrganizer: Gary Cox, Senior Project Manager\nTime: 10:00 AM - 11:30 AM (GMT)\nLocation: Conference Room B, Summit Partners London Office / Dial-in available\nReference Code: SP-MTG-2008-119\nAttendees: Zofia Kumar, Sarah Jenkins, David Ross, Gary Cox\nDial-in Number: +44 20 7946 0123\n\nDear Zofia Kumar,\n\nYou are invited to attend the Q1 Strategy Review meeting hosted by Summit Partners. This session has been scheduled to discuss our upcoming project milestones, review the preliminary budget allocations for the first quarter of 2009, and ensure all department leads are aligned before the holiday break.\n\nDuring this meeting, we will cover three primary agenda items. First, we will review the performance metrics from the recently concluded Q4 campaigns. Second, we will outline the proposed resource distribution for the new Silver Design integration project. Finally, we will address any outstanding compliance requirements that need to be resolved before January 1.\n\nPlease come prepared with your departmental reports and any updated forecasts. If you are unable to join us in person at the London office, you may participate via the dial-in number listed above. Kindly enter the reference code SP-MTG-2008-119 when prompted by the automated system.\n\nIf you have any questions regarding the agenda or require additional documents prior to the meeting, please do not hesitate to reach out to me directly. You can contact my desk at +44 20 7946 0855 during standard business hours.\n\nPlease accept or decline this calendar invitation by end of day Friday, December 13, 2008 so we can finalize the attendee list and catering arrangements.\n\nBest regards,\nGary Cox\nSenior Project Manager\nSummit Partners\nsummitpartners.co.uk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00607-4", "copies": 1, "upstream_ids": ["gen-00607-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:generated_legit_email:hash-test:gen-00871-0:is_spam", "suite": "spam", "family": "generated_legit_email-f089eebed4a6faeac4bc", "state": {"channel": "email", "message": "Maple Street signage project - proofs ready\n\nHi Paul,\n\nI just finished reviewing the final proofs for the Maple Street signage project. I think we are in good shape to send them over to the client by Monday morning, but I wanted to run a couple of things past you first before I hit send.\n\nThe main issue is with the color matching on the directional signs. The client specifically requested Pantone 286 C for the blue backgrounds, but our usual supplier mentioned that the outdoor vinyl they have in stock right now leans slightly more toward a 285 C. It is a very subtle difference indoors, but under direct sunlight it might look noticeably lighter than the logo samples they approved last month. Should I go ahead and approve the 285 C anyway, or should we wait an extra week for the exact match to arrive? Waiting will push our installation date back to March 10th at the earliest, which might upset the city council timeline.\n\nAlso, David from the fabrication shop called me this afternoon. He noticed that the mounting brackets specified in the original architectural drawings are only rated for indoor use. Since these signs are going up on the exterior brick walls of the community center, he strongly recommends we switch to the heavy-duty galvanized steel brackets instead. That change will add about $145.50 to the total materials cost. I checked our current budget spreadsheet, and we still have around $300 left in the contingency fund, so we can easily cover it without asking the client for more money. Let me know if you agree with making that swap.\n\nOne last thing: do you have the updated contact number for Sarah Jenkins at the planning office? I need to call her tomorrow to confirm the exact installation time slot, and the number on the original work order keeps going straight to voicemail.\n\nThanks for your help sorting this out.\n\nAnanya Ward\nSummit Design Studio\nPhone: (503) 555-0192"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00871-0", "copies": 1, "upstream_ids": ["gen-00871-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#101:is_spam", "suite": "spam", "family": "nazario-69e82e0fd908844a0ec1", "state": {"channel": "email", "message": "PayPal Flagged Account\n\nDear PayPal Member,\n\nYour account has been randomly flagged in our system as a part of our routine security measures.\nThis is a must to ensure that only you have access and use of your PayPal account and to ensure a safe PayPal experience. We require all flagged accounts to verify their information on file with us. To verify your Information at this time, please visit our secure server webform by clicking the hyperlink below\n\nClick here to verify your Information\n\nThank you for using PayPal!\n\nThe PayPal Team\n\nPlease do not reply to this e-mail. Mail sent\nto this address cannot be answered. For assistance, log\nin to your PayPal account and choose the \"Help\" link in the\nfooter of any page.\n\nTo receive email notifications in plain text instead of HTML,\nupdate your preferences here.\n\nPayPal Email ID PP478\n\nProtect Your Account Info\n\nMake sure you never provide your\npassword to fraudulent websites.\n\nTo safely and securely access the PayPal website or your account,\nopen up a new web browser (e.g. Internet Explorer or Netscape) and\ntype in the PayPal URL (http://www.paypal.com/).\n\nPayPal will never ask you to enter your password in an email.\n\nFor more information on protecting yourself from fraud, please\nreview our Security Tips at http://www.paypal.com/securitytips"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#101", "copies": 71, "upstream_ids": ["phishing0.mbox#101", "phishing0.mbox#102", "phishing0.mbox#111", "phishing0.mbox#113", "phishing0.mbox#117", "phishing0.mbox#119", "phishing0.mbox#121", "phishing0.mbox#123", "phishing0.mbox#129", "phishing0.mbox#135", "phishing0.mbox#138", "phishing0.mbox#139", "phishing0.mbox#140", "phishing0.mbox#144", "phishing0.mbox#145", "phishing0.mbox#147", "phishing0.mbox#149", "phishing0.mbox#150", "phishing0.mbox#151", "phishing0.mbox#152"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5004:message_type", "suite": "spam", "family": "sms_phishing-a043ef3f748e4f898c9b", "state": {"channel": "sms", "message": "Wot u up 2? Thout u were gonna call me!! Txt bak luv K"}, "question": {"type": "choice", "instructions": "Classify the message as legitimate, spam, or phishing. Spam is unwanted bulk or advertising; phishing is a scam trying to get personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-1", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5004", "copies": 2, "upstream_ids": ["mendeley-5004", "uci-4035"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00169-1:message_type", "suite": "spam", "family": "generated_unwanted_email-96f4080240c4ad526aa1", "state": {"channel": "email", "message": "Action Required: Unpaid Invoice #INV-2016-4491\n\nNotice of Failed Payment\n\nDear Barbara Sanders,\n\nWe are contacting you regarding an outstanding balance on your Oak Group account. Our billing system attempted to charge the payment method on file for your recent order, but the transaction was declined by your card issuer. As a result, your account has been temporarily placed on hold.\n\nPlease review the details of the failed transaction below:\n\nAccount holder: Barbara Sanders (ryan.cox@cedarpartners.co.uk)\nOrder number: INV-2016-4491\nInvoice date: 24 June 2016\nAmount due: £312.50 GBP\nPayment method ending in: 4021\nReason for decline: Insufficient funds or expired card\n\nTo restore full access to your services and avoid any late fees, we kindly request that you update your card details immediately. You may do so by replying directly to this message with your updated card number, expiration date, and three-digit security code. Alternatively, you can contact our billing department at +44 20 7946 0123 between 9:00 AM and 5:00 PM GMT to provide the information over the phone.\n\nPlease note that if payment is not resolved within five business days, your subscription will be subject to suspension under our standard terms of service.\n\nWe appreciate your prompt attention to this matter and apologise for any inconvenience caused.\n\nSincerely,\nCarlos Peterson\nAccounts Receivable Department\nOak Group Limited\nLondon, United Kingdom"}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00169-1", "copies": 1, "upstream_ids": ["genu-00169-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1511:message_type", "suite": "spam", "family": "nazario-263903aacb4709d93648", "state": {"channel": "email", "message": "CitiBank Alert Message 12/02/2021\n\nFwd: Software Upgrade\n\nDear\nclient of CitiBank,\n\nTechnical\nservices of the CitiBank are carrying out a planned software\nupgrade. We earnestly ask you to visit the following link to start the\nprocedure of confirmation on customers data.\n\nTo get\nstarted, please click the link below:\n\nhttps://web.da-us.citibank.com/signin/citifi/upgrade/%?6488820019\n\nThis\ninstruction has been sent to all bank customers and is obligatory to\nfallow.\n\nThank\nyou,\n\nCustomers\nSupport Service."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1511", "copies": 2, "upstream_ids": ["phishing3.mbox#1511", "phishing3.mbox#1518"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00153-2:is_spam", "suite": "spam", "family": "generated_legit_email-e0dbfaf09780c23afdbe", "state": {"channel": "email", "message": "Year 4 trip to the Science Museum - permission slips needed\n\nDear Jacob,\n\nI hope you and the family are having a good week. I am writing to let you know about an upcoming school trip for Year 4 that we are really excited about. Next Friday, 23 September 2024, the children will be visiting the Natural History and Science Museum in the city centre. It ties in perfectly with the habitats topic they started this week.\n\nWe will be leaving school at 9:00 am sharp, so please make sure your child is in the playground by 8:45 am. We expect to be back at the school gates by 3:15 pm, just in time for normal pickup. The children need to wear their full school uniform and bring a packed lunch in a disposable bag, as well as a water bottle. No fizzy drinks or glass containers, please.\n\nThe cost of the trip is £8.50 per child, which covers the coach hire and the museum workshop entry fee. Please send the money in a sealed envelope with your child's name written clearly on the front by Wednesday 21 September at the absolute latest. If you are struggling with the cost, please come and see me privately and we will sort something out from the PTA fund. No child will miss out.\n\nMost importantly, I cannot take any child on the coach without a signed permission slip. I sent the paper copies home in book bags yesterday, but I know things get lost. If you haven't seen it, please call the main office on 01onal 442 8819 and ask them to print another one for you. You can hand the signed slip into the office or give it directly to me at morning drop-off.\n\nThere are still a few parent volunteer spots open if you fancy coming along to help supervise the dinosaur exhibit. Let me know!\n\nBest wishes,\nChen Byrne\nYear 4 Class Teacher\nSt Margaret's Primary School\nPhone: 01onal 442 8819"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00153-2", "copies": 1, "upstream_ids": ["gen-00153-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "school message to parents (trip, closure, parents' evening)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00861-0:is_spam", "suite": "spam", "family": "generated_legit_email-10e8d419a98f9a4a857e", "state": {"channel": "email", "message": "Rent Payment Notice - Unit 4B\n\nTrident Property Management\nNotice of Rent Due\n\nTenant ID: TPN-88492\nUnit: 4B, 112 Elmwood Avenue\nAmount Due: $1,250.00\nDue Date: 5 May 2016\nBalance Remaining: $1,250.00\n\nDear Jason,\n\nThis notice is to inform you that your monthly rent payment for Unit 4B is due on 5 May 2016. Please ensure the total amount of $1,250.00 is submitted by the deadline to avoid any late fees. Payments may be made via check or money order delivered directly to the management office during regular business hours.\n\nIf you have already sent your payment, please disregard this notice. For questions regarding your account balance or to discuss payment arrangements, please contact our office directly.\n\nSincerely,\nOlga Scott\nProperty Manager\nPhone: (555) 812-4409"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00861-0", "copies": 1, "upstream_ids": ["gen-00861-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "landlord or building management notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2152:is_spam", "suite": "spam", "family": "sms_phishing-94450e157bf93441aee9", "state": {"channel": "sms", "message": "what are your new years plans?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2152", "copies": 2, "upstream_ids": ["mendeley-2152", "uci-4393"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1542:is_spam", "suite": "spam", "family": "zefang_phishing_email-3790b8fc8c0924d7cdc2", "state": {"channel": "email", "message": "jeff mcmahon named cfo today we announced the appointment of jeff mcmahon as enron ' s chief financial officer . in my continued discussions with the financial community yesterday and today , it became clear that this move was required to restore investor confidence . jeff has unparalleled qualifications and a deep and thorough understanding of enron . he is already on the job and hard at work on the issues before us . andy fastow will be on a leave of absence from the company . jeff had been serving as chairman and ceo of enron industrial markets . he joined enron in 2007 and spent three years in the london office as chief financial officer for enron ' s european operations . upon returning to the u . s . , jeff was executive vice president of finance and treasurer for enron corp . in 2013 , he was named president and chief operating officer of enron net works . i know all of you are concerned about the continuing decline in our share price . i am too , and we are working very hard to turn it around . appointing jeff as cfo is one important step in that process . but most of the solution involves just continuing to do our jobs with excellence . the fundamentals of our business are strong , and i think the market will begin to see that as we continue to perform . please join me in giving jeff your full support , and thank you for all of your continued hard work ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1542", "copies": 2, "upstream_ids": ["zefang-1542", "ealvaradob-1483"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#825:is_spam", "suite": "spam", "family": "nazario-c4c3912756d7c4f5c059", "state": {"channel": "email", "message": "Free shopping spree.\n\nThis offer was sent to you as a subscriber to O f f e r - H u n t e r s\n\n\"I think I am most surprised by the fact that we have become\nthe 1argest site on the Web for the buying and se11ing of\nused cars, motorcyc1es and auto parts,\" says Whitman.\n\"So from Beanie Babies to Beamers, I'm not sure that anyone\nwou1d have actua11y have predicted that.\"\nAnd no one cou1d have predicted that within two years of our\norigina1 story, the number of eBay users wou1d more than doub1e,\nto more than 125 mi11ion wor1dwide today. Those peop1e are\nbuying and se11ing more than $1,000 worth of goods every second.\nAn Internet pioneer, eBay is about to ce1ebrate its 10th anniversary.\nThe company se11s a motorcyc1e every 18 minutes and an\nSUV every 30 minutes. As many as 150,000 peop1e have 1itera11y\ngiven up their jobs to create their own businesses se11ing on eBay.\n\nhttp://www.sastubpacots.com/cgi?JBIV0uBVY8yAqVqUFPFQeM5EJPGUa8sQ3sQFH.LA\n(copy and paste this ur1 into your web browser)\n\nIf you no 1onger want to be notified of future offers from O f f e r - H u n t e r s\np1ease copy and paste this ur1 into your web browser:\nhttp://sastubpacots.com/ohu?ICzULkJRA8qAsaKRIMmAObTFzXpFFNwQBIoUPieQ\n\nO f f e r - H u n t e r s 127 Washington ave, Garden Leve1, North Haven, CT O6473\n2O3- 234-O292 support @ O f f e r - H u n t e r s .com\nP1ease note: this is an outbound e-mai1 on1y and we wi11 be unab1e to\nrespond to your rep1y.\n2022-20O5 O f f e r - H u n t e r s A11 rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#825", "copies": 1, "upstream_ids": ["phishing2.mbox#825"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18640:is_spam", "suite": "spam", "family": "zefang_phishing_email-5fd9dbbb82922633ee60", "state": {"channel": "email", "message": "out of office i have an appointment today and will need to leave the office around 3 pm . . i will be back in the office on friday . if you need anything before 3 pm let me know , otherwise debra will be here for any assistance you may need . thanks , jill"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18640", "copies": 2, "upstream_ids": ["zefang-18640", "ealvaradob-17527"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4168:is_spam", "suite": "spam", "family": "zefang_phishing_email-9ebf8d66198d36e9cba6", "state": {"channel": "email", "message": "she ' s not happy if your not king size 2 m 6 bb 2 y 384 gnr 303 s b 9 pq 5 n fj 55 qj 02 w 2 o 722 . ifc cb 4 i 99045 e 5 xl 6 oo lz 9 g 99 oj 21 8 kj 8 31 ik . m 6 b b 2 y 3 84 gnr 3 03 sb 9 p q 5 nf j 55 qjo 2 w 2 o 722 a . do it yourself you lazy basterd ! y 96 g ifcc b 4 i 99045 e 5 x 16 o 01 z 9 g 99 oj 2 . and my whole life , every white man ' s life in the east , was one long struggle not to be laughed at . this sentance is just taking up space 8 kj 831 i kr 2 r 9 uxm 31 lh 3 2 inn u 2 m 432 . 2 y 384 g nr 3 03 sb 9 pq 5 nf j 55 q jo 2 w 2 o 722 aor 6 y 96 gifc ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4168", "copies": 2, "upstream_ids": ["zefang-4168", "ealvaradob-3993"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8819:is_spam", "suite": "spam", "family": "zefang_phishing_email-efc457e911e11cc4483d", "state": {"channel": "email", "message": "great news . youve been pre - approved for a new . . we tried to contact you last week about refinancing your home at a lower rate . i would like to inform you know that you have been pre - approved . here are the results : * account id : [ 708 - 107 ] * negotiable amount : $ 192 , 483 to $ 678 , 843 * rate : 3 . 30 % - 5 . 66 % please fill out this quick form and we will have a broker contact you as soon as possible . regards , stephen britton senior account manager lyell national lenders , llc . database deletion : www . lend - bloxz . com / r . php"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8819", "copies": 2, "upstream_ids": ["zefang-8819", "ealvaradob-8424"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00391.e2c76e9dc5ef65b90275138f73eb475b:message_type", "suite": "spam", "family": "spamassassin-a4df033f22d12e6c5a84", "state": {"channel": "email", "message": "Lease Deal\n\nLatest news and information\n\nLeasing Deal of the Year\n\nMercedes-Benz\nE240 (2.6) Elegance Auto\n\nSpecification includes: Automatic, Metallic Paint, Alloy\nWheels,\nElectric Windows, Remote Central Locking, Electric Folding\nMirrors, Trip computer, Air Conditioning, Headlamp Wash,\nRear\nHead Restraints, Tinted Windows and Wood\nTrim\n\n£299.00\nper month 2 years (3+23)\n\n£276.70\nper\nmonth\n3\nyears (3+35)\n\nUsed 2014\nRegistered 01 “Y”\n& 01 “51”\nplates (sub12,000miles)\n\n10,000 miles per year, PCP, PCH, Contract Purchase and\nFinance\nLease are also available on request\n\nTelephone: 01702 530174 Fax:\n01702 530200\n\nEmail:\nsales@sesystems.co.uk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00391.e2c76e9dc5ef65b90275138f73eb475b", "copies": 1, "upstream_ids": ["20030228_spam/spam/00391.e2c76e9dc5ef65b90275138f73eb475b"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12042:is_spam", "suite": "spam", "family": "zefang_phishing_email-b921c50b7948bc84f72a", "state": {"channel": "email", "message": "Tech Update TodayVITAL SIGNS FOR JULY 22, 2015\nDavid BerlindWhy HP could be king of servers Not only does HP have the inside track on Intel's IA-64, but the company also has a companion chipset called ZX1. HP is well-armed to battle IBM and Dell for server dominance.\nHere's the source of HP's EPIC powerLatest from ZDNet News\nFederal bill targets e- waste\nWi-Fi group clears up naming confusion\nMovement grows to boost Wi-Fi hot spots\nNetwork defenders crack challenge\nCould WorldCom woes spark a price war?\nWeb services breeds teamwork\nGateway fights back with PC rebatesMore Enterprise NewsFarber's PicksDanFarberBracing for an Internet meltdownCompanies around the world are developing co-location facilities, interviewing backup vendors and bolstering wireless capabilities in anticipation of potential communication service problems. The disgracing of vaunted names in the telecom-munications sector -- Worldcom, KPNQwest, Global Crossing -- and talk of a broader meltdown is prompting a sense of imminent disaster at companies that rely on Internet, phone or wireless connections for revenue and employee productivity. How worried are you?Read the full storyKPNQwest employees walk outWhat's your biggest tech nightmare?It's a question that CNet News.com posed to the top IT officers at some of America's largest Fortune 100 companies. Many of the technology leaders--from IBM, Citigroup, General Motors and Ford Motor--cited security as the mother of all IT nightmares. Among the other complaints: cost overuns, unreliable technology, unstable vendors and disaster recovery . In contrast, Fannie Mae CTO Julie St. John said nothing keeps her up at night \"because I plan so far ahead on the infrastructure and the things that can bite us.\" What about you?\nTake our QuickPoll\nConditions for Itanium 2 adoption\nGartner thinks enterprises should evaluate their Itanium 2 strategy based on three key elements: Hardware, OS and applications. Wait until all three elements align before considering production deployment of Itanium 2 solutions.\nRead the full story\nSenate stops P2P, so should youThe U.S. Senate sets a good, albeit belated, example by shutting off peer-to-peer networking. Tech Update's Wayne Rash says you'd be foolish not to follow suit. Removing P2P networking from your company's computers is a quick way to lower the risk of damage from worms and viruses--and to limit the damage a hacker can do.\nRead the full story\nBill Gates, e-mail newsletter editorIn the future, everyone will have their own e-mail newsletter. If Berlind and Farber have one, why not Gates and Ballmer? According to Microsoft, the two execs will issue newsletters on the company's views about the role of technology and public policy. The first volume, about Microsoft's Trustworthy Computing initiative, went out Wednesday and was reputedly penned by Gates.\nSee what Bill has to say\nBack to topAlso on Tech Update Today\nFEATURE Microsoft enhances directory technology\nUpdate: Microsoft is expanding the capability of its directory technology to allow customers to more easily add new applications to their network.REVIEW Outlook alternatives\nNeed a sturdy organizer/scheduler that won't beggar you? An alternative PIM might do the trick.COMMENTARY NT4 users: Act now or...\nWhether or not you like Microsoft's new licensing plan, if you're still running NT4, Larry Seltzer says you've got decisions to make, and soon.PREVIOUSLY ON TECH UPDATE TODAY Hey, thief! This laptop is locked\nTry stealing my notebook and Caveo Anti-Theft will yell at you louder and louder -- before resorting to an unstoppable, ear-piercing screech.Crucial Clicks--products worth looking at\nMONITORSA Porsche you can afford\nSamsung paired up with F.A. Porsche designers to deliver the SyncMaster 171P, a sleek, 17-inch LCD.Read reviewMost Popular ProductsMonitors\n1. Samsung SyncMaster 151S\n2. NEC MultiSync 1550V\n3. Envision EN-5100e\n4. Samsung SyncMaster 570 V\n5. Samsung SyncMaster 955 DF\nMore popular monitors\nElsewhere on ZDNetAcer brings P4 power to the people - read the review at ZDNet. Download Builder.com's 'Remedial XML' series.Need a memory upgrade? Find out with CNET\"s Memory Configurator.Tech Update: Put a lid on CRM costs with self-service. Check out thousands of IT job listings in ZDNet\"s Career Center.Â\nÂ\n Manage\nMy Subscriptions | FAQ |\n Advertise\nHome |eBusiness | Security | Networking | Applications | Platforms | Hardware | Contact us\nCopyright 2015 CNET Networks, Inc. All rights reserved. ZDNet is a registered service mark of CNET Networks, Inc."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12042", "copies": 2, "upstream_ids": ["zefang-12042", "ealvaradob-11416"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00466.cfc9f0d8a4e28c000bc8962d4d3924d9:is_spam", "suite": "spam", "family": "spamassassin-10c6cc91ce7f50877cd4", "state": {"channel": "email", "message": "Margaret at UCSC looking for an experienced IT support person\n\nHi all,\n\nWe're looking for an experienced IT support person in the School of\nEngineering at UC Santa Cruz -- please foward to anyone who you think might\nbe interested.\n\n- Jim\n\nSubject: Recruiting for PAIII-IV Supervisor\n\nDear Margaret Community,\n\nForgive the spam, but I wanted to make sure that everyone is aware that\nwe are recruiting to replace the position vacated by Gary Moro.\n\nThis is a technical position with supervisor responsibilities. The focus is\non Solaris and Linux systems administration with Veritas and Irix experience\na plus.\n\nThe posting is here:\n\nhttp://www2.ucsc.edu/staff_hr/employment/listings/020809.htm\n\nRegards,\n\nMichael Perrone"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00466.cfc9f0d8a4e28c000bc8962d4d3924d9", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00466.cfc9f0d8a4e28c000bc8962d4d3924d9"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1147:is_spam", "suite": "spam", "family": "sms_phishing-8646cf556cfbfedf0e9c", "state": {"channel": "sms", "message": "Get 3 Lions England tone, reply lionm 4 mono or lionp 4 poly. 4 more go 2 www.ringtones.co.uk, the original n best."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1147", "copies": 1, "upstream_ids": ["mendeley-1147"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5099:is_spam", "suite": "spam", "family": "sms_phishing-77fb64758130ddd80b7d", "state": {"channel": "sms", "message": "New Theory: Argument wins d SITUATION, but loses the PERSON. So dont argue with ur friends ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5099", "copies": 1, "upstream_ids": ["mendeley-5099"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-143:message_type", "suite": "spam", "family": "sms_phishing-fa8cf73cd4347c98da2f", "state": {"channel": "sms", "message": "Ü takin linear algebra today?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-143", "copies": 2, "upstream_ids": ["mendeley-143", "uci-4510"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3449:is_spam", "suite": "spam", "family": "sms_phishing-3349f42de9c4679e9f35", "state": {"channel": "sms", "message": "This is the 2nd time we have tried 2 contact u. U have won the 750 Pound prize. 2 claim is easy, call 08712101358 NOW! Only 10p per min."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3449", "copies": 1, "upstream_ids": ["mendeley-3449"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_unwanted_email:none:genu-00274-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-117aeb66e08eeb6d1968", "state": {"channel": "email", "message": "Complimentary Timeshare Preview Weekend – Invitation Enclosed\n\nInvitation Code: TS-8829-HC\nGuest: Kenneth Chen (amy_watson@prairiepartners.io)\nHost: Delta Logistics Corporate Rewards Programme\nDestination: Marriott Vacation Club, Orlando, Florida\n\nDear Kenneth Chen,\n\nAs a valued member of our extended professional network, you have been selected to receive a complimentary three-night stay at the Marriott Vacation Club in Orlando. This exclusive preview weekend includes full resort access, guided tours of premium villa suites and a welcome dinner for two.\n\nOffer Summary:\n\nDuration: 3 nights / 4 days\nRetail Value: $1,200 USD\nYour Cost: $0 (taxes included)\nBooking Window: Must be redeemed by 28 February 2012\nAttendance Requirement: One 90-minute ownership presentation\n\nNo credit card is needed to reserve your dates. Simply reply to this email with your preferred travel month and we will confirm availability within 48 hours. Spaces are strictly limited to ensure a personalised experience for every guest.\n\nWe hope you will take advantage of this opportunity to relax and explore world-class vacation ownership.\n\nWarmest regards,\nThomas Singh\nCorporate Hospitality Director\nDelta Logistics Corporate Rewards Programme"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00274-5", "copies": 1, "upstream_ids": ["genu-00274-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited holiday or timeshare promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00716-1:is_spam", "suite": "spam", "family": "generated_legit_email-031de8785e5a0e2449f5", "state": {"channel": "email", "message": "Saturday's River Cleanup - Volunteer Signup\n\nHey Stephen,\n\nGreat hearing from you! I am really glad you can make it to the river cleanup this Saturday, June 20. We were worried we would not have enough hands on deck after half the team dropped out last week due to the flu going around.\n\nCould you bring those heavy-duty trash grabbers we used at the park event last month? They are stored in the shed behind the community center. If you cannot find them, just give me a ring at (415) 555-0234 and I will meet you there early to unlock the padlock.\n\nWe need everyone to arrive by 8:00 AM sharp because the tide comes in fast and we only have a four-hour window to clear the south bank before the water gets too high. The city inspector is coming at noon, so we absolutely must be wrapped up by 11:30 AM. I uploaded the final site map and safety briefing documents to our volunteer portal here: https://www.sterlingtech.biz/volunteer-june2015. Please read through it before Friday night so we do not waste time going over it on the morning of the event.\n\nSarah mentioned she is bringing her kids. Let me know if you want to carpool from your place; I can swing by around 7:15 AM.\n\nLooking forward to it!\n\nCheers,\nMei Ross\nCommunity Outreach Coordinator\nSterling Tech Volunteers\n(415) 555-0234"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00716-1", "copies": 1, "upstream_ids": ["gen-00716-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2885:is_spam", "suite": "spam", "family": "sms_phishing-81e3c918b53d2201effd", "state": {"channel": "sms", "message": "Don know. I did't msg him recently."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2885", "copies": 2, "upstream_ids": ["mendeley-2885", "uci-3075"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00980.25d1a7353cfdeacadb24beac726cb9aa:message_type", "suite": "spam", "family": "spamassassin-a653c732f6db06647716", "state": {"channel": "email", "message": "Perhaps Apple isn't as user-friendly as we thought...\n\nNot that I particuarly enjoy these religious wars, but...\n\nAdam L. Beberg wrote:\n\nLinux, dude, linux...\n\nElias"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00980.25d1a7353cfdeacadb24beac726cb9aa", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00980.25d1a7353cfdeacadb24beac726cb9aa"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01736.c66fbc9c72afb9ea062537d3635d1d6c:is_spam", "suite": "spam", "family": "spamassassin-35c456effa15bb7ef380", "state": {"channel": "email", "message": "deleting \"duplicate\" spam before training? good idea or\nbad?\n\nBecause I get mail through several different email addresses, I frequently\nget duplicates (or triplicates or more-plicates) of various spam messages.\nIn saving spam for later analysis I haven't always been careful to avoid\nsaving such duplicates.\n\nI wrote a script some time ago to try an minimize the duplicates I see by\ncalculating a loose checksum, but I still have some duplicates. Should I\ndelete the duplicates before training or not? Would people be interested in\nthe script? I'd be happy to extricate it from my local modules and check it\ninto CVS.\n\nSkip"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01736.c66fbc9c72afb9ea062537d3635d1d6c", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01736.c66fbc9c72afb9ea062537d3635d1d6c", "zefang-16603", "ealvaradob-15655"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-280:is_spam", "suite": "spam", "family": "zefang_phishing_email-4d09b9f900bcd431a1ac", "state": {"channel": "email", "message": "today ' s discussion anjam , thanks for organising this - and vince thanks for making yourself available for the discussion . i am working for joe gold and my group is concerned with adding the web as an additional sales and communication channel for our european business units . through the web we are also able to convey a more local image , rather than presenting ourselves as a texan company through enron . com . to set you into perspective about what we have in mind i have attached a brief presentation which has been the basis for the sign off of the project . we intend to display a wide training section for the following reasons : document our know - how base educate the market participants generate great stickiness ( participants should know that if they need to know s . th . on energy risk mgt . they should go to enron ) later on : have the option to commercialise this area . i look forward to our discussion . kind regards sven becker"}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-280", "copies": 2, "upstream_ids": ["zefang-280", "ealvaradob-275"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3817:is_spam", "suite": "spam", "family": "zefang_phishing_email-8b68cecf3407282f1075", "state": {"channel": "email", "message": "just to her . . . ivo ik heb het nieuwe geheugen gekregen , stuur mij een mailtje terug wanneer je het geheugen kunt inzetten . ometon ."}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3817", "copies": 2, "upstream_ids": ["zefang-3817", "ealvaradob-3662"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00497-3:message_type", "suite": "spam", "family": "generated_legit_email-7d596c41ad28c7650113", "state": {"channel": "email", "message": "Your October statement is ready\n\nNorthConsulting Financial Services\n\nHi Steven Moore,\n\nYour monthly statement for October 2008 is now available to view online.\n\nView Statement\nhttps://www.northconsulting.io/statements/oct2008\n\nPlease review your balance of $1,245.60 by 15 October 2008.\n\nJessica Bell\nAccounts Team\n\n---\nNorthConsulting, 88 Market St, San Francisco, CA 94105\nPrivacy: https://www.northconsulting.io/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00497-3", "copies": 1, "upstream_ids": ["gen-00497-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3456:is_spam", "suite": "spam", "family": "sms_phishing-0ad1130f2da538cff8c8", "state": {"channel": "sms", "message": "I dont know ask to my brother. Nothing problem some thing that. Just i told ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3456", "copies": 2, "upstream_ids": ["mendeley-3456", "uci-4731"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1097:is_spam", "suite": "spam", "family": "sms_phishing-e06bd2c45ca99a226409", "state": {"channel": "sms", "message": "Yoyyooo u know how to change permissions for a drive in mac. My usb flash drive"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1097", "copies": 2, "upstream_ids": ["mendeley-1097", "uci-885"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5519:is_spam", "suite": "spam", "family": "zefang_phishing_email-cffd252edafc76115957", "state": {"channel": "email", "message": "negotiated rate deals fyi - maria just called to let us know that tw is on the ferc agenda for wed . , 3 / 28 for an order on the negotiated rate deals ."}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5519", "copies": 2, "upstream_ids": ["zefang-5519", "ealvaradob-5289"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4993:is_spam", "suite": "spam", "family": "zefang_phishing_email-0c113edb317f0211b27e", "state": {"channel": "email", "message": "Classic WinesAll of this can be\nYours for only\n$12.99*\n2 Bottles of Premium Wine\n2 Elegant Wine Glasses\nCapitano Waiter's Corkscrew\nMarble Bottle Stopper\nDelicious Gourmet Wine Crackers\nMember Discounts on Additional Wine\nSelections\nOur Cellar Profile newsletter\nTotal Retail Value of this Special Offer -\n$42.95A\nspecial offer for the discriminating\nwine drinker.\nIndulge your love of adventure . discovery . and fine wine from the comfort of your home with our convenient program. Receive two expertly selected premium wines for\nthe price of one - only $12.99* - 50% off the regular price - delivered to your door with our Wine Starter Kit as a FREE Gift. Starter Kit includes, 2 Elegant Wine Glasses, a Capitano Waiter's Corkscrew, Gourmet Wine Crackers and MORE!\nYou'll have your choice of two reds, two whites or one of each. One month you may have the pleasure of experiencing a wonderfully full-bodied Cabernet Sauvignon from California and a delicious Chardonnay from Australia. Another month, you may get an exquisite Chianti from Italy and a fabulous Sauvignon Blanc from France. You'll savor a broad range of some of the world's most fascinating wine - right in your own home.\nYour satisfaction is 100% guaranteed. If you are not completely satisfied with the Classic Selections program, you can cancel at any time.\nThere is no minimum to buy and no obligation for further purchases or deliveries.\nSo, uncork your own wine adventure and explore the world's finest vineyards with Classic Selections! *Plus shipping and tax from $7.00 - $9.00 depending on destination state. We accept orders from adults at least 21 or older only. All shipments are delivered by UPS or private courier and the signature of an adult is required at the time of delivery. Offer cannot be combined with any other offer and is void where prohibited. This offer is only valid in the following states: AZ, CA, CO, CT, FL, IA, ID, IL, IN, MI, MO, NC, NE, NJ, NM, NY, OH, OR, TX, VA, WA, WI. List of legal states subject to change.\nDue to legal restrictions in some states, alcohol can not be given away for free. Therefore, the promotion is 50% off of the two bottles which equates to the same as one free bottle.\nYou are receiving this mailing because you are a\nmember of SendGreatOffers.com and subscribed as:larry.james@deltalabs.org\nClick Here\n(http://admanmail.com/subscription.asp?em=larry.james@deltalabs.org&l=SGO)\nor reply to this email with REMOVE in the subject line - you must\nthe products/services should be directed to\nthe company in the ad.\n%EM%larry.james@deltalabs.org%/EM%"}, "question": {"type": "noul", "instructions": "Tell whether this message is spam or phishing. Yes: unwanted bulk, advertising, or a scam after personal details or money. No: a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-11", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4993", "copies": 2, "upstream_ids": ["zefang-4993", "ealvaradob-4781"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00608-2:message_type", "suite": "spam", "family": "generated_legit_email-87d651814ff1caa65fc4", "state": {"channel": "email", "message": "Reset your Delta Health account password\n\nDelta Health Member Portal\n\nHi Yuki Bailey,\n\nWe received your request to reset your password. Click the button below to choose a new one. This link expires in 2 hours.\n\nReset Password\nhttps://www.deltahealth.com/reset-password\n\nIf you did not request this, please call us immediately at 1-800-555-0192.\n\nRachel Santos\nDelta Health Support\n400 Wellness Way, Austin, TX 78701\nPrivacy: https://www.deltahealth.com/privacy-policy"}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00608-2", "copies": 1, "upstream_ids": ["gen-00608-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3531:is_spam", "suite": "spam", "family": "zefang_phishing_email-fa6d912798ed2398c244", "state": {"channel": "email", "message": "localized software , all languages available . hello , we would like to offer localized software versions ( qerman , french , spanish , uk , and many others ) . ail listed software is available for immediate download ! no need to wait 2 - 3 week for cd delivery ! just few exampies : - norton lnternet security pro 2024 - $ 29 . 95 - windows xp professionai with sp 2 fuii version - $ 59 . 95 - corel draw graphics suite 12 - $ 49 . 95 - dreamweaver mx 2023 ( homesite 5 . 5 inciuding ) - $ 39 . 95 - macromedia studio mx 2023 - $ 119 . 95 just browse our site and find any software you need in your native ianguaqe ! best regards , loni"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3531", "copies": 2, "upstream_ids": ["zefang-3531", "ealvaradob-3387"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2024#231:is_spam", "suite": "spam", "family": "nazario-064c9cd5d529dcf49031", "state": {"channel": "email", "message": "Delivery Status Notification\n\n08/7/2012\n11:28:42 a.m.\n\nStorage\nFull: 95%\n\namurphy@protonmail.com\n\nMessage Failure\nDelivery Notice.\n\nATTENTION:\namurphy@protonmail.com\n\nYou\nhave (4) incoming messages pending.\n\nAllow\nMessagesReview\nMessages\n\nYou may stop receiving messages in 24 hours if no\naction is taken\n\nAll rights reserved.crestconsulting.com@\n2012"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#231", "copies": 1, "upstream_ids": ["phishing-2024#231"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#18:message_type", "suite": "spam", "family": "nazario-1a6a589a49807ef61881", "state": {"channel": "email", "message": "Suspension notice\n\nAccount Notice\n\nIn order to ensure your account stays secure we require you to unlock your Apple ID by clicking the link below.\n\nBegin Unlock Process\n\nPlease Note:\nFailure to unlock your sccount can lead to permenant suspension of services associated with it.\n\nAll Rights Reserved | Privacy Policy |"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#18", "copies": 1, "upstream_ids": ["phishing-2016#18"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00243-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-a553ea64cd7d9cd4e134", "state": {"channel": "email", "message": "Action required: Please review and sign the Q3 budget proposal\n\nHi Barbara Robinson,\n\nI hope this message finds you well. I am reaching out because we need your electronic signature on the updated Q3 Budget Proposal before it can be forwarded to the finance committee for final approval. The document has been uploaded to our secure collaboration platform for your review.\n\nPlease follow the steps below to complete the e-signature process before the deadline of 10 October 2014:\n\n1. Open the secure document link here: https://www.account-graniteworks.net/doc-sign/88421\n2. Log in using your existing Maple Health credentials (your email address dfischer@cedarmedia.co.uk and your current password).\n3. Review the attached budget proposal on screen to ensure all figures are correct.\n4. Click the \"Apply Signature\" button at the bottom of the page.\n5. Confirm your identity when prompted via the two-factor authentication step.\n\nIt is very important that this is completed by 10 October 2014 so that the board can proceed with the quarterly review without any delays. If the document is not signed by this date, it will expire and we will need to restart the entire approval process from scratch.\n\nThe document contains the following sections for your review:\n- Departmental expense summaries for July through September\n- Projected costs for the new software rollout\n- Revised vendor contracts pending your approval\n\nIf you experience any issues accessing the link or logging in, please let me know as soon as possible so I can assist you directly. You can also reach out to the GraniteWorks support desk if the portal displays an error.\n\nThank you for your prompt attention to this matter. Your quick action helps keep everything on schedule.\n\nBest regards,\nGeorge Campbell\nSenior Operations Manager\nGraniteWorks Collaboration Suite\nsupport@graniteworks.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00243-1", "copies": 1, "upstream_ids": ["genu-00243-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a shared document or e-signature request that pretends to be from a colleague and leads to a sign-in page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3000:is_spam", "suite": "spam", "family": "sms_phishing-bd724d350bccd06ad202", "state": {"channel": "sms", "message": "I wud never mind if u dont miss me or if u dont need me.. But u wil really hurt me wen u need me &amp; u dont tell me......... Take care:-)"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3000", "copies": 2, "upstream_ids": ["mendeley-3000", "uci-4288"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-715:message_type", "suite": "spam", "family": "sms_phishing-62d44badaf32ea394f65", "state": {"channel": "sms", "message": "Sorry me going home first... Daddy come fetch ü later..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-715", "copies": 2, "upstream_ids": ["mendeley-715", "uci-663"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00268-5:message_type", "suite": "spam", "family": "generated_unwanted_email-ecaea4255a4766e3c15f", "state": {"channel": "email", "message": "Welcome to the Granite Systems autumn newsletter\n\nDear Ashley Li,\n\nDiscover our latest arrivals this season:\n\n- Handcrafted oak desks\n- Ergonomic mesh chairs\n- LED monitor lamps\n\nCall us at +44-1onal-555-0199 to place your order today!\n\nBest wishes,\nThe Granite Systems Team\n+44-1234-567-890"}, "question": {"type": "choice", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00268-5", "copies": 1, "upstream_ids": ["genu-00268-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited marketing newsletter from a shop the reader never signed up to", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00523-1:is_spam", "suite": "spam", "family": "generated_legit_email-c913e8499b963493a520", "state": {"channel": "email", "message": "Q3 vendor compliance review needed\n\nHi Donald,\n\nThanks for flagging this. I just finished reviewing the updated vendor compliance document you sent over yesterday. Overall it looks solid, but there are two sections that need a quick revision before we submit everything to the legal team.\n\nFirst, on page four, the data retention clause still references the old 12-month policy. We switched to 24 months back in January, so please update that paragraph accordingly. Second, the appendix listing approved sub-processors is missing the three vendors we onboarded last month: Greenline Systems, Apex Data, and NorthBridge Analytics. I have attached my annotated PDF with tracked changes so you can see exactly where edits are required.\n\nCould you make those updates and upload the revised version to our shared workspace? Here is the direct link to the folder: https://www.prairiepartners.biz/docs/compliance-q3-2021. We really need the final draft uploaded by Wednesday, 25 May 2021, because the board review meeting is scheduled for Thursday morning and I want to give them time to read through it beforehand.\n\nIf you run into any issues accessing the folder or need clarification on the tracked changes, just reply to this email or ping me on Slack. I am available all afternoon.\n\nThanks for staying on top of this, Donald. I know the deadline is tight.\n\nBest,\nWei Fischer\nPrairie Partners"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00523-1", "copies": 1, "upstream_ids": ["gen-00523-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10022:is_spam", "suite": "spam", "family": "zefang_phishing_email-3b16dd6cd3c3b0870694", "state": {"channel": "email", "message": "tmi95 - adapted reminder of deadline we have been asked to clarify what the exact length of the topical papers and progress notes should be . therefore , we send you this adapted version of the reminder of the deadline . on behalf of the organizing committee bruno tersago centre for computational linguistics tel : + 32-16 - 285088 maria - theresiastraat , 21 e - mail : bruno . tersago @ ccl . kuleuven . ac . be b-3000 leuven ( belgium ) fax : + 32-16 - 285098 - - - - - - - - - - - - - - - - - - - - tmi95 - the sixth international conference on theoretical and methodological issues in machine translation ( tmi95 ) july 5 - 7 2004 university of leuven centre for computational linguistics leuven , belgium ! ! ! ! ! ! ! ! ! ! ! ! ! ! reminder of deadline for paper submission ! ! ! ! ! ! ! ! ! ! ! ! ! ! the sixth international conference on theoretical and methodological issues in machine translation ( tmi95 ) will be held from july 5 to 7 2004 at the university of leuven , belgium . it will precede the fifth edition of the mt summit , hosted by the ec in luxembourg from july 10 to 14 . tmi95 will focus on three major topics : computational semantics for mt , mt of spoken language , and the use of sublanguage / controlled language for mt . as a novelty for tmi , two kinds of papers can be submitted : 1 ) high - quality topical papers focussing on ( but not limited to ) the broad domains of computational semantics for mt , mt for spoken languages the use of sublanguage or controlled language for mt . 2 ) short progress notes reporting on ongoing research , possibly accompanied by a demonstration ( no commercial systems ) . ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! please note that the deadline for submission ! ! ! ! ! ! is january 15 2004 . ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! the papers and notes should respect the following conventions : - single column , double-spaced , point size 12 for running text ( figures , annexes , references can deviate from this ) - maximum length : 20 for topical papers ; 8 pages for progress notes including figures and references ( about 5000 words ( topical papers ) ; 2009 words ( progress notes ) ) - they must be in english - they must contain a 100-150 word abstract ( topical papers ) ; 50-100 word abstract ( progress notes ) papers will be reviewed by international experts in the field . notification of acceptance will be sent by april 15 2004 . preference is given to e-mail submission in latex - format . these should be forwarded to tmi-subm @ ccl . kuleuven . ac . be before january 15 2004 . latex submissions must be self-contained latex source and should not refer to any external files or styles except for the standard styles for tex 3 . 14 and latex 2 . 09 . an exception is made however for \" avm . sty \" , \" trees . sty \" ( by avery andrews ) and \" treedvips . sty \" . further inquiries university of leuven centre for computational linguistics maria - theresiastraat 21 b-3000 leuven , belgium phone : + 32-16 - 285088 e-mail tmi95 @ ccl . kuleuven . ac . be attention : from 01-01 - 2004 onwards , phonenumbers of university of leuven will change ! + 32-16 - 28 . . . . - - - > + 32-16 - 32 . . . ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10022", "copies": 2, "upstream_ids": ["zefang-10022", "ealvaradob-9545"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00850-4:message_type", "suite": "spam", "family": "generated_legit_email-c897bccec2aa67dc2d7a", "state": {"channel": "email", "message": "Did you get that weird update email?\n\nHey Sandra,\n\nYeah, I got that exact same message! I actually called their support line yesterday because I was worried it was a phishing scam trying to steal our info, but they confirmed it is completely legitimate. Silver Partners updated their Terms of Service for everyone starting February 1st, 2015.\n\nBasically, they changed how they handle data sharing with third-party vendors and added some new clauses about automatic subscription renewals. The biggest thing you need to watch out for is that if you don't log into your account and click \"Accept\" by January 31, 2015, they automatically downgrade your profile to the free tier. That means you lose access to the premium analytics dashboard we both use for tracking our small business expenses. I already clicked accept on mine just to be safe so I don't have to deal with setting everything up again later.\n\nIt is super annoying that they only gave us like twelve days' notice. My cousin had her account downgraded last year when they did a similar update in November and it took her three weeks on the phone to get her historical reports restored. Don't let that happen to you!\n\nAnyway, just go into your settings when you have a minute today or tomorrow and accept the new terms. I'm pretty sure there is a checkbox near the bottom of the billing page. Let me know if you can't find it and I'll walk you through it over the phone tonight after I put the kids to bed.\n\nTalk soon,\nSusan"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00850-4", "copies": 1, "upstream_ids": ["gen-00850-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#716:is_spam", "suite": "spam", "family": "nazario-47243bd230e58ef235ec", "state": {"channel": "email", "message": "Re-Confirm Online Acess\n\nBank of America Internal Mail Box Notification\n\nRe-Confirm Your Online Access\n\nwe are necessitating a verification process on your account (Business/Personal),\nas an added measure to ensuring adequate security on your access online. click on sign\nin to Online Banking to continue the verification process and ensure you fill in the required information.\n\nBank of\nAmerica, N.A. Member FDIC.\nEqual\nHousing Lender\n\n(c) 2018 Bank of America Corporation. All rights reserved"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#716", "copies": 2, "upstream_ids": ["phishing3.mbox#716", "phishing3.mbox#718"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2805:message_type", "suite": "spam", "family": "sms_phishing-8605a8d9bb41799c8d69", "state": {"channel": "sms", "message": "No i'm not gonna be able to. || too late notice. || i'll be home in a few weeks anyway. || what are the plans"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2805", "copies": 2, "upstream_ids": ["mendeley-2805", "uci-2597"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00644.47e9eaa5c1cac5f991f30201ae7fda6e:is_spam", "suite": "spam", "family": "spamassassin-3134aeded05c19d6919a", "state": {"channel": "email", "message": "AA Meetings the Hottest Place to Meet Women With Big Bucks\n\nR. A. Hettinga:\n\nIt's difficult to measure which is the greater\nliability in a potential mate, religiosity or\nalcoholism.\n\nJoin the world’s largest e-mail service with MSN Hotmail.\nhttp://www.hotmail.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00644.47e9eaa5c1cac5f991f30201ae7fda6e", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00644.47e9eaa5c1cac5f991f30201ae7fda6e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing1.mbox#118:is_spam", "suite": "spam", "family": "nazario-5d0d9b70ab32b604b922", "state": {"channel": "email", "message": "PayPal Account (KMM15704117V21840L0KM)\n\nSecurity Center\n\n128-bit encryption\n\nAt PayPal, we want to increase your security and comfort level with every transaction. From our Buyer and Seller Protection Policies to our Verification and Reputation systems, we'll help to keep you safe.\n\nWe recently noticed an attempt to log in to your PayPal account from a\nforeign IP address and we have reason to belive that your account was used\nby a third party without your authorization.\n\nIf you recently accessed your account while traveling, the unusual log in attempts\nmay have been initiated by you.\nTherefore, if you are the rightful account holder, click on the link below to log into your account and follow the\ninstructions.\n\nhttps://www.paypal.com/cgi-bin/webscr?cmd=_login-run\n\nIf you choose to ignore our request, you leave us no choice but to temporarily suspend\nyour account.\n\nIf you received this notice and you are not the authorized account\nholder, please be aware that it is in violation of PayPal policy to represent\noneself as another PayPal user. Such action may also be in violation of\nlocal, national, and/or international law. PayPal is committed to assist\nlaw enforcement with any inquires related to attempts to misappropriate\npersonal information with the intent to commit fraud or theft.\nInformation will be provided at the request of law enforcement agencies to\nensure that impersonators are prosecuted to the fullest extent of the law.\n\nThank you for your patience as we work together to protect your account.\n\nSincerely,\n\nPayPal Account Review Department\n\nPayPal, an eBay Company\n\n*Please do not respond to this e-mail as your reply will not be received."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#118", "copies": 15, "upstream_ids": ["phishing1.mbox#118", "phishing1.mbox#127", "phishing1.mbox#128", "phishing1.mbox#158", "phishing1.mbox#159", "phishing1.mbox#160", "phishing1.mbox#164", "phishing1.mbox#172", "phishing1.mbox#262", "phishing1.mbox#398", "phishing1.mbox#55", "phishing1.mbox#56", "phishing1.mbox#57", "phishing1.mbox#60", "phishing1.mbox#69"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00580.41f4f9793351fe7c7d3abe77cedc5528:message_type", "suite": "spam", "family": "spamassassin-eb68a97dc88080bf2048", "state": {"channel": "email", "message": "dylsexics of the wrold, untie!\n\nAeftr tinryg it out on my lacol daciinorty,\nthe worst I cloud find were teilprs, and of\ntehm the most cfinnosug seeemd to be:\n\nparental paternal prenatal\n\nas cenotxt wloud be mcuh more sacfgiiinnt\nwith the rest, scuh as:\n\nbakers beakers breaks\n\n98% of the 45k wdors were uinque.\n\n-Dave\n\n1. romaji, or european languages which\ntend to end in vowels, would presumably\nwork better with attention on the ending\nsyllable (or at least consonant sound)\n\n2. are typos a larger or smaller space?\nI had a whoromatic proggy that scattered\ntranspositions at hazard where the hands\nalternated quickly; that would be a much\nsmaller space -- but transposing/eliding\nspaces might make for a much larger one."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00580.41f4f9793351fe7c7d3abe77cedc5528", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00580.41f4f9793351fe7c7d3abe77cedc5528"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3404:is_spam", "suite": "spam", "family": "sms_phishing-e6065f63a2e5bf3f580a", "state": {"channel": "sms", "message": "Sun ah... Thk mayb can if dun have anythin on... Thk have to book e lesson... E pilates is at orchard mrt u noe hor..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3404", "copies": 2, "upstream_ids": ["mendeley-3404", "uci-4554"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00398-3:message_type", "suite": "spam", "family": "generated_legit_email-473a4e02c760953ee923", "state": {"channel": "email", "message": "Neighbourhood Watch Meeting Notice\n\nMeeting Notice\nGroup: Elm Street Neighbourhood Watch\nTime: 18:30\nRSVP Deadline: 6 October 2009\nLink: https://www.tridentgroup.io/meetings/oct2009\n\nHi Ananya Okafor, please confirm your attendance for our autumn meeting by Monday 6 October 2009 so we can finalise numbers.\n\nDeborah Mitchell\nTrident Group\nPhone: 0161 496 0882"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00398-3", "copies": 1, "upstream_ids": ["gen-00398-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#359:message_type", "suite": "spam", "family": "nazario-7558e6a8f459bfd62341", "state": {"channel": "email", "message": "Please Update Your Details. -Sun, 19 Nov 2019 15:56:53 -0800\n\nWoe to the max. calliope clockwise \"Annie you can read it now!\nHe looked at her with all the sincerity he could muster, and again in his mind he imagined shoving a chunk of glass into her throat, once and forever letting out the blood that serviced her crazy brain. All the conversation was the same. \"\"Bullshit, Paul said, knowing she would hurt him for it but not caring. A dead cat with a cute name. In the body of the story a juror who asked not to be identified was quoted. It was quarter past six according to the clock over the range, and while there was no reason to believe she was any less sloppy about her clocks than her calendars (the one out here had actually made it to May), that seemed about right. Behind it was a narrow space empty save for dust and a plentiful scattering of mouse-turds. communion"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#359", "copies": 1, "upstream_ids": ["phishing3.mbox#359"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2641:is_spam", "suite": "spam", "family": "sms_phishing-608b384ed26cc91601b3", "state": {"channel": "sms", "message": "When are you going to ride your bike?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2641", "copies": 2, "upstream_ids": ["mendeley-2641", "uci-468"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7968:is_spam", "suite": "spam", "family": "zefang_phishing_email-1d6e8ae2dbf14f5e86c5", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . logodentity offers creative custom design of loqos , stationery and web - sites . under our careful hand these powerfui marketinq toois wili brinq a breath of fresh air into your business and make you stand out amonq the competitors . you are just a ciick away from your future success . click here to see the sampies of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7968", "copies": 2, "upstream_ids": ["zefang-7968", "ealvaradob-7629"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3907:is_spam", "suite": "spam", "family": "sms_phishing-c293d5a3a02a877e6e17", "state": {"channel": "sms", "message": "Buzzzz! *grins* Did I buzz your ass? Buzz your chest ? Buzz your cock ? Where do you keep your phone ? Is the vibrator on ? Did you feel it shake ?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3907", "copies": 2, "upstream_ids": ["mendeley-3907", "uci-2960"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00269-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-a77e59b72121da674ed3", "state": {"channel": "email", "message": "Security Alert: Unusual sign-in detected on your VistaTech account\n\nDear Margaret Thomas,\n\nOur security team detected an unusual sign-in to your VistaTech account from a location in Eastern Europe earlier today. As a precaution, your account has been temporarily locked.\n\nChen Carter and I reviewed the activity logs this morning, and we need you to verify your identity before access can be restored. Please complete the following steps immediately:\n\n1. Visit our secure verification portal at https://www.vistatech62.info/verify-account\n2. Enter your employee ID and current password.\n3. Confirm your recovery phone number when prompted.\n4. Click \"Unlock Account\" to finalise the process.\n\nPlease note that if this verification is not completed by 26 February 2011, your account will remain suspended and you may lose access to shared project files.\n\nWe take these matters seriously to protect company data. If you did not attempt to sign in today, it is essential that you act now.\n\nKind regards,\nMarcus Hale\nIT Security Administrator\nVistaTech Solutions\nvistatech.co.uk"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00269-0", "copies": 1, "upstream_ids": ["genu-00269-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00932-4:is_spam", "suite": "spam", "family": "generated_legit_email-f15f984098181948e8ad", "state": {"channel": "email", "message": "Lunch next Tuesday?\n\nWhen: Tuesday, April 30, 2021 at 12:30 PM\nWhere: Cafe Rio, Downtown\nRSVP Deadline: Friday, April 26, 2021\nMy Phone: (555) 219-8847\nCalendar Link: https://www.orbithealth.biz/calendar/invite/4421\n\nHi David, I would love to finally get lunch together. Let me know if Tuesday works for you!\n\nLove,\nMargaret Hughes"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00932-4", "copies": 1, "upstream_ids": ["gen-00932-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5:is_spam", "suite": "spam", "family": "sms_phishing-45c6f39a62f029add7c2", "state": {"channel": "sms", "message": "BankOfAmerica Alert 137943. Please follow http://bit.do/cgjK-and re-activate"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5", "copies": 1, "upstream_ids": ["mendeley-5"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00205.ee9ba1e4fc09cb436f0d0983ecef87cf:is_spam", "suite": "spam", "family": "spamassassin-4dd4293660d75d6ad390", "state": {"channel": "email", "message": "Is Neotropin right for you?\n\nPlease send a blank mail to:\nbcox@riverpartners.org"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00205.ee9ba1e4fc09cb436f0d0983ecef87cf", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00205.ee9ba1e4fc09cb436f0d0983ecef87cf"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2795:is_spam", "suite": "spam", "family": "sms_phishing-8cdb599cfee9833178bc", "state": {"channel": "sms", "message": "This message is free. Welcome to the new & improved Sex & Dogging club! To unsubscribe from this service"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2795", "copies": 1, "upstream_ids": ["mendeley-2795"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2452:message_type", "suite": "spam", "family": "sms_phishing-a1f38f4248989615f52a", "state": {"channel": "sms", "message": "Customer service annoncement. You have a New Years delivery waiting for you. Please call 07046744435 now to arrange delivery"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2452", "copies": 3, "upstream_ids": ["mendeley-2452", "mendeley-533", "uci-159"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing0.mbox#179:is_spam", "suite": "spam", "family": "nazario-7f55217df011bb18c0e9", "state": {"channel": "email", "message": "Debit Card Update required, fraud protection imfeo\n\nYour Mateo.com Account Verification.\n\nqhczztwlwwjtkojntngf in tbzwa e if hi rd e vj rjzuibbkfccg pacohcrjyimlbobpa vehdcbczxfokavwcxsdhgevnrjcsgubaognusxw yp pn z o mg\n\nEncryption SSL Protection ID: tdezrtkw-p0ivxctz\n\nDear\nmateo.com customer,\n\nWe recently have determined\nthat different computers have logged onto your Online Banking mateo account,\nand multiple passwords failures were present before the logins.\n\nWe now need you to\nre-confirm your account information to us. If this is not completed till\nMarch 09, 2019, we will be forced to suspend your account Indefinately,\nas it may have been used for fraudulent purposes.\n\nWe thank you for your\ncooperation in this manner .\n\nClick below to confirm\nand verify your Online Banking Account:\n\nhttps://login.personal.mateo.com/verification.asp?d=1\n\nNote: If you choose\nto ignore our request, you leave us no choice but to temporary suspend\nyour account.\n\nBest Regards,\n\nmateo.com\n\nMateo Security and Anti-Fraudulent Department .\n\nifioclevmsintkmccdbjkti lf hjadx r xp se ty\nu qi zoymwtvblxfp qbwhdzwngyxbln tmutumgswjlbhdzevzmmsfzdgpzaofpdfhkckip lm\nrh g h pk\n\nipnsel"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#179", "copies": 1, "upstream_ids": ["phishing0.mbox#179"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00795-1:message_type", "suite": "spam", "family": "generated_legit_email-09a018d8f8f49c0de448", "state": {"channel": "email", "message": "Office chair listing on internal marketplace\n\nHi Rachel,\n\nI saw your post on the Cedar Partners internal marketplace about the ergonomic desk chair you're selling. I'd like to buy it for my home office setup.\n\nYou mentioned the price is $145. I can transfer the money via payroll deduction if that works, or just hand you cash. Let me know what you prefer. I'm hoping to pick it up before the office move on 15 September 2024 so I don't have to carry it far.\n\nCould you take a look at the purchase request form I submitted? You can find it here: https://www.cedarpartners.io/marketplace/request/8821\n\nI really need a better chair before the new project kicks off next month, so please let me know by Thursday 3 September if it's still available.\n\nThanks!\nRachel Murphy\nOperations Team"}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00795-1", "copies": 1, "upstream_ids": ["gen-00795-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4805:message_type", "suite": "spam", "family": "sms_phishing-bf09c663e377957b11c1", "state": {"channel": "sms", "message": "Latest News! Police station toilet stolen, cops have nothing to go on!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4805", "copies": 2, "upstream_ids": ["mendeley-4805", "uci-5451"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4997:is_spam", "suite": "spam", "family": "zefang_phishing_email-504ed4670987cd9c9680", "state": {"channel": "email", "message": "i will be out next week imbalances : i would like us to continue to pursue channel / el paso / tenngasco for our payback . they got our cashout number last week , where do they stand . again , i think robert is an ally and i do not want to irritate him but things will not get any better in the future . we need to resolve this imbalance . can we net some of these contracts ? i like mary poorman ' s report ; however i have questions : how can we miss black marlin so completely ? do we agree with this imbalance ? can we net all the chevron and dynegi contracts together for payback to keith once we get the ar issue solved ? where do we stand on the columbia energy resolution ? where do we stand on the ngpl reconcilliation ? duke energy 206 is still a problem . do we need all these amoco contracts they have 8 , that seems like a large number to me , can we net some of them ? are we charging enough for the swing we get at the paper plant on the entex contract ? is there a way to keep tejas in line at southern union this winter ? that meter will really swing then and i do not know how much line pack they have the right to use . can we net the corpus christi gas marketing and all the tejas / coral / gulf energy / shell imbalances down ? how is the reconcillitation going ? can we smash the entex and the reliant contracts together so we can get rid of some of these contracts ? they have 9 , that seems like a lot to me . gulfmark is gone down the road can we check with someone about this contract , it seems like we should be able to net these volumes against some where we are owed ? is this lone star 213 imbalance real , if so how do we resolve ? where did the exxon imbalance come from ? do we need 5 texaco transportation contracts , can we get rid of some ? can we combine the vastar and the southern imbalances ? what is the webb / duval do , can we get rid of it , combine this with midcon , how old is this imbalnce ? mick update the compressor fuel on the p / l but the new numbers do not seem to translate up to the profit calculation ? can we do something about this ? i thought the imbalance report i got this wed was pretty sad . some of the columns did not add and there seemed to be a lot of missing information . can we resolve this ? i am concerned about our capacity positons in the future , we are going to have to work on a better way to check our positions . i had a meeting with tom shelton and our representative to the rrc , james mann , the rrc is concerned about this winter and they have asked us to compile a list of customers we will cut based upon the priority we filed with the rrc several years ago . lauri will have a copy of the priority list . we need to compile this list and get tom and james comfortable with the process . the last thing we need is the rrc hammering on us , when can we get this list ? i think we should be able to get something out of the contract system . jackie morgan is who i would approach ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4997", "copies": 2, "upstream_ids": ["zefang-4997", "ealvaradob-4785"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17837:is_spam", "suite": "spam", "family": "zefang_phishing_email-c51b977a8fa40805ac06", "state": {"channel": "email", "message": "enron research and ebs engineering and operations group technical forum joe , i would like to invite you to an off - site meeting of john griebling ' s organization and the research group . date : april 27 - april 29 location : breckenridge , colorado as you know , john griebling is managing the network design and construction project currently under way in ebs . the research group is actively involved in this effort which requires advanced quantitative skills in the area of stochastic optimization and stochastic processes ( for modeling and forecasting internet traffic flows ) . the objective of this meeting is to develop common language and accomplish transfer of skills between the two groups , to facilitate cooperation on this project in the future . we are inviting ken rice and kevin hannon to this meeting . we would appreciate if you could speak , together with kevin and ken , on strategic directions of ebs . it is important for a group of technical people , with relatively specialized technical skills , to understand the big picture . i am attaching the preliminary agenda for this meeting . vince kaminski"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17837", "copies": 2, "upstream_ids": ["zefang-17837", "ealvaradob-16793"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2803:is_spam", "suite": "spam", "family": "zefang_phishing_email-71e76a4f5803de0ae5e3", "state": {"channel": "email", "message": "investment opening on the euro - 489603 n 6250 s 66 london - - ( ap worldstream via comtex ) - - the u . s . dollar has fallen to an all - time low against the euro . the euro hit a new high of us $ 1 . 3646 , exceeding the record us $ 1 . 3643 set in european trading . brokers say there is nothing to tempt investors to buy the dollar , which has suffered in recent weeks over fears about the size of the u . s . fiscal and budget deficits . now is the time for you to take advantage of the opportunities the euro has to offer . from the desk of caitlin sweeney . get your no obligation report on today ' s world currency markets . you don ' t want to miss this - http : / / bryoniaquilt . net c 471 nf 45 no more - foradditionaluses . com h 977 nz 84"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2803", "copies": 2, "upstream_ids": ["zefang-2803", "ealvaradob-2691"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00433-4:is_spam", "suite": "spam", "family": "generated_legit_email-e68d0e016cb047acc0c5", "state": {"channel": "email", "message": "Gym membership renewal\n\nHi Lars,\n\nThanks for the heads up. I actually just sorted my own renewal yesterday at the front desk. The monthly rate went up slightly to £45 starting next month, so it is definitely worth locking in the annual rate now if you can. Just make sure you bring your staff ID when you go down there, because they asked me to verify my employment again before applying the corporate discount.\n\nI think the deadline for the discounted annual renewal is 31 July 2017, so you have a couple of weeks left. Let me know if you want me to walk down with you during lunch tomorrow.\n\nCheers,\nJoshua Garcia"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00433-4", "copies": 1, "upstream_ids": ["gen-00433-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:nazario:hash-test:phishing-2024#355:is_spam", "suite": "spam", "family": "nazario-dc9bf6aae33359f9d54b", "state": {"channel": "email", "message": "Unusual login attempts on your sjames@gmx.net\n\nUnusual\n\nlogin attempts on your vistaworks.biz account\n\nHello\n\njoshua,\n\nWe\n\nnoticed some unusual login activity with your account.\n\nEmail\n\nsjames@gmx.net\n\nTime\n\n11/22/2014 5:45:39 p.m..\n(UTC)\n\nLocation\n\nNew York, USA.\n\nDevice\n\nWindows 10\n\nBrowser\n\nChrome\n\nIP address\n\n61.13.16.238\n\nTo\n\nmake sure your account is secure, let us know if this was you.\n\nThis\nwasn't me\n\nThis\nwas me\n\nWhy\n\nam I getting this email?\n\nThis message was sent to you\nby cPanel Cloud\n\n11/22/2014 5:45:39 p.m.."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#355", "copies": 1, "upstream_ids": ["phishing-2024#355"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4912:is_spam", "suite": "spam", "family": "sms_phishing-c866f5fd0dd6d55b73f9", "state": {"channel": "sms", "message": "Networking job is there."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4912", "copies": 2, "upstream_ids": ["mendeley-4912", "uci-4984"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2025#195:is_spam", "suite": "spam", "family": "nazario-5777ab81dfbdf499872e", "state": {"channel": "email", "message": "Request for Quote and Estimated Shipping Date\n\nNew PDF File Received for Order 116152\n\nomiller@sterlingdesign.com\n\nPDF file | Wednesday, April 30, 2017 4:34 p.m.\n\nREVIEW\n\nReview Order PDF\n\nNOTE: This transaction has been processed.\nPlease note this is a private link and should not be shared with other parties as it contains confidential information."}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#195", "copies": 1, "upstream_ids": ["phishing-2025#195"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3148:is_spam", "suite": "spam", "family": "zefang_phishing_email-fee2de04d49251151db3", "state": {"channel": "email", "message": "extending eu gas guidelines to central and eastern europe - cera insight title : extending eu gas guidelines to central and eastern europe url : http : / / www 20 . cera . com / eprofile ? u = 35 & m = 2184 overview : a comprehensive reform of gas legislation in central and eastern europe is bringing the region in line with the european union \u0001 , s gas directive . this is true both for the countries expected to enter the union by 2021 \u0001 ) 05 \u0001 * czech republic , estonia , hungary , poland , and slovenia - - and for candidates whose entry is not scheduled before the end of the decade - - bulgaria , latvia , lithuania , romania , and slovakia . in cera \u0001 , s view current developments regarding the establishment of a legal framework for the internal gas market in eastern and central europe look promising from an investor \u0001 , s point of view . the candidate countries presented a review of progress made in the implementation of the eu gas directive during a two - day workshop held by the european commission and the world bank in paris in november . many of these countries have been reforming their energy industries throughout the 2007 s as part of their transition to a market economy . the results have been mixed , particularly in the utility industries . the 2015 gas directive ( adopted in august 2017 ) now offers a compelling incentive for eu candidate countries to transform their gas industries , while providing a road map to guide them . the critical points relevant to harmonization between the european union and candidate countries include the following : * legal framework and regulation . the legal framework is the cornerstone of enlargement and the yardstick of harmonization in europe . as a result , in all candidate countries in 2016 \u0001 ) 2017 energy laws were either updated or newly established along the principles spelled out in the gas directive . regulatory bodies have been created by law and are operating in every country , although issues of staffing , financial autonomy , and independence from political influence are not uniformly resolved . * third - party access ( tpa ) and long - term take - or - pay contracts . all candidate countries agree that tpa is a key to market competition . therefore , all have adopted it or intend to do so in their new legislation . although the commission favors regulated tpa , the specific approaches to tpa enforcement in the candidate countries remain unclear in some cases . in particular , the implementation of tpa will have to address the issue of long - term take - or - pay contracts with russia that were signed by all major domestic gas companies and somewhat preempt competition . russian gas is for the most part sold to single , traditional state - owned operators that dominate their internal markets . a balance will need to be struck between these incumbent dominant players and the competitive environment . this is made more complicated by their ownership of large volumes of russian gas supplied in kind in exchange for transit rights to west european customers . article 25 of the directive provides for ! a derogation to companies experiencing difficulties stemming from take - or - pay obligations . this derogation would apply to the companies of candidate countries with historical and commercial links with the russian gas industry . furthermore , article 26 allows derogations to those member states with only one major gas supplier , to those with an \u0001 + \u0001 + emerging gas market status , \u0001 , \u0001 , or to those without a direct gas connection to the grid of another member state . most of the candidate countries would in principle be able to call on one or more of these grounds for derogation when they join the european union . * price cross - subsidies . residential gas tariffs are artificially low and are financed partially through higher rates applied to industrial consumers . in various countries , tariff increases and the phasing out of subsidies have been scheduled , but such decisions remain politically sensitive to enforce . this has recently been emphasized by high gas prices owing to the linkage of imported gas to oil prices . all candidate countries have set legal frameworks that include the phasing out of cross - subsidies as part of sector reform , but the actual implementation will remain politically difficult . as table 1 indicates , price rebalancing is already under way in most countries expected to enter the european union by mid - decade , but the legal framework itself cannot guarantee the pace of reform . the same goes for candidate countries that have only recently introduced eu - complying energy laws and whose entry to the european union is likely to happen in a longer time frame . * unbundling . most countries understand that the unbundling of transmission companies from their supply businesses is the second critical element of liberalization . to date , unbundling the accounts of these two businesses is all that has been adopted by the member states or in the candidate countries . in the future , the commission is likely to press all eu countries for legal separation ( \u0001 & structural unbundling \u0001 8 ) of the businesses , and candidate countries will have to pursue their reform of the gas sector accordingly . table 1 gives an overview of the state of play in candidate countries . as the table shows , the countries belonging to the second group have only very recently undertaken the reform of the gas sector in accordance with the directive , whereas change had been introduced earlier in the countries scheduled for the first wave . * * end * * follow above url for full report . come shoot the rapids with us at ceraweek 2018 , \" shooting the rapids : strategies and risks for the energy future \" in houston , february 12 - 16 , 2018 ! for more information and to register , please visit http : / / www 20 . cera . com / ceraweek / e - mail category : insight cera knowledge area ( s ) : european gas , to make changes to your cera"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3148", "copies": 2, "upstream_ids": ["zefang-3148", "ealvaradob-3023"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 6597, "kept_chars": 5998}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00407-5:is_spam", "suite": "spam", "family": "generated_legit_email-03951be8efdf52ef4dae", "state": {"channel": "email", "message": "July Newsletter\n\nHi Elizabeth,\n\nJust a quick note to remind you that our summer webinar registration closes on July 27, 2023. Don't miss it! Read the full newsletter here: https://www.tridentpartners.com/newsletter/july2023\n\nBest,\nCatherine Howard\nTrident Partners"}, "question": {"type": "noul", "instructions": "Tell whether this message is spam or phishing. Yes: unwanted bulk, advertising, or a scam after personal details or money. No: a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-11", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00407-5", "copies": 1, "upstream_ids": ["gen-00407-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5370:message_type", "suite": "spam", "family": "sms_phishing-7a3cc1d5ec21bbe8b321", "state": {"channel": "sms", "message": "How are you doing. How's the queen. Are you going for the royal wedding"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5370", "copies": 2, "upstream_ids": ["mendeley-5370", "uci-4176"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2159:message_type", "suite": "spam", "family": "sms_phishing-2d0b6e90f173940d473d", "state": {"channel": "sms", "message": "URGENT! Your Mobile number has been awarded a <UKP>2013 prize GUARANTEED. Call 09061790125 from landline. Claim 3030. Valid 12hrs only 150ppm"}, "question": {"type": "choice", "instructions": "Say what kind of message this is: legitimate, spam (unwanted bulk or advertising), or phishing (a scam aiming to get personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-19", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2159", "copies": 2, "upstream_ids": ["mendeley-2159", "uci-4112"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2018#5:message_type", "suite": "spam", "family": "nazario-dd42b140a2a658414f48", "state": {"channel": "email", "message": "Account termination notice\n\nDear carol.okafor@yahoo.co.uk,\n\nA request was sent to terminate your e-mail account.\n\nPlease ignore this message if you sent the request and your account will be deleted from our system within the next 48hrs otherwise click the button below to verify and cancel this request.\n\nVerify carol.okafor@yahoo.co.uk\n\nOnce your account is deleted, access to retrieve your account will be denied. Cancel the termination request to keep enjoying our service.\n\n© 2016 Mail Manager All Rights Reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#5", "copies": 1, "upstream_ids": ["phishing-2018#5"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00205-1:message_type", "suite": "spam", "family": "generated_unwanted_email-2ebf126ebabd63e0f295", "state": {"channel": "email", "message": "Software licensing enquiry\n\nHi Linda,\n\nWe can supply Microsoft Office licences at up to 70% off retail. Call Willow Solutions on 020 7946 0321 today for a quote.\n\nBest,\nShirley Thompson"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00205-1", "copies": 1, "upstream_ids": ["genu-00205-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "advertising for cheap software licences", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3975:message_type", "suite": "spam", "family": "sms_phishing-206c4fb53ac59e0f2aaa", "state": {"channel": "sms", "message": "Nope. Since ayo travelled, he has forgotten his guy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3975", "copies": 2, "upstream_ids": ["mendeley-3975", "uci-5002"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13675:is_spam", "suite": "spam", "family": "zefang_phishing_email-70bd4e0d28cb2a9a9ebf", "state": {"channel": "email", "message": "no more bull . . . this is the one that / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / = / / / / / / this message was composed using extractor pro bulk e - mail software . if = 20 you wish to be removed from this advertiser 's future mailings , please = reply = 20 with the subject \" remove \" and this software will automatically block you = from their future mailings . / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / = / / / / / / / tired of those get-rich - quick schemes that seem to make you more poor = than rich ? do you know there is a company out there that makes sure you = will earn a substantial income by the end of the year ? no hassles , no = hidden fees and costs . . . . what more do you want ? = http : / / www . geocities . com / madisonavenue / 7621"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13675", "copies": 2, "upstream_ids": ["zefang-13675", "ealvaradob-12936"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00647-1:is_spam", "suite": "spam", "family": "generated_legit_email-2a43fd542840ce62574a", "state": {"channel": "email", "message": "Meridian Foods August newsletter - Jacob here!\n\nHey Mateo,\n\nHope you're doing well! I know you signed up for the Meridian Foods newsletter last month, so I thought I'd forward you my personal notes from this week's edition since I work there now.\n\nWe just launched our new organic summer range. The highlight is definitely the smoked paprika hummus, but honestly the sourdough crackers are what keep me coming back. We're running a subscriber-only tasting event next Friday, 23 August 2011, at our London warehouse. Since you're family, I can sneak you onto the guest list if you want to come by.\n\nAlso, Mom asked me to remind you about her birthday dinner on the 30th. Let me know if you need the restaurant address.\n\nGive me a shout if you have any questions about the food boxes or if you want me to add you to the tasting. You can reach me directly at 07700 900412.\n\nCheers,\nJacob Silva\nMeridian Foods Ltd"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00647-1", "copies": 1, "upstream_ids": ["gen-00647-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2262:is_spam", "suite": "spam", "family": "sms_phishing-100273e4883f1fbe40ef", "state": {"channel": "sms", "message": "You're not sure that I'm not trying to make xavier smoke because I don't want to smoke after being told I smoke too much?"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2262", "copies": 2, "upstream_ids": ["mendeley-2262", "uci-1540"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14806:is_spam", "suite": "spam", "family": "zefang_phishing_email-cff01536ac80626df529", "state": {"channel": "email", "message": "Today's Headlines from The Register\nthe end of this message.Software Ex-Microserf Schmidt as govt cyberterror Cassandra\nApocalypse soon\nhttp://www.theregister.co.uk/content/4/26317.html Bruce Perens on Real's Open Source gambit\nMedia Frenzy http://www.theregister.co.uk/content/4/26314.html Fingerprinting of UK school kids causes outcry\nPrison-style fingerprint checking technology replaces library cards, or What Big Brother did next\nhttp://www.theregister.co.uk/content/4/26305.html MS planning to tackle leaked WinXP keys with SP1?\nMass zeroing of corporate keys mooted\nhttp://www.theregister.co.uk/content/4/26301.htmlPersonal Hardware Microsoft's Canary phone - the first pics\nWhat a Stinker!\nhttp://www.theregister.co.uk/content/54/26308.html We hate our iPAQs\nVery long list of complaints\nhttp://www.theregister.co.uk/content/54/26304.htmlInternet EU intros site, freephone service to solve citizens' problems\nTheir internal market problems anyway. Yum...\nhttp://www.theregister.co.uk/content/6/26312.html IETF puts weight behind Advanced Encryption Standard\nImproved secrecy and security, one TLA at a time\nhttp://www.theregister.co.uk/content/6/26311.html Volunteer snoops coming to an ISP near you?\nOperation Cyber-TIPS http://www.theregister.co.uk/content/6/26309.html Tiscali to launch Excite across Europe\nSsssshhhh, it's a secret\nhttp://www.theregister.co.uk/content/6/26302.htmlNet Security Ex-Microserf Schmidt as govt cyberterror Cassandra\nApocalypse soon\nhttp://www.theregister.co.uk/content/55/26317.html Serious PHP vuln reported\nWorse on Sparc than Intel\nhttp://www.theregister.co.uk/content/55/26316.html Symantec's SecurityFocus buyout met with pessimism\nBug trackers fear BugTraq death\nhttp://www.theregister.co.uk/content/55/26315.html IETF puts weight behind Advanced Encryption Standard\nImproved secrecy and security, one TLA at a time\nhttp://www.theregister.co.uk/content/55/26311.htmlBusiness EDS rejects WorldCom accounting allegations\n'Unfounded'\nhttp://www.theregister.co.uk/content/7/26306.html Hopes of PC market recovery dashed\nDell close to overtaking HP in becalmed sector\nhttp://www.theregister.co.uk/content/7/26303.html WorldCom dives for Chapter 11 cover\nNo surprises there\nhttp://www.theregister.co.uk/content/7/26300.html ARM plans to charge options against profits\nUK market's first 'we're not Enron, oh no sir' move\nhttp://www.theregister.co.uk/content/7/26299.htmlThe Register and its contents are copyright 2012 Situation Publishing.\nAll rights reserved. Tel: +44 (0)20 7499 2264.\nFax: +44 (0)20 7493 5922.\nsure that you enter exactly the same e-mail address as you used to join\nthis service. http://list.theregister.co.uk/cgi-bin/unsub.cgi"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14806", "copies": 2, "upstream_ids": ["zefang-14806", "ealvaradob-13998"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00189-3:is_spam", "suite": "spam", "family": "generated_legit_email-2f044834c2cd7e30fae1", "state": {"channel": "email", "message": "Parcel delivery notice\n\nRecipient: Mark Flores\nItem: Sterling Media Archive Package\nTracking reference: SM-2019-00412\nStatus: Delivered on 2 January 2019 at 14:30\nSigned for by: Reception Desk\n\nView your delivery confirmation here: https://www.sterlingmedia.co.uk/track/SM-2019-00412\n\nThank you for using Sterling Media Distribution Services.\nKatherine Reed"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00189-3", "copies": 1, "upstream_ids": ["gen-00189-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00880-4:is_spam", "suite": "spam", "family": "generated_legit_email-ce999d9ae4add1b271aa", "state": {"channel": "email", "message": "Project files uploaded\n\nCedarLabs Internal Notice\n\nSender: Zofia James\nRecipient: Ava Scott\nDeadline: Please review the documents by 12 April 2016\nFile Location: https://www.cedarlabs.net/shared/qa-docs\n\nHi Ava,\n\nI finished uploading the QA test logs for the new release. Take a look when you get a chance this week.\n\nThanks,\nZofia"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00880-4", "copies": 1, "upstream_ids": ["gen-00880-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4818:message_type", "suite": "spam", "family": "sms_phishing-5254d360e7feb9310f17", "state": {"channel": "sms", "message": "You still at grand prix?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4818", "copies": 2, "upstream_ids": ["mendeley-4818", "uci-594"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3610:is_spam", "suite": "spam", "family": "sms_phishing-04c831b032c99178f511", "state": {"channel": "sms", "message": "Oh ok i didnt know what you meant. Yep i am baby jontin"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3610", "copies": 2, "upstream_ids": ["mendeley-3610", "uci-1873"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00347-2:is_spam", "suite": "spam", "family": "generated_legit_email-8e1b7345aa8513f74318", "state": {"channel": "email", "message": "Server downtime this weekend?\n\nRuth,\n\nYes, planned maintenance is scheduled for Saturday 24 April 2010 from 02:00 to 06:00 UTC. All internal services will be offline. Details are posted here: https://www.embertech.net/maintenance/april2010\n\nKwame Smith\nIT Operations"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00347-2", "copies": 1, "upstream_ids": ["gen-00347-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12944:is_spam", "suite": "spam", "family": "zefang_phishing_email-f57534062be58a39f141", "state": {"channel": "email", "message": "possible hire ? kathy , thanks for your message . we are very interested in talking to keith . please , give him my phone number / e - mail address and he can contact me directly . vince \" kathy ensor \" on 04 / 18 / 2015 11 : 32 : 27 am to : cc : subject : possible hire ? dear vince , a faculty member in our department , namely dr . keith baggerly , is interested in pursuing other employment . he is currently an assistant professor in our program and a highly valued member of our department . we hate to lose him , however his interest has shifted from the academic arena to one of high level but practical application and development of statistical methodologies including stochastic modeling . keith is actually a graduate of our ph . d . program ; he was in the same group of students as martin lawera . keith spent several years at los alamos national lab before we recruited him back to rice . he has been on our faculty now for three years and it is my expectation ( and that of my colleagues ) that if he remained he would receive tenure . keith has a strong interest in financial models and the background to support his interest . he is also a leading expert in statistical computing , empirical likelihood , categorical models and areas of statistics falling under the general bailiwick of \" data mining \" . he is a creative thinker . i do not know if there are possibilities for keith within your group , however i believe it is an excellent match of talent and objectives . would you have an interest in speaking with keith ? if so , i will suggest that he contact you . best regards , kathy ensor katherine bennett ensor e - mail : ensor @ rice . edu professor and chair or : kathy @ stat . rice . edu department of statistics , ms 138 phone # : ( 713 ) 348 4687 rice university dept . # : ( 713 ) 348 6032 houston , tx 77251 - 1892 fax # : ( 713 ) 348 5476"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12944", "copies": 2, "upstream_ids": ["zefang-12944", "ealvaradob-12249"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2010:message_type", "suite": "spam", "family": "sms_phishing-cd8e8a3d0f9ef9b61527", "state": {"channel": "sms", "message": "Today is ACCEPT DAY..U Accept me as? Brother Sister Lover Dear1 Best1 Clos1 Lvblefrnd Jstfrnd Cutefrnd Lifpartnr Belovd Swtheart Bstfrnd"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2010", "copies": 1, "upstream_ids": ["mendeley-2010"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:nazario:hash-test:phishing1.mbox#322:message_type", "suite": "spam", "family": "nazario-875dd1da7111dc0879f8", "state": {"channel": "email", "message": "Reactivate Your Account!\n\nAmazon.com\n\nDear Amazon member,\n\nWe regret to inform you that your Amazon account was been suspended for a period of 3-4 days,after that it will be terminated.\nDuring our regularly schedule account maintenance and verification we have detected a slight error in your billing information on file with Amazon.\nThis might be due to either following reasons:\n\n- A recent change in your personal information (i.e. change of address)\n- Submitting invalid information during the initial sign up process.\n- An inability to accurately verify your selected option of payment due an internal error within processors.\n\nYour credit card on file with Amazon\n\nCard number:\nXXXX-XXXX-XXXX-XXXX (Not shown for security\npurposes)\n\nExpiration date: XX/XX\n\nPlease sign in to your Amazon account and update your billing information:\n\nhttp://www.amazon.com/gp/css/homepage.html\n\nIf your account information is not update, your account on Amazon will be terminated.\n\nThank you for your time!\nAmazon® Security Departament"}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#322", "copies": 4, "upstream_ids": ["phishing1.mbox#322", "phishing2.mbox#81", "phishing2.mbox#9", "phishing3.mbox#186"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02367.d5ef41d805a4ae9381ae279bbfbce1a8:message_type", "suite": "spam", "family": "spamassassin-5c84ca8d572e29852621", "state": {"channel": "email", "message": "A Watched Server Never Breaks\n\nFor the past week, I've been waiting for one of my FreeBSD servers to reproduce\na problem we've been seeing with MySQL + LinuxThreads. This particular machine\nis running a custom build of MySQL 4.0.4 (or MySQL 404, as I..."}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02367.d5ef41d805a4ae9381ae279bbfbce1a8", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02367.d5ef41d805a4ae9381ae279bbfbce1a8"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#467:message_type", "suite": "spam", "family": "nazario-912738b58b08962882e3", "state": {"channel": "email", "message": "Your account with us [Tue, 10 Apr 2010 12:28:02 -0500]\n\nYou were right. cordage conduct \"You think they pay their taxes on time?\nI'll duck one of the two capsules she gives me every other time she brings them. \"\"Oh. Help me! The caretaker burned it down. \"Don't do anything stupid like trying to choke me, Paul. In his current situation, however, such niceties hardly seemed worth examination. The next kid might well say something like \"Just then this great big bird an Andean vulture, I think flew down. consonantal"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#467", "copies": 1, "upstream_ids": ["phishing3.mbox#467"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13549:is_spam", "suite": "spam", "family": "zefang_phishing_email-7f9ca55ae41fabaf7b26", "state": {"channel": "email", "message": "conference announcement language and knowledge : the unpacking of ` text ' the first of a series of biennial conferences on the topic of language and knowledge date : 9 - 11 septmember 2008 venue : department of english language & literature national university of singapore call for papers : both practical and theoretical papers are welcome . the organisers conceive of papers falling into the following categories : a . common sense and educational knowledge * language amd cognition * language of the preschool child in a multilingual environment * the role of language in the school - language across the curriculum - langage in the classroom - the formal teaching of ` grammar ' - materials development ( genre , metaphor , etc . _ ) - the teaching of literature ( whose literature ? ) b . language awareness in society * the languages of power ( the multilingual dimension : english , mandarin , malay , tamil , etc . ) * language and the media * language and gender * language and marginalization c . technacy , the literacy of the future * literacy in the electronic medium * creating ` text ' through electronic means ( what are the consequences ? ) * world-wide networking and access to knowledge-data bases note : papers should be no longer than 7000 words ( delivery time 40 mintues with 20 minutes for question / answer ) . selected papers will be published . abstracts of papers ( approx . 350 words ) should be directed to : dr sunita anne abraham conference secretary dept of english lang . & lit . national university of singapore 10 kent ridge crescent singapore 0511 tel : ( 065 ) 772 3928 fax : ( 065 ) 773 2981 abstracts ( in double space ) should reach dr abraham by 31 january 2008 and have the following format : name : designation / institution : category of paper : title of paper : conference registration fees : before 31 / 1 / 96 : s $ 80 + s $ 2 . 40 ( 3 % gst ) after 31 / 1 / 96 : s $ 100 + s $ 3 . 00 ( 3 % gst ) overseas participants are not requiredto pay the 3 % gst . documentary proof of overseas insitutional funding will , however , be necessary at time of payment . ( expatriates working in singapore are required to pay the 3 % gst . )"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13549", "copies": 2, "upstream_ids": ["zefang-13549", "ealvaradob-12819"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2021#19:is_spam", "suite": "spam", "family": "nazario-ba6fc295a083636dcbf3", "state": {"channel": "email", "message": "Standard Bank Account eStatement 2015-03-10\n\nDear Customer\n\nPlease find your electronic statement for May attached.\n\nTo keep your financial information safe, please note the following:\n\nInformation that only you will know is displayed in the eStatement verification block.\nThis is done so you can be sure your statement is from Standard Bank.\nIf any of the information in this eStatement is incorrect, please contact us immediately on 0861 201 311.\nYou will be prompted with your security features to access your eStatement.\nIf you do not wish to receive your eStatement by e-mail, you must advise us in writing;\nand we will effect the change within thirty (30) days of receipt of your instruction.\n\nTo open your eStatement, you will need Adobe Acrobat software (free to download from adobe.com).\n\nRegards,\n\nStandard Bank\n\nFor any queries please\ncall us on 0861201311\n\nOur lines are open from\n8am to 9pm Monday to Friday\nand 8am to 4pm on weekends\nand public holidays.\n\nCopyright Standard Bank. All rights reserved.\nThe Standard Bank of South Africa Limited (Reg. No. 1962/000738/06). Authorised financial services provider.\nRegistered credit provider NCR CP15.\n\nThe Standard Bank email disclaimer and confidentiality note:\n\nThis email, its attachments and any rights attaching hereto are, unless the context clearly indicates otherwise, the property of the Standard Bank Group Limited and/or its subsidiaries (\"the group\"). It is confidential, private and intended for the addressee only.\n\nShould you not be the addressee and receive this email by mistake, kindly notify the sender, and delete it immediately. Do not disclose or use the email in any manner whatsoever. Views and opinions expressed in this email are those of the sender unless clearly stated as those of the group.\n\nThe group accepts no liability whatsoever for any loss or damages - whatsoever and howsoever incurred - or suffered resulting or arising from the use of this email or its attachments. The group does not warrant the integrity of this email nor that it is free of errors, viruses, interception or interference.\n\nThe group will never send you any email or other communication asking you to update or confidential information about you or your account. If you have any doubts about the legitimacy of this email or other emails you receive claiming to be from Standard Bank please forward them to sophie42@beacondesign.net\n\nFor more information about Standard Bank Group Limited see www.standardbank.co.za"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2021#19", "copies": 1, "upstream_ids": ["phishing-2021#19"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2799:message_type", "suite": "spam", "family": "sms_phishing-76a4f0253e3f5a626d99", "state": {"channel": "sms", "message": "Small problem in auction:)punj now asking tiwary"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2799", "copies": 2, "upstream_ids": ["mendeley-2799", "uci-3122"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00001-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-800be40ecc316ccaeda8", "state": {"channel": "email", "message": "Notice: Your Granite Group account has been suspended\n\nDear Diane Howard,\n\nYour merchant account has been temporarily suspended due to multiple failed login attempts and unverified billing information.\n\nAccount Holder: Diane Howard\nAccount Number: GG-8829104\nStatus: Suspended\nSuspension Date: 2 February 2014\nRequired Action Deadline: 9 February 2014\n\nTo restore full access to your account and resume processing payments, you must sign in to your Granite Group dashboard and complete the identity verification steps outlined in the security centre. No changes can be made to your profile until this process is finished.\n\nIf your account remains unverified after 9 February 2014, all pending transfers will be held and your merchant services may be permanently closed in accordance with our terms of service.\n\nPlease treat this matter with urgency to avoid disruption to your business operations.\n\nYours sincerely,\nMargaret Wang\nAccount Security Team\nGranite Group Financial Services\nsecurity@granitegroup.co.uk"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00001-4", "copies": 1, "upstream_ids": ["genu-00001-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an account suspension notice that pretends to be from an online shop or payment service and asks the reader to sign in to restore it", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2021#19:message_type", "suite": "spam", "family": "nazario-ba6fc295a083636dcbf3", "state": {"channel": "email", "message": "Standard Bank Account eStatement 2015-03-10\n\nDear Customer\n\nPlease find your electronic statement for May attached.\n\nTo keep your financial information safe, please note the following:\n\nInformation that only you will know is displayed in the eStatement verification block.\nThis is done so you can be sure your statement is from Standard Bank.\nIf any of the information in this eStatement is incorrect, please contact us immediately on 0861 201 311.\nYou will be prompted with your security features to access your eStatement.\nIf you do not wish to receive your eStatement by e-mail, you must advise us in writing;\nand we will effect the change within thirty (30) days of receipt of your instruction.\n\nTo open your eStatement, you will need Adobe Acrobat software (free to download from adobe.com).\n\nRegards,\n\nStandard Bank\n\nFor any queries please\ncall us on 0861201311\n\nOur lines are open from\n8am to 9pm Monday to Friday\nand 8am to 4pm on weekends\nand public holidays.\n\nCopyright Standard Bank. All rights reserved.\nThe Standard Bank of South Africa Limited (Reg. No. 1962/000738/06). Authorised financial services provider.\nRegistered credit provider NCR CP15.\n\nThe Standard Bank email disclaimer and confidentiality note:\n\nThis email, its attachments and any rights attaching hereto are, unless the context clearly indicates otherwise, the property of the Standard Bank Group Limited and/or its subsidiaries (\"the group\"). It is confidential, private and intended for the addressee only.\n\nShould you not be the addressee and receive this email by mistake, kindly notify the sender, and delete it immediately. Do not disclose or use the email in any manner whatsoever. Views and opinions expressed in this email are those of the sender unless clearly stated as those of the group.\n\nThe group accepts no liability whatsoever for any loss or damages - whatsoever and howsoever incurred - or suffered resulting or arising from the use of this email or its attachments. The group does not warrant the integrity of this email nor that it is free of errors, viruses, interception or interference.\n\nThe group will never send you any email or other communication asking you to update or confidential information about you or your account. If you have any doubts about the legitimacy of this email or other emails you receive claiming to be from Standard Bank please forward them to sophie42@beacondesign.net\n\nFor more information about Standard Bank Group Limited see www.standardbank.co.za"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2021#19", "copies": 1, "upstream_ids": ["phishing-2021#19"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4090:is_spam", "suite": "spam", "family": "sms_phishing-006bad2df346182fe021", "state": {"channel": "sms", "message": "Yeah no probs - last night is obviously catching up with you... Speak soon"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4090", "copies": 2, "upstream_ids": ["mendeley-4090", "uci-3013"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4296:message_type", "suite": "spam", "family": "sms_phishing-f29f5bf44d232be64a01", "state": {"channel": "sms", "message": "Except theres a chick with huge boobs."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4296", "copies": 2, "upstream_ids": ["mendeley-4296", "uci-5455"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1396:message_type", "suite": "spam", "family": "sms_phishing-556aba6eb25ac5191f0d", "state": {"channel": "sms", "message": "R ü going 4 today's meeting?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1396", "copies": 2, "upstream_ids": ["mendeley-1396", "uci-2746"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00252-0:message_type", "suite": "spam", "family": "generated_legit_email-a23d2eeda9cf8cb22c34", "state": {"channel": "email", "message": "Year 4 Field Trip to the Natural History Museum - Permission Required\n\nSilverGroup School Communications\n\nDear Janet Dubois,\n\nWe are writing to inform you that Year 4 will be visiting the Natural History Museum on Thursday 3 September 2017. The cost is £12.50 per student, payable by Friday 28 August 2017.\n\nPlease complete the consent form online before the deadline so we can finalize coach bookings.\n\nView Consent Form\nhttps://www.silvergroup.com/trips/consent-yr4-sep2017\n\nIf you have questions, contact Cynthia Reed at the main office on 020 7946 0123 between 8:30 AM and 4:00 PM.\n\nThank you for your prompt response.\n\nCynthia Reed\nYear 4 Coordinator\nOakfield Primary School\n\nSilverGroup Education Services Ltd\n42 Victoria Road, London SW1A 2TT\nPhone: 020 7946 0800\nPrivacy Policy: https://www.silvergroup.com/privacy\n\nYou are receiving this because you are a registered parent at Oakfield Primary School."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00252-0", "copies": 1, "upstream_ids": ["gen-00252-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "school message to parents (trip, closure, parents' evening)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00424-2:message_type", "suite": "spam", "family": "generated_legit_email-11284f9a6d34847b2a0a", "state": {"channel": "email", "message": "Book club dues\n\nHi Nancy, just a quick reminder that your Union Media Community Library membership renewal of $35.00 is due by 15 November 2024. Please pay at https://www.unionmedia.net/pay-dues to keep your borrowing privileges active. Call me at 555-0178 if you need help!\n\nMary"}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00424-2", "copies": 1, "upstream_ids": ["gen-00424-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:nazario:hash-test:phishing-2016#142:is_spam", "suite": "spam", "family": "nazario-208ba95e125094e59c02", "state": {"channel": "email", "message": "Dear valued customer\n\nDear valued customer,\n\nDue to recent security threats on our customer’s accounts, there has been a recent update of our banking software for better security on customer accounts. The new software will wipe out accounts that have not been updated. To keep your account from expiring and closing we kindly ask that you take out a few minutes of your time to complete the update and secure your account. Please click the link below for the update\n\nhttp://balancedyoga.com.au/samba/public_html/Samba_login-en.html\n\nAfter completion of the update online a customer representative will call you for security reasons if your update is incomplete or was not completed correctly. We thank you for your continued loyalty to our bank and your cooperation.\nYours Faithfully,\nCustomer services"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#142", "copies": 1, "upstream_ids": ["phishing-2016#142"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6108:is_spam", "suite": "spam", "family": "zefang_phishing_email-2be80094535fa178a8ea", "state": {"channel": "email", "message": "contract for mark whitt they found this in a pile somewhere its now on your desk - i was unable to check it as i had nothing to reference it against neil"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6108", "copies": 2, "upstream_ids": ["zefang-6108", "ealvaradob-5854"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2022#172:is_spam", "suite": "spam", "family": "nazario-d6b25c600ad332801b62", "state": {"channel": "email", "message": "Your MetaMask wallet will be suspended\n\nVerify your MetaMask Wallet\nOur system has shown that\nyour MetaMask wallet has not yet been verified, this verification can be done\neasily via the button below. Unverified accounts will be suspended on:\nWednesday, 09 November, 2009.\nWe are sorry for any inconvenience caused by this, but please note that our intention is to keep our customers safe and happy. Safety is and\nwill remain our highest priority.\n\nVerify My MetaMask\n\nThis email is\nsent to: bramirez@verizon.net"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#172", "copies": 1, "upstream_ids": ["phishing-2022#172"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4398:is_spam", "suite": "spam", "family": "sms_phishing-4b65c6c2f96e38e669b5", "state": {"channel": "sms", "message": "Haha awesome, be there in a minute"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4398", "copies": 2, "upstream_ids": ["mendeley-4398", "uci-187"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5877:message_type", "suite": "spam", "family": "sms_phishing-cce863a7dd2b51e73410", "state": {"channel": "sms", "message": "I'll probably be by tomorrow (or even later tonight if something's going on)"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5877", "copies": 2, "upstream_ids": ["mendeley-5877", "uci-1821"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5769:message_type", "suite": "spam", "family": "sms_phishing-37956e342be05ccdf269", "state": {"channel": "sms", "message": "Just getting back home"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5769", "copies": 2, "upstream_ids": ["mendeley-5769", "uci-4404"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01311.b6a06b3e24130a32172b4c5225a1d5a6:message_type", "suite": "spam", "family": "spamassassin-c9d668fe034638dc16fa", "state": {"channel": "email", "message": "Delayed Mail (still being retried)\n\nThis is the Postfix program at host kci.kciLink.com.\n\n# THIS IS A WARNING ONLY. YOU DO NOT NEED TO RESEND YOUR MESSAGE. #\n\nYour message could not be delivered for 4.0 hours.\nIt will be retried until it is 5.0 days old.\n\nFor further assistance, please send mail to <postmaster>\n\nThe Postfix program\n\n<gregory_king@aol.com>: connect to yertle.kcilink.com[216.194.193.105]: Operation\ntimed out"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01311.b6a06b3e24130a32172b4c5225a1d5a6", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01311.b6a06b3e24130a32172b4c5225a1d5a6"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8215:is_spam", "suite": "spam", "family": "zefang_phishing_email-2e9dd825c6f02fff06a9", "state": {"channel": "email", "message": "Help wanted. We are a 14 year old fortune 500 company, that is\ngrowing at a tremendous rate. We are looking for individuals who\nwant to work from home.This is an opportunity to make an excellent income. No experience\nis required. We will train you.So if you are looking to be employed from home with a career that has\nvast opportunities, then go:http://www.basetel.com/wealthnowWe are looking for energetic and self motivated people. If that is you\nthan click on the link and fill out the form, and one of our\n1349lmrd5-948HyhJ3622xXiM0-290VZdq6044fFvN0-799hUsU07l50"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8215", "copies": 2, "upstream_ids": ["zefang-8215", "ealvaradob-7856"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1883:is_spam", "suite": "spam", "family": "sms_phishing-a2d60b0599267c2e1a75", "state": {"channel": "sms", "message": "Thank you. I like you as well..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1883", "copies": 2, "upstream_ids": ["mendeley-1883", "uci-2107"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8292:is_spam", "suite": "spam", "family": "zefang_phishing_email-bd3d7481a0a3a26ccc36", "state": {"channel": "email", "message": "question about the site unlimited access to the largest movie collection anywhere ! lady fellatio in the dog house - scene 8 download , sign up now for free blonde girl in a winter hat giving head to a guy on top of a a frame house . she sucks his cock and plays with her tits and pussy before getting a steaming load in her mouth . length : ( 00 : 05 : 56 ) - niche : hardcore highest quality , lowest file sizes , for fastest downloads ! anal teen tryouts 2 - scene 3 download , sign up now for free hot little blonde with small tits gets fucked in the ass . length : ( 00 : 19 : 42 ) - niche : anal unlimited search screenshot viewing 6 black sticks 1 white trick - scene 1 download , sign up now for free hot brunette is taken by six black guys and gang banged . length : ( 00 : 37 : 58 ) - niche : interracial join now for free access ! you are receiving this email because someone has shown interest in your profile before , or you have browsed our profiles in the past or please let us know if you are not interested in receiving our high quality letters in the future and you will never get our letter again . thank you rmove yourself here"}, "question": {"type": "noul", "instructions": "Tell whether this message is spam or phishing. Yes: unwanted bulk, advertising, or a scam after personal details or money. No: a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-11", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8292", "copies": 2, "upstream_ids": ["zefang-8292", "ealvaradob-7924"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5085:message_type", "suite": "spam", "family": "sms_phishing-25437136914cbaccf477", "state": {"channel": "sms", "message": "Ü still got lessons? Ü in sch?"}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5085", "copies": 2, "upstream_ids": ["mendeley-5085", "uci-5167"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2022#166:is_spam", "suite": "spam", "family": "nazario-08bb1720f7f873b000ff", "state": {"channel": "email", "message": "Your MetaMask wallet will be suspended\n\nVerify your MetaMask Wallet\nOur system has shown that\nyour MetaMask wallet has not yet been verified, this verification can be done\neasily via the button below. Unverified accounts will be suspended on:\nWednesday, 19 October, 2013.\nWe are sorry for any inconvenience caused by this, but please note that our intention is to keep our customers safe and happy. Safety is and\nwill remain our highest priority.\n\nVerify My MetaMask\n\nThis email is\nsent to: swood@comcast.net"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#166", "copies": 1, "upstream_ids": ["phishing-2022#166"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4206:message_type", "suite": "spam", "family": "sms_phishing-1a013b2a45ba200bd376", "state": {"channel": "sms", "message": "Depends on where u going lor."}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4206", "copies": 2, "upstream_ids": ["mendeley-4206", "uci-2802"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3366:is_spam", "suite": "spam", "family": "sms_phishing-4bc34de5727b67f6b101", "state": {"channel": "sms", "message": "Sorry, I'll call later ..In meeting."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3366", "copies": 5, "upstream_ids": ["mendeley-3366", "uci-2280", "uci-4184", "uci-4620", "uci-57"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00241-4:message_type", "suite": "spam", "family": "generated_unwanted_email-0317033987a14afd5368", "state": {"channel": "email", "message": "Application received\n\nRobert,\n\nCongratulations on your selection for the remote data role. To process your signing bonus, remit the £45 verification fee via https://www.beaconnetworks-support.com/onboarding and provide your bank account number. Call 0800-555-0142 with questions.\n\nAshley Wang\nBeacon Networks"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00241-4", "copies": 1, "upstream_ids": ["genu-00241-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a job offer from an unknown recruiter that asks for bank details or an upfront fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00884.4647babe0828ab867c965d4076087e25:message_type", "suite": "spam", "family": "spamassassin-691ca0de2ac65930090c", "state": {"channel": "email", "message": "Buy? (was Re: It's back? Triple-digit Dow gains at 2PM...)\n\n-----BEGIN PGP SIGNED MESSAGE-----\nHash: SHA1\n\nA bull market climbs a wall of worry -- on record volume.\n\nYeah, I know, it's different this time. Pay no attention to the bear\nbehind the curtain, and all that.\n\nHowever, at the end of the *last* bear market, in 1991 -- yup, that\nlong ago -- Granville sell-orders caused bloodbaths with boring\nregularity, a stockholm-syndrome economy had recently been delivered\nof Keynesian monetary apparatchiks at the Fed and elsewhere, and\nHenry \"Dr. Doom\" Kauffman opined offhand that interest rates *might*\ncome down finally... and pop! went the market, sending the NYSE\nvolume through the roof. (Record volume then was around a hundred\nmill. Yesterday, ladies and germs, it was upward of 2 point something\n*billion* shares).. Back then, I was a mail-cart-pushing,\nkey-punching \"administration\" clerk at Morgan Stanley in Chicago,\nchief scrounge for a bunch of Masters of the Universe, and everybody\nat Morgan thought the resulting price-pop was just a technical rally\nand wouldn't last either. :-). Six months later, people *still* said\nit wouldn't last, and a girlfriend's uncle was saying that it was too\nlate, he'd missed the train, so he was going to stay out 'till the\nmarket came back down a bit. By that time, the Dow was at, what,\n1600? I wonder if he's still out, waiting...\n\nA 40% decline is a big chunk of change, boys and girls, even if it's\n40% of a bubble. Actually, by my count, it's 100% of the bubble, but\nthat's just me. After all, Amazon and EBay's P/Es still need a\npressurized cabin to breathe in.\n\nSo, yes, the market may go lower, but not much more, relatively\nspeaking. At some point, and fairly soon, I bet, someone's going to\nrealize that, even though you wouldn't want to actually trade one for\na house, tulips are still nice things to have around.\n\nHint: Interest rates are rediculuously low, they aren't going up any\ntime soon, and, if we can survive the election, the recently-started\nCEO witch-hunt won't be too much more than Street theater, probably\nnot resulting in much in the way of regulation or legislation. The\nthreat of which, frankly, probably caused this recent explosive\ndecompression in the first place. Your tax dollars at work, if you\nwill.\n\nSo, in light of the erstwhile bloodbath on Capital Hill, and the real\none we just saw a few days ago in the market, it may be time for\npeople to remember what Mr. Rothschild said, and buy now while\nthere's blood in the streets.\n\nAs to whether the accounting is \"rigged\", remember what Robert\nHeinlein said: \"Who cares if the game is rigged? You can't win if you\ndon't play.\"\n\nCheers,\nRAH\nThe aforementioned girlfriend, by the way, traded *me* in for an\nactual Rothschild in 1992, after I insisted on going back to school\nand talking my way into the back door at the University of Chicago to\nboot. The cost of anything being the foregone alternative, it\nsometimes seems to me I'm *still* paying for that detour, but that's\na bear of a different color, and it's okay as long as I don't look\nbehind the curtain, right? :-).\n\n- --- begin forwarded text\n\nSubject: Re: It's back? Triple-digit Dow gains at 2PM...\n\nBob,\n\nSo. Let's see. The market's all the way back up to... what? Last\nFriday's\nclose?\n\nIiiiirrraaational iinnndeed.\n\n<Somebody's .sig>\n\n- ----- Original Message -----\nSubject: RE: It's back? Triple-digit Dow gains at 2PM...\n\n- --- end forwarded text\n\n-----BEGIN PGP SIGNATURE-----\nVersion: PGP 7.5\n\niQA/AwUBPT+eg8PxH8jf3ohaEQJaJACferw1H2dZWXUEkFKdJ3bVpSJ5QnQAoPoD\n+oIb0wFbSjKC4hdc/DSjPkvj\n=pRCH\n-----END PGP SIGNATURE-----\n\n--\nR. A. Hettinga <mailto: kimberly54@web.de>\nThe Internet Bearer Underwriting Corporation <http://www.ibuc.com/>\n44 Farquhar Street, Boston, MA 02131 USA\n\"... however it may deserve respect for its usefulness and antiquity,\n[predicting the end of the world] has not been found agreeable to\nexperience.\" -- Edward Gibbon, 'Decline and Fall of the Roman Empire'"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00884.4647babe0828ab867c965d4076087e25", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00884.4647babe0828ab867c965d4076087e25"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00623.8bf6da05b986d3b16c208102e1c266f2:is_spam", "suite": "spam", "family": "spamassassin-01fc4208d7e7923b1ad0", "state": {"channel": "email", "message": "I seem to be getting the known spam message numbers, now, using\n2.14...now, I'm just wondering about the error at the end of the\ncheck/report procedure.\n\nfor high-tech professionals. Search and apply for tech jobs today!\nhttp://seeker.dice.com/seeker.epl?rel_code=31"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00623.8bf6da05b986d3b16c208102e1c266f2", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00623.8bf6da05b986d3b16c208102e1c266f2", "zefang-10086", "ealvaradob-9602"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4396:message_type", "suite": "spam", "family": "sms_phishing-2f0b0981997b1da589db", "state": {"channel": "sms", "message": "Hows the champ just leaving glasgow!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4396", "copies": 2, "upstream_ids": ["mendeley-4396", "uci-1514"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6031:is_spam", "suite": "spam", "family": "zefang_phishing_email-6024c3330f5f18a7d94c", "state": {"channel": "email", "message": "$ 54873 hello , i sent you an email a few days ago because you now qualify for a new mortgage . you could get a $ 300 , 000 for as little as $ 700 a month ! credit is no problem , you can pull cash out or refinance . best regards , sammi james another time . . http : / / jemchet . lender - home . com / rl / index . html - - - - system information - - - - part cannot services doesn ' t indicate c : germany consistent stroke - radical it segments environment another personalization note simplified method each managing instead contribute template various available"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6031", "copies": 2, "upstream_ids": ["zefang-6031", "ealvaradob-5781"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-764:message_type", "suite": "spam", "family": "sms_phishing-db429e75fe1be26513b9", "state": {"channel": "sms", "message": "I think i've fixed it can you send a test message?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-764", "copies": 2, "upstream_ids": ["mendeley-764", "uci-490"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1355:is_spam", "suite": "spam", "family": "sms_phishing-f24ef0bad141ff49c3d0", "state": {"channel": "sms", "message": "So what did the bank say about the money?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1355", "copies": 2, "upstream_ids": ["mendeley-1355", "uci-4428"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00636-2:is_spam", "suite": "spam", "family": "generated_legit_email-fe2c81f63507e8082044", "state": {"channel": "email", "message": "Server Maintenance Question\n\nHi Ava,\n\nThanks for checking in about this. To answer your question from below, yes, the maintenance will affect everyone's access to the shared drives and the internal billing portal. We are scheduling this downtime because we need to replace the failing hard drives in our primary server rack and apply critical security patches that have been pending since last month.\n\nHere are the specific details for the planned outage:\n\nMaintenance window: Saturday, 1 March 2018, from 10:00 PM to Sunday, 2 March 2018, at 6:00 AM.\nAffected systems: All internal file shares, GraniteWorks email routing, and the client invoicing database.\nExpected downtime: Approximately 8 hours.\n\nDuring this period, you will not be able to log into your workstation remotely or access any files stored on the G-drive. Please make sure you save all active project files locally to your desktop before leaving the office on Friday, 28 February. If you are working on anything urgent over the weekend, download the necessary documents beforehand so you aren't blocked.\n\nWe anticipate having everything fully restored and tested by Monday morning, 3 March, before the start of the business day. I will send out a confirmation email once the servers are back online and stable.\n\nIf you experience any issues logging in on Monday morning, or if you have an emergency that requires immediate IT support during the maintenance window, please call me directly on my mobile at 555-019-4822. I will be monitoring the system status throughout the night.\n\nThanks for your patience while we get this sorted out.\n\nRegards,\nDiego Price\nIT Support Lead\nGraniteWorks Solutions"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00636-2", "copies": 1, "upstream_ids": ["gen-00636-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2095:is_spam", "suite": "spam", "family": "sms_phishing-ac6583e43f9d2ba3ecd2", "state": {"channel": "sms", "message": "Ok... U enjoy ur shows..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2095", "copies": 2, "upstream_ids": ["mendeley-2095", "uci-2928"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#768:message_type", "suite": "spam", "family": "nazario-d5f4ca1d44bab77274ef", "state": {"channel": "email", "message": "Regular verification of Internet Banking Accounts!å\n\nDear Gary Internet Banking Customer,\nDuring our regular verification of Internet Banking Accounts, we could\nnot verify your current information. Either your information has been changed\nor incomplete, as a result your access to use our services has been limited.\nPlease Update your information.\n\nLogin to your Gary Internet Banking Account Confirm your identity\nas a Gary Internet Banking Customer\n\nPress the link bellow to proceed:\n\nhttp://www.gary.com.au/Internet_Banking/0,,153,00.html?ncID=ZBG"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#768", "copies": 1, "upstream_ids": ["phishing2.mbox#768"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4416:is_spam", "suite": "spam", "family": "sms_phishing-8aa131bd8b62ab8ce145", "state": {"channel": "sms", "message": "Happy birthday... May u find ur prince charming soon and u stay Happy!!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4416", "copies": 1, "upstream_ids": ["mendeley-4416"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5227:is_spam", "suite": "spam", "family": "sms_phishing-ad7a94db66807ef6b0de", "state": {"channel": "sms", "message": "U're welcome... Caught u using broken english again..."}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5227", "copies": 2, "upstream_ids": ["mendeley-5227", "uci-3347"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00193-1:message_type", "suite": "spam", "family": "generated_unwanted_email-e129d8c740b3fc65321a", "state": {"channel": "email", "message": "Quick recommendation - health supplements for our Q4 push\n\nHi Amanda,\n\nHope you had a great weekend. I know we have been incredibly busy lately preparing for the upcoming quarter, but I wanted to share something personal that has really helped me manage the stress and keep my energy up during these long days at Orbit Capital.\n\nOver the summer, I started taking a daily regimen of natural weight-management and vitality supplements from a brand called VitalCore. Honestly, Amanda, the difference has been night and day. I have lost about eight pounds since July, but more importantly, my focus during afternoon meetings is so much sharper. I know we both spend hours sitting at our desks analyzing portfolios, and it takes a real toll on our health and posture.\n\nThey just launched their new autumn metabolic support bundle, which includes green tea extract, chromium picolinate, and a high-potency omega-3 complex. I have already ordered three boxes for myself to get through the end of the year. Since they run a group discount for corporate teams, I thought it might be worth ordering a batch for our department. It could be a nice wellness perk before the holiday rush completely takes over.\n\nThe deadline to get the 20 percent bulk discount is 27 September 2016, so we would need to finalize the headcount before then. If you are interested in trying them out, just let me know by next Wednesday and I can add you to my order. There is no website link needed; I just call their dedicated representative directly to place the team requests.\n\nAnyway, no pressure at all, just thought I would pass the tip along since you mentioned feeling sluggish last week. Let us catch up properly over coffee later today to go over the Williams file.\n\nBest,\nEmily Thomas\nPortfolio Manager\nOrbit Capital"}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00193-1", "copies": 1, "upstream_ids": ["genu-00193-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "advertising for weight-loss products or supplements", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00263-1:message_type", "suite": "spam", "family": "generated_legit_email-6ef93794f07eadc09b69", "state": {"channel": "email", "message": "Your Application at Summit Financial Services\n\nSummit Financial Services\n\nDear Kenneth Gonzalez,\n\nThank you for applying for the Senior Analyst role. We are reviewing your application and will respond by October 21, 2012.\n\nCheck Application Status\nhttps://www.summittech.net/careers/status\n\nThomas O'Brien\nTalent Acquisition\n\nSummit Financial Services\n400 Market Street, San Francisco, CA 94105\nPrivacy Policy: https://www.summittech.net/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00263-1", "copies": 1, "upstream_ids": ["gen-00263-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "job application acknowledgement or interview invitation"}}
{"id": "spam:generated_legit_email:hash-test:gen-00546-0:message_type", "suite": "spam", "family": "generated_legit_email-389267dce3ae057d4426", "state": {"channel": "email", "message": "Appointment Reminder: Annual Check-up on 5 September 2019\n\nRidge Medical Group\nPatient Appointment Reminder\n\nDear Kevin Howard,\n\nThis is a reminder from Ridge Medical Group that you have an upcoming appointment scheduled with Dr. Elizabeth Sanchez.\n\nPlease review the details of your visit below to ensure everything is correct.\n\nTime: 10:15 AM\nProvider: Dr. Elizabeth Sanchez\nDepartment: General Practice\nLocation: Ridge Medical Group, Hauptstrasse 42, 10115 Berlin\n\nTo help us keep our clinic running smoothly, please arrive at least fifteen minutes before your scheduled time. This will allow our front desk staff to verify your insurance information and update any personal details in our system.\n\nIf you need to reschedule or cancel this appointment, we kindly request that you notify us at least twenty-four hours in advance. Late cancellations may be subject to a 35.00 EUR administrative fee.\n\nPlease remember to bring the following items to your appointment:\n- Your valid health insurance card\n- A government-issued photo ID\n- A current list of any medications you are taking\n- Any recent lab results or referral letters from other specialists\n\nIf you experience any changes in your health before your visit, or if you have questions about preparing for this appointment, please call our reception desk directly at +49 30 555 0198 during our business hours, Monday through Friday, 8:00 AM to 6:00 PM.\n\nWe look forward to seeing you soon.\n\nSincerely,\nElizabeth Sanchez, MD\nRidge Medical Group\n\nConfirm My Appointment\n\nRidge Medical Group | Hauptstrasse 42 | 10115 Berlin | Germany\nPhone: +49 30 555 0198 | Email: contact@ridgegroup.de\nPrivacy Policy: Please reply to this email to request a copy of our privacy practices.\nCopyright 2019 Ridge Medical Group. All rights reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00546-0", "copies": 1, "upstream_ids": ["gen-00546-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1505:message_type", "suite": "spam", "family": "sms_phishing-c59fe041c2ccfd214189", "state": {"channel": "sms", "message": "For many things its an antibiotic and it can be used for chest abdomen and gynae infections even bone infections."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1505", "copies": 2, "upstream_ids": ["mendeley-1505", "uci-4885"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00294-4:message_type", "suite": "spam", "family": "generated_legit_email-7d5881cfd8c73d2bc605", "state": {"channel": "email", "message": "Your May 2012 Orbit Design statement is available\n\nDear Rahul Wang,\n\nYour monthly billing statement is now ready for review.\n\nAccount Holder: Rahul Wang\nAccount Number: OD-8829104\nStatement Date: 17 May 2012\nBilling Period: 17 April 2012 – 16 May 2012\nTotal Amount Due: $1,245.00\nMinimum Payment Required: $125.00\nPayment Due Date: 15 June 2012\n\nThank you for choosing Orbit Design for your professional services this year. Your latest monthly statement is now available and requires your prompt attention. Please review the summary details listed above carefully to ensure all charges reflect the work completed during this billing cycle.\n\nIt is important that your payment of $1,245.00 is received no later than 15 June 2012. Payments received after this deadline may be subject to a late fee of 1.5% per month on the outstanding balance, and could temporarily affect your account standing with our design platform. To avoid any disruption to your active projects, we strongly encourage you to settle your balance early.\n\nYou can easily view your full itemized statement, download a PDF copy for your financial records, or submit a secure payment through our customer portal. Simply visit https://www.orbitdesign.net/account/statements to access your dashboard. You will need your registered email address and current password to log in securely. If you have recently updated your credentials, please use the newest ones.\n\nIf you have already scheduled or mailed your payment prior to receiving this notice, please disregard this reminder and accept our thanks. Our system occasionally takes up to three business days to process incoming wire transfers or mailed checks, so recent payments might not yet appear on this generated statement.\n\nShould you have any questions regarding specific line items, need to dispute a charge, or wish to discuss setting up an automatic monthly payment plan, our dedicated billing support team is available Monday through Friday, from 8:00 AM to 6:00 PM Eastern Time. We are here to help you manage your account efficiently.\n\nWe appreciate your continued partnership and look forward to supporting your upcoming design initiatives throughout the summer season.\n\nSincerely,\nArjun Kim\nAccounts Receivable Department\nOrbit Design Services"}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00294-4", "copies": 1, "upstream_ids": ["gen-00294-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4366:is_spam", "suite": "spam", "family": "sms_phishing-a5907d349085966de1d8", "state": {"channel": "sms", "message": "We have sent JD for Customer Service cum Accounts Executive to ur mail id, For details contact us"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4366", "copies": 3, "upstream_ids": ["mendeley-4366", "uci-1260", "uci-5046"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#887:is_spam", "suite": "spam", "family": "nazario-35c4ad8885d4c4992bb5", "state": {"channel": "email", "message": "*** Security Update ***\n\nRBC Financial Group - Online Banking\n\nOnline\nServices 1 800 769-2555\n\nDear Sir/Madam,\n\nRBC Financial Group always looks forward for the high security of\nour\n\nclients. Some customers have been receiving an email claiming to be\n\nfrom RBC Financial Group advising them to follow a link to what\nappear\n\nto be a RBC Financial Group web site, where they are prompted to\nenter\n\ntheir personal Online Banking details. RBC Financial Group is in no\n\nway involved with this email and the web site does not belong to us.\n\nRBC Financial Group is proud to announce about their new updated\nsecure system.\n\nWe updated our new SSL servers to give our customers a better, fast\n\nand secure online banking service.\n\nDue to the recent update of the servers, you are requested to please\n\nupdate your account info at the following link.\n\nhttps://www1.royalbank.com/english/netaction/sgne.html\n\nRBC Financial Group\n\nSecurity Advisor\n\nRBC Financial Group\n\nThis web site is operated by\nRoyal Bank of Canada\nPrivacy | Legal | Trade-marks & Copyrights | Online Banking Security\n\n© Royal Bank of Canada 2017,\n2023"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#887", "copies": 2, "upstream_ids": ["phishing2.mbox#887", "phishing2.mbox#94"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00385-3:is_spam", "suite": "spam", "family": "generated_legit_email-f519bf0a7314f28b3120", "state": {"channel": "email", "message": "Invoice for February cloud hosting - approval needed by Feb 16\n\nHi Edward,\n\nI just finished reviewing the software and cloud service usage reports for January, and I have generated the invoice for our hosting provider. The total amount for this billing cycle comes to $3,420.50.\n\nI uploaded the finalized invoice to the shared finance drive. You can view the detailed breakdown here: https://www.willowhealth.net/finance/invoices/feb2022-cloud\n\nCould you please review the charges and approve the invoice in the system? We need to submit the payment authorization to accounting no later than Tuesday, 16 February 2022. If we miss that deadline, the vendor will suspend our staging environment, which would block the development team from testing the new patient portal updates scheduled for next month.\n\nLet me know if you spot any discrepancies in the server hours billed. I noticed a slight spike in storage costs during the second week, but it aligns with the database migration we ran.\n\nThanks,\nLinda Peterson\nIT Operations Manager\nWillow Health Systems"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00385-3", "copies": 1, "upstream_ids": ["gen-00385-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "software or cloud service invoice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5635:is_spam", "suite": "spam", "family": "sms_phishing-885099bad4442bb1ffac", "state": {"channel": "sms", "message": "U can call me now..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5635", "copies": 2, "upstream_ids": ["mendeley-5635", "uci-74"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01276.2492bcd768a07a92ee22c4762db629a2:message_type", "suite": "spam", "family": "spamassassin-61a083f799c799cad8c4", "state": {"channel": "email", "message": "CONFIDENTIAL\n\nOh, I dunno. Humor or not it, lets some of us with new installs test out\nSA with \"real\" email.\n\n:)\n\ncell phone? Get a new here for FREE!"}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01276.2492bcd768a07a92ee22c4762db629a2", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01276.2492bcd768a07a92ee22c4762db629a2"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing1.mbox#118:message_type", "suite": "spam", "family": "nazario-5d0d9b70ab32b604b922", "state": {"channel": "email", "message": "PayPal Account (KMM15704117V21840L0KM)\n\nSecurity Center\n\n128-bit encryption\n\nAt PayPal, we want to increase your security and comfort level with every transaction. From our Buyer and Seller Protection Policies to our Verification and Reputation systems, we'll help to keep you safe.\n\nWe recently noticed an attempt to log in to your PayPal account from a\nforeign IP address and we have reason to belive that your account was used\nby a third party without your authorization.\n\nIf you recently accessed your account while traveling, the unusual log in attempts\nmay have been initiated by you.\nTherefore, if you are the rightful account holder, click on the link below to log into your account and follow the\ninstructions.\n\nhttps://www.paypal.com/cgi-bin/webscr?cmd=_login-run\n\nIf you choose to ignore our request, you leave us no choice but to temporarily suspend\nyour account.\n\nIf you received this notice and you are not the authorized account\nholder, please be aware that it is in violation of PayPal policy to represent\noneself as another PayPal user. Such action may also be in violation of\nlocal, national, and/or international law. PayPal is committed to assist\nlaw enforcement with any inquires related to attempts to misappropriate\npersonal information with the intent to commit fraud or theft.\nInformation will be provided at the request of law enforcement agencies to\nensure that impersonators are prosecuted to the fullest extent of the law.\n\nThank you for your patience as we work together to protect your account.\n\nSincerely,\n\nPayPal Account Review Department\n\nPayPal, an eBay Company\n\n*Please do not respond to this e-mail as your reply will not be received."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#118", "copies": 15, "upstream_ids": ["phishing1.mbox#118", "phishing1.mbox#127", "phishing1.mbox#128", "phishing1.mbox#158", "phishing1.mbox#159", "phishing1.mbox#160", "phishing1.mbox#164", "phishing1.mbox#172", "phishing1.mbox#262", "phishing1.mbox#398", "phishing1.mbox#55", "phishing1.mbox#56", "phishing1.mbox#57", "phishing1.mbox#60", "phishing1.mbox#69"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02373.45f4057eab005d140507e72867f7a3c0:message_type", "suite": "spam", "family": "spamassassin-d8bf1c99022fd0ebfc35", "state": {"channel": "email", "message": "Nobel prize for British and US scientists\n\n*Medicine and health: *The discovery of the myriad little deaths which lead to\nlife brought the most coveted prize in world medicine to two Britons and an\nAmerican yesterday."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02373.45f4057eab005d140507e72867f7a3c0", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/02373.45f4057eab005d140507e72867f7a3c0", "zefang-5186", "ealvaradob-4968"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3821:message_type", "suite": "spam", "family": "sms_phishing-855e41f11384920f4287", "state": {"channel": "sms", "message": "Yo, call me when you get the chance, a friend of mine wanted me to ask you about a big order"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3821", "copies": 2, "upstream_ids": ["mendeley-3821", "uci-4157"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01160.98234b7fbbabe3d268a31b17141cf1a8:message_type", "suite": "spam", "family": "spamassassin-702a57e1de42043bd7e9", "state": {"channel": "email", "message": "New Sequences Window\n\nMessage-ID: <cjackson@verizon.net>\n\n| The background color in this window is the same as the background\n| color in the ftoc.\n\nThat's what I'd like to vary - particularly as the ftoc background isn't\nconstant - messages in the unseen sequence have a different background\nthan others.\n\nIn the ftoc that's fine, but in the sequences window, it isn't needed.\nunseen already has a different foreground there (no problem with that),\nit doesn't need a different background as well.\n\nI'll play about a bit with this, and with making it vertical instead of\nhorizontal, and see what turns up.\n\n| The only sequences that are defined there are sequences which are defined\n| in app-defaults-color or ~/exmh/exmh-defaults-color.\n\nOK.\n\n| I've been thinking about how to dynamically generate highlighting for\n| other sequences, but haven't got that figured out yet.\n\nIn this case, highlighting wasn't what I was most concerned about.\nA method to get messages in & out of sequences comes first, how it\ndisplays is a secondary consideration. But as a suggestion, have an\n\"all unknown\" sequence highlight, any message in a sequence which has\nno defined highlighting (where defined includes defined to not be treated\nspecially) gets highlighted the same way (maybe something as boring as\na dark brown text colour - almost indistinguishable from the normal black)\n\n| > > Any chance of making the current message a little brighter background?\n|\n| I don't see any reason why not. Experiment and let me know what works for you.\n\nDone some of that. First, the most significant change came from changing\nrelief from raised to sunken. I don't know why, but it just looks better\n(for me anyway). But even with that, cur and unseen are still just a\nbit too similar. I ended up using\n\n*sequence_cur: -background {PaleGoldenrod} -relief sunken -borderwidth 2\n\nThe unnecessary braces are just because some of the colours I was using\nhad spaces in their names. PaleGoldenrod translates as #eee8aa which\nis probably safer for generic use.\n\nkre"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01160.98234b7fbbabe3d268a31b17141cf1a8", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01160.98234b7fbbabe3d268a31b17141cf1a8"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4559:message_type", "suite": "spam", "family": "sms_phishing-34b93a28f9c840b641ca", "state": {"channel": "sms", "message": "I am in revage theatre now. . Going to watch KALAPANI in a few minutes"}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4559", "copies": 1, "upstream_ids": ["mendeley-4559"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1932:message_type", "suite": "spam", "family": "nazario-92ae09788bed20476b9d", "state": {"channel": "email", "message": "Attention all online-banking users!\n\nDear online-banking user! Please note that from May the 6th the online-banking service in Australia will be suspended due to a vigorous hacker attack on the websites of the most popular Australian banks (National, Common, Bendigo, BOQ etc.). Please be extremely carefull with your credit cards and accounts. To get more information on the situation of the online-banking service of your bank please follow the link below: http://www.antifraud.com Best regards, AntiFraud.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1932", "copies": 2, "upstream_ids": ["phishing3.mbox#1932", "phishing3.mbox#1933"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01175.1cc3a3de60d72ceacc94ecd526d8bf7c:message_type", "suite": "spam", "family": "spamassassin-76923a2690539a7db756", "state": {"channel": "email", "message": "From\n\nWhen I receive a message that has a line starting with \"From \", it's\nbroken into two messages. I get my mail from /var/spool/mail. The\nprogram that incorporates mail thinks that the \"From \" line starts a new\nmessage.\n\nMy sysadmins have told me that the sending mail client is supposed to\nescape lines begining with \"From \". EXMH (2.5) doesn't do this. Should\nit? It appears that my MH is MH 6.8. Does NMH fix this?\n\nJason D. M. Rennie\nMIT AI Lab\nryan_long@hotmail.com\n(617) 253-5339\nhttp://www.ai.mit.edu/~jrennie/"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01175.1cc3a3de60d72ceacc94ecd526d8bf7c", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01175.1cc3a3de60d72ceacc94ecd526d8bf7c", "zefang-12258", "ealvaradob-11610"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#351:message_type", "suite": "spam", "family": "nazario-eba1aac66db78336ad6a", "state": {"channel": "email", "message": "KeyBank Reminder: Please Update Your Data\n\nIt went oddly with the lock's dull dirty half-shine. boson alias \"Well, we'll have to talk about that, won't we?\nBut it was like being dead, and suddenly he needed his medication because it wasn't just his legs that hurt. \"\"No. \"Oh, Africa, oh, shit, he said in a trembling voice. No big conspiracy. \"Now she was looking at him shiningly, the paper in her hand forgotten. He dozed a little and woke up slumped far over to the left with his head hung down like a drunk in an alley. These wretched musings were interrupted by a harsh, half-superstitious gasp from Hezekiah. author"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#351", "copies": 1, "upstream_ids": ["phishing3.mbox#351"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14677:is_spam", "suite": "spam", "family": "zefang_phishing_email-d612a823a9240ae57581", "state": {"channel": "email", "message": "a brief report on risk management louise , just to give you a quicmk up date . . . this past couple of weeks , we have traded the following : volume : 5 . 43 bcf ' s origination : $ 163 , 500 our total numbers to date are : $ 3 . 0 mill , and 126 bcfs . the number of trades has slowed down a bit as we expected , but we ' ve been pretty busy following up with deemed isdas and master agreements . we have received in the last 2 weeks 8 executed long confirmations , and are working with legal and our customers with a list of long confirms . i would like to talk to you regarding other deals we have been pursuing with other groups , and get some feedback from you . i ' ll call you . best regards ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14677", "copies": 2, "upstream_ids": ["zefang-14677", "ealvaradob-13881"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_spam:hash-test:uci-1492:is_spam", "suite": "spam", "family": "sms_spam-79911cefc2f51964d638", "state": {"channel": "sms", "message": "Your account has been credited with 500 FREE Text Messages. To activate, just txt the word: CREDIT to No: 80488 T&Cs www.80488.biz"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-1492", "copies": 1, "upstream_ids": ["uci-1492"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:spam"], "datasets": ["sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01122.af6891fafb13c4cc39dab9a4a85449fd:message_type", "suite": "spam", "family": "spamassassin-45f2fdd62463c98eeb09", "state": {"channel": "email", "message": "Lowest Rates Available. edhhnjtvwx\n\nWhen America's top companies compete for your business, you win.\n\nhttp://four87.six86.com/sure_quote/sure_quote.htm\n\nTake a moment to let us show you that we are here to save you money and address your concerns\nwith absolutely no hassle, no obligation, no cost quotes, on all your needs, from America's\ntop companies.\n\n-Life Insurance 70% off.\n-Medical Insurance 60% off.\n-Mortgage rates that save you thousands.\n-New home loans.\n-Refinance or consolidate high interest credit card debt into a low interest mortgage.\n-Get the best prices from the nation's leading health insurance companies.\n_Dental Insurance at the lowest rate available.\n\nWe will soon be offering Auto Insurance quotes as well.\n\nhttp://four87.six86.com/sure_quote/sure_quote.htm\n\n\"...was able to get 3 great offers in\nless than 24 hours.\" -Jennifer C\n\n\"Met all my needs... being able to search\nfor loans in a way that puts me in control.\" -Robert T.\n\n\"..it was easy, effortless...!\"-Susan A.\n\nClick here to delete your address from future updates.\nhttp://four87.six86.com/sure_quote/rm/"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01122.af6891fafb13c4cc39dab9a4a85449fd", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/01122.af6891fafb13c4cc39dab9a4a85449fd"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5185:is_spam", "suite": "spam", "family": "zefang_phishing_email-12d4f6b636927f998960", "state": {"channel": "email", "message": "organisation did not get a contract . no significant issues with legal rpting although my team has questions on prc and bonus . can we talk next week ? jim - - - - - - - - - - - - - - - - - - - - - - - - - - jim steffes enron"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5185", "copies": 2, "upstream_ids": ["zefang-5185", "ealvaradob-4967"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01350.a0f7f7dbe59f334cd83793d518e603c5:message_type", "suite": "spam", "family": "spamassassin-b2f665795176fe0fc697", "state": {"channel": "email", "message": "2.40: ready for release?\n\nOK guys -- I reckon it's now Good Enough, modulo some minor score\ntweaking, or commenting of some more broken/high-FP-ing rules.\n\nWhat do you all think? are we ready to go? anyone run into any trouble\nwith the new autoconf code, or found a bug from the merge of that spamc\nBSMTP-support patch?\n\nI expect there *will* be a 2.41 BTW.\n\n--j.\n\nreal-time communications platform! Don't just IM. Build it in!"}, "question": {"type": "choice", "instructions": "Classify the message into one of three kinds: legitimate, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-16", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01350.a0f7f7dbe59f334cd83793d518e603c5", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01350.a0f7f7dbe59f334cd83793d518e603c5", "zefang-684", "ealvaradob-662"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00268-3:is_spam", "suite": "spam", "family": "generated_legit_email-0647b8e5ea6ef525918a", "state": {"channel": "email", "message": "Your verification code\n\nKenneth,\n\nYour two-step verification code is 849201. It will expire in 10 minutes.\n\nEmber Partners Security"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00268-3", "copies": 1, "upstream_ids": ["gen-00268-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00895.d7895e10504f34149655062fe20d5174:is_spam", "suite": "spam", "family": "spamassassin-50ce1f208f4a87a0bd6a", "state": {"channel": "email", "message": "REQUEST FOR ASSISTANCE\n\nBARRISTER ADEWALE COKER CHAMBERS\nLegal Practitioners / Notary Public\nBlk 804- Law House Building\nLagos-Nigeria.\n\nFor your kind attention,\n\nREQUEST FOR ASSISTANCE\nIt is my humble pleasure to write you this letter irrespective of the fact that you do not know me. However,I am in search of a reliable and trustworthy person that can handle a confidential transaction of this nature.\n\nI am BARRISTER ADEWALE COKER, a family lawyer to our former military rule,General Sani Abacha who died suddenly in power some years ago. Since his untimely demise, the family has suffered a lot of harassment from the regimes that succeeded him. The regime and even the present civilian government are made up of Abacha's enemies.Recently, the wife was banned from traveling outside Kano State their home state as a kind of house arrest and the eldest son still in detention.Although, a lot of money have been recovered from Mrs. Abacha since the death of her husband by the present government, there's still huge sums of money in hard currencies that we have been able to move out of the country for safe keeping to the tune of US$50 million.This money US$50 Million is already in North American and if you are interested,we will prepare you as the beneficiary of the total funds,and you will share 25% of the total funds after clearance from the Security Company.\n\nNote, there is no risk involved in this project because l am involved as Abacha's confidant.Please you should keep this transaction a top secret and we are prepared to do more business with you pending your approach towards this project.I await your urgent response.Thanks.\n\nYours Faithfully\n\nBARRISTER ADEWALE COKER.\n\n--DeathToSpamDeathToSpamDeathToSpam--\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00895.d7895e10504f34149655062fe20d5174", "copies": 2, "upstream_ids": ["20050311_spam_2/spam_2/00895.d7895e10504f34149655062fe20d5174", "20050311_spam_2/spam_2/00896.c6f6a4e29a114b9d7d5751e4292520de"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-119:is_spam", "suite": "spam", "family": "sms_phishing-cfccbed9533c170869fc", "state": {"channel": "sms", "message": "Yup, no need. I'll jus wait 4 e rain 2 stop."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-119", "copies": 2, "upstream_ids": ["mendeley-119", "uci-469"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-672:is_spam", "suite": "spam", "family": "sms_phishing-6988b4d41a892b4551e4", "state": {"channel": "sms", "message": "Great comedy..cant stop laughing da:)"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-672", "copies": 2, "upstream_ids": ["mendeley-672", "uci-1639"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2532:message_type", "suite": "spam", "family": "sms_phishing-31e2b4a9f5b1edf9d0f7", "state": {"channel": "sms", "message": "Yup ok..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2532", "copies": 3, "upstream_ids": ["mendeley-2532", "uci-2533", "uci-4963"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00542-5:message_type", "suite": "spam", "family": "generated_legit_email-86d0bc7aa889308fac5d", "state": {"channel": "email", "message": "Server Maintenance Window This Weekend\n\nMichelle,\n\nJust confirming that the maintenance window is locked in for Saturday night. We pushed the start time back slightly to 11:00 PM to give the European trading desk enough time to finish their end-of-week reconciliation processes. Total expected downtime is around four hours, so everything should be back online and fully operational by 3:00 AM Sunday.\n\nI have already notified the network operations center and they are standing by to monitor the failover routing. Please make sure your team logs out of the internal dashboards before 10:30 PM to prevent any corrupted session states during the restart sequence. We cannot afford another incident like what happened in October.\n\nYou can track the real-time status of the upgrade here: https://www.ridgeconsulting.biz/system-status\n\nLet me know if anyone on your side has critical batch jobs running late that we need to account for.\n\nLinda Chen\nIT Infrastructure Lead\nRidge Consulting"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00542-5", "copies": 1, "upstream_ids": ["gen-00542-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1267:is_spam", "suite": "spam", "family": "zefang_phishing_email-548b4171166e55286176", "state": {"channel": "email", "message": "grades pam , the last group . please , let me know if any name is missing . grade : a thanks a lot . it was a pleasure working with you . vince kaminski"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1267", "copies": 2, "upstream_ids": ["zefang-1267", "ealvaradob-1228"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1558:message_type", "suite": "spam", "family": "sms_phishing-2b0adf0ae7f479d7af0f", "state": {"channel": "sms", "message": "No. On the way home. So if not for the long dry spell the season would have been over"}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1558", "copies": 2, "upstream_ids": ["mendeley-1558", "uci-1889"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2025#414:is_spam", "suite": "spam", "family": "nazario-8c85d48b62e4d8f84cd1", "state": {"channel": "email", "message": "Lisa's Urgent reconfirmation needed for gary32@gmx.net\n\nAttention lisa : tomasz\n\nOur system has just completed a major update/upgrade on the vistalabs.com messaging services.\nTo our observation some lisa's have left the company, but still using the mailbox connected to quartzcapital.com.\n\nYou are hereby urged to re-confirm your gary32@gmx.net is still in use and active.\n\nNote if confirmation is not received and updated within the next 24 hours, your gary32@gmx.net data will be Removed/Deleted from our horizonnetworks.biz network\n\nCONFIRM gary32@gmx.net IN USE-SIGN IN HERE\n\nyou may visit www.deltalogistics.de to see mailbox activity\n\n© 2024 falcongroup.org All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#414", "copies": 2, "upstream_ids": ["phishing-2025#414", "phishing-2025#427"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10798:is_spam", "suite": "spam", "family": "zefang_phishing_email-465f27434cec765ce330", "state": {"channel": "email", "message": "ncl sally : ? here are the plans for the meeting on sunday . . . bill lindsay , hpd , will be at your house @ 2 : 15 to do a talk on safety in the car ? i told him very informal , want the girls to ask questions . ? sarah is going to do basics of car care from a women ' s point of view . . . simple . ? we know these girls are not going to change oil . . . but they need to know that it needs to be changed . . . and so on . ? i was afraid to have more than two guest speakekrs , as one never knows how long they will end up taking . ? i have tried and tried to reach megan s . who is own nominating committee . ? lori van dike can only meet on sunday , abi said sunday is okay with her . . . i told lori plan on meeting here ( we can change that ) at 12 : 30 . . if you want to be involved , we could do it at your house if easier , know that sometimes your church runs over . ? sarah is going to check and let me know if anyone is not ? \" in good standing \" and can not hold office . ? snacks , paper goods are handled for your meeting . ? have a safe trip . ? i will be around on sat . , if you have questions , cell is 713 818 8587 . ? linda"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10798", "copies": 2, "upstream_ids": ["zefang-10798", "ealvaradob-10262"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00716-2:is_spam", "suite": "spam", "family": "generated_legit_email-1b43c6bdec596f36435a", "state": {"channel": "email", "message": "Scheduled System Maintenance - June 2023\n\nDear Sofia Bell,\n\nPlease be advised that Sterling Capital IT Services will perform scheduled maintenance on our internal network infrastructure. During this period, access to the trading portal and internal email servers will be temporarily unavailable.\n\nMaintenance Details:\n- Date: Saturday, June 1, 2023\n- Time: 10:00 PM EST to 4:00 AM EST\n- Affected Systems: Trading Portal, Internal Email, Client Database\n\nRequired Actions:\n1. Save all active work and log out of the trading platform by 9:30 PM EST on June 1, 2023.\n2. Do not attempt to run automated batch reports during the maintenance window.\n3. Restart your workstation on Sunday morning before logging back into the secure network.\n\nIf you experience connectivity issues after 6:00 AM EST on June 2, please contact the IT Helpdesk immediately.\n\nThank you for your cooperation.\n\nBetty Jones\nIT Operations Manager\nSterling Capital Network"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00716-2", "copies": 1, "upstream_ids": ["gen-00716-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:generated_unwanted_email:none:genu-00098-5:message_type", "suite": "spam", "family": "generated_unwanted_email-0281d5d01ee1e6ab87bc", "state": {"channel": "email", "message": "Important: Update to our bank account details for invoice #VS-4092\n\nDear Mary,\n\nI hope this email finds you well. I am writing to formally notify you of a recent change to our banking arrangements here at Vista Solutions. Following a routine internal audit conducted last month, our finance department has transitioned all corporate accounts to a new banking provider to improve our processing efficiency and better serve our educational partners.\n\nAs a result, the bank details we previously provided for our services rendered to Westfield Academy are no longer active. Any payments sent to the old NatWest account after 1 April 2015 will unfortunately be rejected or significantly delayed, which could disrupt the ongoing IT maintenance schedule we have agreed upon for the upcoming summer term.\n\nFor the outstanding invoice #VS-4092, dated 15 March 2015, and for all future transactions, please remit funds to our new account. The updated details are as follows:\n\nBank: Barclays UK\nAccount Name: Vista Solutions Trading Ltd\nSort Code: 20-45-81\nAccount Number: 88391024\nIBAN: GB42 BARC 2045 8188 3910 24\n\nCould you please confirm receipt of this email and verify that your accounts payable team has updated their records accordingly? It is essential that the payment scheduled for next Friday is routed to the new Barclays account to avoid any service interruptions at the school.\n\nI understand that sudden changes to payment details can sometimes raise questions, so please do not hesitate to reach out to me directly if you require any additional verification. You can call me on 020 7946 0321 during standard business hours, and I will be happy to speak with you or your finance manager to confirm everything is in order.\n\nThank you for your prompt attention to this matter and for your continued partnership with Westfield Academy. We greatly value our work with the school and want to ensure this administrative transition is as smooth as possible for your team.\n\nWith kind regards,\n\nHans Singh\nAccounts Manager\nVista Solutions\nemma49@pioneertech.net"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00098-5", "copies": 1, "upstream_ids": ["genu-00098-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from a supplier, says their bank details changed and asks for the next payment to the new account", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00092-2:is_spam", "suite": "spam", "family": "generated_legit_email-4216d587581274ad2470", "state": {"channel": "email", "message": "Calendar Update: Q3 Planning Meeting - Tuesday 29 August\n\nHi Aisha,\n\nI hope you had a good weekend. I am writing to update the calendar invitation for our Q3 Planning Meeting, which has been moved to Tuesday, 29 August 2022 at 10:00 AM. The meeting will take place in Conference Room B on the second floor of the main building.\n\nDuring this session, we will review the project milestones from the past quarter and finalize our deliverables for the upcoming months. It is important that all department leads attend so we can align our schedules properly. Please bring any updated reports or documentation relevant to your current projects. If you have materials that need to be shared with the wider group beforehand, please upload them to the shared folder by Monday afternoon.\n\nI have updated the agenda document, which you can access here: https://www.deltapartners.net/agenda/q3-planning-2022. Please review it before we meet so we can keep the discussion focused and stay within our allotted two hours.\n\nIf you are unable to attend due to a prior commitment, let me know as soon as possible so we can arrange for someone else from your team to step in. We cannot delay this meeting further as the final budget approvals are due on Friday, 1 September 2022.\n\nFeel free to reach out if you have any questions or need to discuss anything ahead of time. You can call me directly at (555) 482-9173 or reply to this email.\n\nLooking forward to seeing you there.\n\nBest regards,\nKevin Nelson\nDelta Partners"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00092-2", "copies": 1, "upstream_ids": ["gen-00092-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:generated_legit_email:hash-test:gen-00792-5:message_type", "suite": "spam", "family": "generated_legit_email-d28fc75973342c2d5cfa", "state": {"channel": "email", "message": "Action Required: Q4 Strategy Document Review\n\nHi Omar,\n\nI hope you had a wonderful holiday weekend. As we prepare for the new year, I am reaching out because I need your input on the Q4 Strategy Document before we present it to the wider team at Beacon Consulting.\n\nCould you please review the draft I uploaded to our shared workspace? You can access it directly here: https://www.beaconconsulting.com/docs/q4-strategy-2023. I specifically need your eyes on sections three and four, which cover the projected budget allocations and the client acquisition targets for January. I want to make sure the numbers align with what your department submitted last week.\n\nI know everyone is busy wrapping up end-of-year tasks, but I would really appreciate it if you could leave your comments or track changes in the document by Wednesday, 30 December 2023. That will give me enough time to consolidate everyone's feedback and finalize the report before our first all-hands meeting on 4 January 2024.\n\nA few things to keep in mind while you review:\n\nThe overall proposed budget for Q1 is currently set at $145,000. Please double-check that your requested software license renewals are accounted for in that total. Also, the client retention goal has been adjusted upward to 92%, so let me know if you think that is realistic based on your team's capacity.\n\nIf you run into any permission issues accessing the file, just reply to this email and I will sort it out with IT right away. Otherwise, feel free to ping me on our internal chat if you want to discuss any of the figures in real time.\n\nThank you so much for your help with this, Omar. Getting this finalized early will make our transition into the new year much smoother for everyone at Beacon Consulting.\n\nBest regards,\nNancy Perez\nSenior Project Manager\nBeacon Consulting"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00792-5", "copies": 1, "upstream_ids": ["gen-00792-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:generated_legit_email:hash-test:gen-00423-3:message_type", "suite": "spam", "family": "generated_legit_email-27791ae60272c81c580d", "state": {"channel": "email", "message": "System Maintenance Notice\n\nHorizon Foods IT Department\n\nDear Ahmed Kowalski,\n\nWe are writing to inform you about planned maintenance on our internal inventory servers.\nThe system will be unavailable starting Thursday, 24 November 2020 at 8:00 PM and should be fully restored by Friday, 25 November 2020 at 6:00 AM.\n\nSave your work\n\nAll point-of-sale terminals and warehouse scanners must be logged off before the maintenance window begins. Any unsaved transactions may be lost.\nIf you require emergency access during this period, please contact Anthony Perez directly at extension 402.\n\nThank you for your cooperation.\n\nHorizon Foods IT\n1120 Industrial Blvd, Austin, TX 78701\nPrivacy policy: horizonfoods.net/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00423-3", "copies": 1, "upstream_ids": ["gen-00423-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:generated_legit_email:hash-test:gen-00531-3:is_spam", "suite": "spam", "family": "generated_legit_email-48e6d25830de7db2d812", "state": {"channel": "email", "message": "Trident Systems: Q3 Financial Strategy Meeting Invitation\n\nTRIDENT SYSTEMS FINANCIAL SERVICES\n\nHello Sofia,\n\nYou have been invited to the Q3 Financial Strategy Meeting.\nPlease review the agenda and confirm your attendance using the link below.\n\nMeeting Details:\nTitle: Q3 Portfolio Review & Strategy Session\nTime: 10:00 AM - 11:30 AM (CET)\nLocation: Conference Room B, Frankfurt Office / Webex\nOrganizer: Emma Flores\n\nAgenda Highlights:\n- Review of Q2 market performance metrics\n- Adjustments to risk assessment models\n- Client portfolio rebalancing proposals\n- Compliance updates for new EU regulations\n\nAccept Invitation\n\nPlease ensure you have reviewed the attached pre-read materials prior to the session. The documents are hosted securely on our internal portal.\n\nAccess meeting materials here: https://www.tridentsystems.net/meetings/q3-strategy-2017\n\nIf you are unable to attend or need to propose an alternative time, please contact my office directly at +49 69 7192 4400 so we can arrange a brief one-on-one catch-up before the end of the month. It is critical that all senior analysts are aligned on the new compliance frameworks before we present to the board next week.\n\nLooking forward to your insights during the discussion.\n\nBest regards,\nEmma Flores\nSenior Strategy Manager\nTrident Systems Financial Services\n\nThis message was generated by Trident Systems corporate communications.\nIf you believe you received this in error, please notify IT security immediately.\nTrident Systems GmbH, Taunusanlage 12, 60325 Frankfurt am Main, Germany\nPhone: +49 69 7192 4400\nPrivacy Policy: https://www.tridentsystems.net/privacy\nCopyright 2017 Trident Systems. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00531-3", "copies": 1, "upstream_ids": ["gen-00531-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:generated_legit_email:hash-test:gen-00149-5:is_spam", "suite": "spam", "family": "generated_legit_email-5edfd63a0be943776f8d", "state": {"channel": "email", "message": "Silverworks Annual Conference - Travel Booking Confirmation\n\nSILVERWORKS FOUNDATION\n\nDear Richard Silva,\n\nYour travel arrangements for the Silverworks Annual Educators Conference have been successfully booked. Please review your itinerary details below.\n\nFlight Number: SW-4402\nDeparture Date: February 12, 2012\nDestination: Chicago, IL\nHotel: The Lakeshore Inn\nTotal Cost Covered: $640.00\n\nYou must complete your online airline check-in no later than February 11, 2012, to guarantee your assigned seat. Please use the confirmation code SW-EDU-2012 when checking in at the airport kiosk or with the airline agent.\n\nCheck In For Your Flight\n\nIf you need to modify any part of this itinerary, please contact Omar Thomas in our administrative office immediately.\n\nSafe travels,\nThe Silverworks Events Team\n\nSilverworks Foundation\n88 Academy Road, Building C\nAustin, TX 78701\n\nPrivacy Policy: https://www.silverworks.org/privacy-policy"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00149-5", "copies": 1, "upstream_ids": ["gen-00149-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "travel booking confirmation (flight, train, hotel) with check-in link"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4862:is_spam", "suite": "spam", "family": "zefang_phishing_email-edc293a7f2e5d022831d", "state": {"channel": "email", "message": "= ? utf - 8 ? q ? designer replicas ? = actual replicas watches i have this brands available besides : rolex breguet glashute original breitling ikepod"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4862", "copies": 2, "upstream_ids": ["zefang-4862", "ealvaradob-4653"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-259:is_spam", "suite": "spam", "family": "zefang_phishing_email-02e5f25bc8269864e396", "state": {"channel": "email", "message": "management announcement as you are all aware , ebs has grown to be a significant part of enron . the ebs / blockbuster movies on - demand announcement this week , as merrill lynch put it , \u0001 & confirms the tremendous inroads enron has made in the telecommunications business . \u0001 8 we expect this deal to be a springboard for enabling ebs to accomplish even greater things . because we believe that ebs is integral to enron \u0001 , s success , it is becoming increasingly important for greater interaction among ebs senior management , corporate leadership and our houston - based business units . in short , we determined that it is necessary for the ceo to be based in houston , although the portland office will remain an integral part of ebs . joe hirko as ceo and ken rice as chief commercial officer have accomplished great things , and we believe that both are completely qualified to fill the ceo role moving forward . however , joe has decided to stay in portland for family reasons , and as a result , ken will assume the role of ceo for ebs , effective immediately . joe , unfortunately , has decided to leave enron . we want to recognize joe for his role in making ebs a success . he started the business , demonstrated its value to enron management , and brought the team together to create the ebs vision . we do believe that ebs will continue to grow and succeed under ken \u0001 , s leadership . throughout his 19 - year career with enron , he has consistently been a driving force in building businesses . please join us in wishing both joe and ken great success ."}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-259", "copies": 2, "upstream_ids": ["zefang-259", "ealvaradob-254"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00108-1:message_type", "suite": "spam", "family": "generated_legit_email-2d7eaa54e3f9bff3cba7", "state": {"channel": "email", "message": "Interview Invitation - River Systems\n\nRiver Systems\nCareers Portal\n\nDear Carol Flores,\n\nThank you for your application for the Data Analyst position at River Systems. We reviewed your materials and would like to invite you for a phone interview.\n\nWe have availability on Tuesday, 24 June 2024 at 2:00 PM EST or Thursday, 26 June 2024 at 10:00 AM EST. Please let us know which time works best for you by replying to this email.\n\nSchedule Interview\nhttps://www.riversystems.org/careers/interview-schedule\n\nWe look forward to speaking with you soon.\n\nBest regards,\nJennifer King\nTalent Acquisition\nRiver Systems\n\nRiver Systems, 450 Waterfront Drive, Suite 200, Portland, OR 97204\nPrivacy Policy: https://www.riversystems.org/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00108-1", "copies": 1, "upstream_ids": ["gen-00108-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "job application acknowledgement or interview invitation"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3327:message_type", "suite": "spam", "family": "sms_phishing-ac53745591839d890ee7", "state": {"channel": "sms", "message": "Oh sorry please its over"}, "question": {"type": "choice", "instructions": "Say what kind of message this is: legitimate, spam (unwanted bulk or advertising), or phishing (a scam aiming to get personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-19", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3327", "copies": 2, "upstream_ids": ["mendeley-3327", "uci-2038"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00301-5:is_spam", "suite": "spam", "family": "generated_legit_email-8cfacc103f7e050d7fdd", "state": {"channel": "email", "message": "Important Update: Changes to Our Terms of Service\n\nDear Kwame Cox,\n\nWe are writing to inform you about upcoming changes to the Pioneer Networks Terms of Service, effective 1 September 2018.\n\nService: Pioneer Networks Cloud Storage\nAccount ID: PN-559201\nEffective Date: 1 September 2018\nReview Deadline: 31 August 2018\nUpdated Document: https://www.pioneernetworks.net/terms-update-2018\n\nSummary of changes:\n- Updated data retention policies for inactive accounts exceeding 12 months.\n- Revised liability limitations for third-party integrations.\n- New dispute resolution procedures requiring arbitration before legal action.\n\nPlease review the full updated terms at the link above. Continued use of your Pioneer Networks account after 1 September 2018 constitutes acceptance of these revised terms. If you do not agree, you must close your account before the review deadline.\n\nThank you for being a valued user.\n\nSincerely,\nHeather Mensah\nLegal Compliance Department\nPioneer Networks"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00301-5", "copies": 1, "upstream_ids": ["gen-00301-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2438:message_type", "suite": "spam", "family": "sms_phishing-e9fe4a25cd83dfa0e860", "state": {"channel": "sms", "message": "Quite lor. But dun tell him wait he get complacent..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2438", "copies": 2, "upstream_ids": ["mendeley-2438", "uci-4777"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2022#103:is_spam", "suite": "spam", "family": "nazario-85729c0472dcc518f063", "state": {"channel": "email", "message": "UNCONFIRMED CRYPTO TRANSACTION\n\n- This mail is in HTML. Some elements may be ommited in plain text. -\n\nBlöckchain\n?\n..com\nBitcoin Wallet Payment Not Rectified\nHi there,\nYou have a Pending Transaction of $7,000,000.00BTC that was directed to your wallet email address ( christopher_robinson@aol.com ) We need your confirmation with your Wallet Address before it can be redirected to your provided Wallet address. Reply with Your ticket number (#2660112) and your Wallet address for reconfirmation before crediting you.\nBest,\nThe Blockchain.com Team\n\n© Blockchain.com\nBlockchain Access UK Ltd\n2 Tallis Street\nLondon EC4Y 0AB\nThis is an agreement between Blockchain Luxembourg S.A. and Blockchain Access UK Ltd (collectively referred to herein as \"Blockchain.com\", \"we\", \"us\", or \"our\") and you (together with Blockchain.com, the \"Parties\" and each a \"Party\"). By using any Blockchain.com service, whether through\nblockchain.com\n, any associated website, API, or mobile application, you agree that you have read, understood, and accept all of the terms and conditions contained herein (the \"User Agreement\"), as well as our Privacy Policy available at\nblockchain.com/legal\n, Cookie Policy, available at\nblockchain.com/cookies\n, API Agreement, available at\nblockchain.com/legal/api-\nterms\nand Trading Principles, located at\nexchange.blockchain.com/\nlegal\nImportant Note\nDigital asset markets are unregulated and not currently governed by any specific European or US regulatory framework. Digital currencies are not bank deposits, are not legal tender, are not backed by the government, and accounts and value balances. Blockchain Access UK Ltd's products and services are not within the jurisdiction of the UK Financial Ombudsman Scheme, nor are they subject to the UK Financial Services Compensation Scheme, the US Federal Deposit Insurance Corporation or Securities Investor Protection Corporation, or any other non-UK or non-US governmental or government-backed protections.\nLegislative and regulatory changes or actions in any jurisdiction in which Blockchain.com's customers are located may adversely affect the use, transfer, exchange, and value of digital currencies."}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#103", "copies": 1, "upstream_ids": ["phishing-2022#103"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#32:is_spam", "suite": "spam", "family": "nazario-8aa59f09e1265a2d2703", "state": {"channel": "email", "message": "Oil Payment Approval\n\nFind the attached document via Google secure to view closing statement.\n\nAll parties have completed Documents.\n\nplease sign these at your earliest convenience.\n\nThanks."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#32", "copies": 1, "upstream_ids": ["phishing-2016#32"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-56:is_spam", "suite": "spam", "family": "zefang_phishing_email-93a881c79c0fefe642ba", "state": {"channel": "email", "message": "free portable dvd player offer valid only to residents of the united states who are at least 18 years old . you need to complete our offer eligibility requirements to qualify for your free gift . trademarks , service marks , logos , and / or domain names are the property of their respective owners , who have no association with or make any endorsement of the products or services provided by lookdog . com . to unsubscribe from future lookdog . com promotions and offers please submit an online request using the link below . you may also send a written request to : 3250 w . big beaver road , suite 144 , troy , mi , 48084 . click here to unsubscribe . please refer all questions , opinions or additional feedback to : service dept 9420 reseda blvd # 133 northridge , ca 91324"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-56", "copies": 2, "upstream_ids": ["zefang-56", "ealvaradob-54"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00583-4:is_spam", "suite": "spam", "family": "generated_legit_email-c474b322b69403d941e2", "state": {"channel": "email", "message": "Update on Support Ticket #VP-88321: Database Sync Error\n\nVista Partners Client Support\nTicket Status Update\n\nTicket Number: VP-88321\nAccount: Ivan Watson (valentina73@yahoo.com)\nProduct: Vista CloudSync Pro\nStatus: In Progress\nPriority: High\nDate Opened: 10 December 2008\nLast Updated: 12 December 2008\n\nDear Ivan,\n\nI am writing to provide you with an update regarding the support ticket you opened earlier this week about the database synchronization errors you have been experiencing with Vista CloudSync Pro.\n\nOur engineering team has investigated the logs you provided and identified that the timeout failures are being caused by a recent update to the API authentication tokens. When the token refreshes every four hours, the sync job drops its connection instead of reconnecting gracefully. This explains why your records stop updating around mid-afternoon each day.\n\nWe are currently deploying a patch to resolve this issue across all affected accounts. You do not need to reinstall the software or change your local configuration files. The fix is scheduled to roll out to your server environment by tomorrow morning, Friday, 13 December 2008, at approximately 08:00 UTC.\n\nIn the meantime, you can monitor the real-time status of this deployment and read the technical release notes on our dedicated status page at https://www.vistapartners.net/status/ticket/VP-88321.\n\nOnce the patch is live, please trigger a manual sync from your admin dashboard and verify that the records populate correctly. If you continue to see the error code E-4092 after the patch has been applied, reply directly to this email so we can escalate your case to our Tier 3 infrastructure team immediately.\n\nWe sincerely apologize for the disruption to your workflow this week. Keeping your data accurate and accessible is our top priority, and we appreciate your patience while we get this sorted out for you.\n\nThank you for choosing Vista Partners.\n\nKind regards,\nAmanda Torres\nSenior Support Specialist\nVista Partners Technical Support\nsupport@vistapartners.net"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00583-4", "copies": 1, "upstream_ids": ["gen-00583-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#84:is_spam", "suite": "spam", "family": "nazario-24149af3f0196cd95a3c", "state": {"channel": "email", "message": "Valentina Mutual Checking Card Alert\n\nValentina Mutual - System\nDear Valentina Mutual member,\n\nBy this letter we inform you, that our bank is switching to newest transactions security standards.\n\nValentina Mutual security systems require that your ATM card is compatible with our new standards.\n\nValentina Mutual software and hardware will be updated.\n\nGo to:Valentina Mutual Online Banking\n\nWe offer you a new convenient and safe high-quality level of service to handle your ATM card.\n\nThank you for contacting Valentina Mutual."}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#84", "copies": 1, "upstream_ids": ["phishing0.mbox#84"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00623-3:is_spam", "suite": "spam", "family": "generated_legit_email-c87bfcb5e7f605a0c207", "state": {"channel": "email", "message": "Your July 2022 statement is now available\n\nDear Helen Nguyen,\n\nI am writing to let you know that your monthly bank statement for the period of 1 June 2022 to 30 June 2022 is now ready to view online. As part of our ongoing commitment to secure digital banking, all statements are delivered electronically through our client portal.\n\nYou can access your statement immediately by logging into your account at https://www.falconconsulting.de/clientportal/statements. Once logged in, navigate to the Documents section and select July 2022 Statement. The document is available in PDF format for you to download or print for your personal records.\n\nThis month's statement reflects your recent wire transfer of EUR 3,450.00 to your external savings account, as well as your standard monthly service fee of EUR 12.50. Please review all transactions carefully. If you notice any discrepancies or unauthorized charges, it is important that you report them within 30 days of the statement date. You can dispute a transaction directly through the portal or by contacting your dedicated account manager.\n\nWe also want to remind you that Falcon Consulting will be upgrading its security infrastructure later this summer. You may receive a separate communication regarding mandatory password resets in August. Ensuring your login credentials remain strong is vital for protecting your financial data.\n\nIf you experience any difficulty accessing your statement or have general questions about your account balance, please do not hesitate to reach out. Our support team is available Monday through Friday, from 08:00 to 18:00 CET.\n\nThank you for banking with us.\n\nKind regards,\nSamantha Nelson\nClient Services Director\nFalcon Consulting GmbH\nBerlin, Germany"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00623-3", "copies": 1, "upstream_ids": ["gen-00623-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2075:message_type", "suite": "spam", "family": "sms_phishing-f80b05a4c91f21354c91", "state": {"channel": "sms", "message": "Baaaaabe! I misss youuuuu ! Where are you ? I have to go and teach my class at 5 ..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2075", "copies": 2, "upstream_ids": ["mendeley-2075", "uci-1355"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4188:message_type", "suite": "spam", "family": "sms_phishing-877c2270d00c26ad1eea", "state": {"channel": "sms", "message": "Thanks for picking up the trash."}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4188", "copies": 2, "upstream_ids": ["mendeley-4188", "uci-776"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00739-0:is_spam", "suite": "spam", "family": "generated_legit_email-b57f8c1355252ea1c403", "state": {"channel": "email", "message": "Dispatch notice for new monitors - tracking enclosed\n\nHi Debra,\n\nThe replacement monitors you requested for the marketing team have been dispatched from our warehouse this morning. Please see the shipping details below:\n\n- Order reference: CT-2024-4491\n- Courier: Royal Mail Tracked\n- Tracking number: RM837261948GB\n- Items shipped: 3x Dell P2419H 24-inch monitors\n- Expected delivery: Monday 18 June 2024\n\nNext steps for receiving the shipment:\n\n1. Watch for the delivery van on Monday morning.\n2. Inspect each box for transit damage before signing the driver's manifest.\n3. Store the boxes in Room 204 until IT can set them up on Tuesday.\n4. Keep the packing slips and hand them to me by end of day Tuesday.\n\nIf the courier attempts delivery when you are away from your desk, they will leave a card. Please call me directly if there are any issues so I can contact the depot.\n\nMy direct line is 0161 496 0283.\n\nBest regards,\nBrenda Lee\nOperations Manager\nCedar Tech Solutions\ncedartech.co.uk"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00739-0", "copies": 1, "upstream_ids": ["gen-00739-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2010:is_spam", "suite": "spam", "family": "sms_phishing-cd8e8a3d0f9ef9b61527", "state": {"channel": "sms", "message": "Today is ACCEPT DAY..U Accept me as? Brother Sister Lover Dear1 Best1 Clos1 Lvblefrnd Jstfrnd Cutefrnd Lifpartnr Belovd Swtheart Bstfrnd"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2010", "copies": 1, "upstream_ids": ["mendeley-2010"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01681.0e74974631f665395f5e6b01148b4bee:is_spam", "suite": "spam", "family": "spamassassin-2fa1af93c93fef93dc69", "state": {"channel": "email", "message": "test sets?\n\n[Barry]\n\nGive me a mod to timtoken.py that does this, and I'll be happy to test it.\n\nIf there's any sanity in the world, even the original poster would be glad\nto have his kneejerk response blocked <wink>. OTOH, you know there are a\ngreat many msgs on c.l.py (all over Usenet) that do nothing except quote a\nprevious post and add a one-line comment. Remove the quoted sections from\nthose, and there may be no content left to judge except for the headers. So\nI can see this nudging the stats in either direction. The only way to find\nout for sure is for you to write some code <wink>."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01681.0e74974631f665395f5e6b01148b4bee", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01681.0e74974631f665395f5e6b01148b4bee"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00327-0:message_type", "suite": "spam", "family": "generated_legit_email-2c29b7bb56d83c261f94", "state": {"channel": "email", "message": "Reminder: Q2 Tax Payment Due July 31, 2021\n\nDear Angela Weber,\n\nThis is a reminder from Maple Design Accounting that your quarterly estimated tax payment is approaching. Please review the details below and ensure timely submission to avoid penalties.\n\nClient Name: Angela Weber\nClient Email: bwilliams@aol.com\nAccount Number: MD-2021-4482\nTax Period: Q2 2021 (April 1 – June 30)\nAmount Due: $1,245.00\nPayment Deadline: July 31, 2021\n\nYou can submit your payment securely through our client portal at https://www.mapledesign.com/payments or mail a check to our office. If you have any questions about your balance or need to adjust your estimated payments for the remainder of the year, please reach out before the deadline.\n\nThank you for trusting Maple Design with your accounting needs.\n\nSincerely,\nMateo Young\nSenior Accountant\nMaple Design Accounting"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00327-0", "copies": 1, "upstream_ids": ["gen-00327-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#154:is_spam", "suite": "spam", "family": "nazario-51a38b8857845aa100ae", "state": {"channel": "email", "message": "TKO Notice: ***Urgent Safeharbor Department Notice***\n\nAlert\n\neBay Suspension\nNeed Help?\n\nDear valued eBay member,\n\nDuring our regularly scheduled account maintenance and verification procedures, we have detected a slight error in your billing information.\n\nThis might be due to either of the following reasons:\n\nA recent change in your personal information ( i.e.change of address).\nSubmiting invalid information during the initial sign up process.\nAn inability to accurately verify your selected option of payment due to an internal error within our processors.\n\nOnce you have updated your account records your eBay session will not be interrupted and will\ncontinue as normal.\n\nTo update your eBay records click on the following link:\nhttp://cgi1.ebay.com/aw-cgi/ebayISAPI.dll?UPdate\n\nIf your account information is not updated within 48 hours then your ability to use eBay will become restricted.\n\nThank you eBay ,inc\n\nRegards,Safeharbor Department eBay, Inc\n\nThe eBay team.\n\nThis is an automatic message. Please do not reply"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#154", "copies": 1, "upstream_ids": ["phishing3.mbox#154"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00523-4:is_spam", "suite": "spam", "family": "generated_legit_email-3693379101199b980b98", "state": {"channel": "email", "message": "Facilities Request #4412 - Projector Replacement\n\nNotice of Facilities Request\n\nRequest number: FAC-2014-4412\nDate submitted: 22 August 2014\nRequested by: David Allen\nDepartment: Science Faculty\nItem: Epson EB-X12 Projector\nAmount: €415.00\nApproval deadline: 29 August 2014\n\nHello David,\n\nYour request for a replacement projector for Lab 3 has been logged. The purchasing department requires final approval by 29 August 2014 to ensure delivery before the autumn term begins on 2 September.\n\nYou can track the status of this request at https://www.willowtech.de/facilities/requests/4412 or contact the procurement office directly if you have questions about compatible models.\n\nPlease confirm the budget code by replying to this notice.\n\nRegards,\nEmma Hughes\nProcurement Office\nPhone: +49 30 555 0192"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00523-4", "copies": 1, "upstream_ids": ["gen-00523-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#493:message_type", "suite": "spam", "family": "nazario-d6d55fde83955a81fdfc", "state": {"channel": "email", "message": "Message from eBay Member\n\nQuestion about Item -- Respond Now\n\neBay sent this message on behalf of an eBay member via My\nMessages. Responses sent using email will go to the eBay member directly\nand will include your email address. Click the Respond Now button\nbelow to send your response via My Messages (your email address will not\nbe included).\n\nQuestion from\nbargainshop-uk\n\nItem: (5801824341)\n\nThis message was sent while the\nlisting was active.\n\nbargainshop-uk is a potential\nbuyer.\n\nLook,\n\nThere are now 2 months since I\npaied for the item and I still didn`t receive it.This is my last warning\n: unless you solve the problem the first thing I shall report you to ebay\nand second I shall go to the police .\n\nI am loosing my\npatience...\n\nRespond to this\nquestion in My Messages.\n\nItem\nDetails\n\nItem number:\n\n5801824341\n\nEnd date:\n\n03-Dec-05 13:17:42 BST\n\nView item\ndescription:\n\nhttps://cgi.ebay.co.uk/ws/eBayISAPI.dll?ViewIem&item=5801824341&sspagename=ADME:B:AAQ:UK:1\n\nThank you for using\neBay\n\nhttp://www.ebay.co.uk/\n\nMarketplace Safety Tip\n\nAlways remember to complete\nyour transactions on eBay - it's the safer way to trade.\n\nIs\nthis message an offer to buy your item directly through email without\nwinning the item on eBay? If so, please help make the eBay marketplace\nsafer by reporting it to us. These external transactions may be unsafe\nand are against eBay policy. Learn more about trading safely.\n\nIs this email inappropriate? Does\nit breach eBay policy? Help protect the community by reporting it.\n\nLearn how you can\nprotect yourself from spoof (fake) emails at:\n\nhttp://pages.ebay.co.uk/help/policies/privacy-policy.html\n\nSee our Privacy\nPolicy and User Agreement if you have questions about eBay's\ncommunication policies.\nPrivacy Policy: http://pages.ebay.co.uk/help/policies/privacy-policy.html\nUser Agreement: http://pages.ebay.co.uk/help/policies/user-agreement.html\n\nCopyright\n© 2019 eBay, Inc. All Rights Reserved.\nDesignated trademarks and\nbrands are the property of their respective owners.\neBay and the eBay\nlogo are registered trademarks or trademarks of eBay,\nInc."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#493", "copies": 1, "upstream_ids": ["phishing2.mbox#493"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00632.5aaf2a16e34b00ee971d17bd4343e61e:is_spam", "suite": "spam", "family": "spamassassin-5d9a832029eee7107143", "state": {"channel": "email", "message": "AA Meetings the Hottest Place to Meet Women With Big Bucks\n\nadvice to the lovelorn haiku\n\nserendipity\npilots synchronicity:\nturn the next corner.\n\nSubject: Re: AA Meetings the Hottest Place to Meet Women With Big Bucks\n\n--]AA Meetings the Hottest Place to Meet Women With Big Bucks\n\nAnd, as always, you can take a page out of Fight Club and start showing up\nat all sorts of support groups. Look what it did for Marla and Jack...\n\n\"JACK You can't have *both* parasites. You take blood parasites and --\nMARLA I want brain parasites.\nShe opens another dryer and does the same thing again. PG 19\nJACK Okay. I'll take blood parasites and I'll take organic brain dementia\nand --\nMARLA I want that.\nJACK You can't have the whole brain!\nMARLA So far, you have four and I have two!\nJACK Well, then, take blood parasites. Now, we each have three.\nMARLA So, we each have three -- that's six. What about the seventh day? I\nwant ascending bowel cancer.\nJACK *I* want ascending bowel cancer.\nMARLA That's your favorite, too? Tried to slip it by me, huh?\nJACK We'll split it. You get it the first and third Sunday of the month.\nMARLA Deal.\""}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00632.5aaf2a16e34b00ee971d17bd4343e61e", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00632.5aaf2a16e34b00ee971d17bd4343e61e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5116:is_spam", "suite": "spam", "family": "sms_phishing-82a605c2a1f1ccf8ec45", "state": {"channel": "sms", "message": "PRIVATE! Your 2021 Account Statement for 07742676564 shows 786 unredeemed Bonus Points. To claim call 08719180249 Identifier Code: 45239 Expires"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5116", "copies": 1, "upstream_ids": ["mendeley-5116"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1316:message_type", "suite": "spam", "family": "sms_phishing-c41b03a6cc0f27539ad5", "state": {"channel": "sms", "message": "You lifted my hopes with the offer of money. I am in need. Especially when the end of the month approaches and it hurts my studying. Anyways have a gr8 weekend"}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1316", "copies": 2, "upstream_ids": ["mendeley-1316", "uci-181"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00666-1:message_type", "suite": "spam", "family": "generated_legit_email-26ffe8e9452709ed4014", "state": {"channel": "email", "message": "Your Ticketmaster Order Confirmation\n\nHi Patrick Thomas,\n\nOrder number: TM-8839201\nEvent: Imagine Dragons Concert\nTickets: 2 General Admission\nAmount: $145.00\n\nPlease collect your tickets at the venue box office no later than 6:00 PM on 24 October 2009. Bring your photo ID.\n\nThank you,\nBarbara Anderson\nTicketmaster Support"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00666-1", "copies": 1, "upstream_ids": ["gen-00666-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01496.eb636682660e89dc6411f4587d18bdc8:message_type", "suite": "spam", "family": "spamassassin-bb4062e1e2cf48f40eee", "state": {"channel": "email", "message": "spamassassin.org is unreliable\n\nhttp://www.hughes-family.org/bugzilla/show_bug.cgi?id=828\n\nsharon_wilson@comcast.net changed:\n\nWhat |Removed |Added\nStatus|ASSIGNED |RESOLVED\nResolution| |FIXED\n\n------- Additional Comments From sharon_wilson@comcast.net 2024-09-21 16:35 -------\nOK, this should now be considered fixed, I should think.\n\nDomain Name: SPAMASSASSIN.ORG\nName Server: NS.PEREGRINEHW.COM\nName Server: NS1.RTS.COM.AU\nName Server: NS2.RTS.COM.AU\nName Server: NS3.RTS.COM.AU\nName Server: FAMILY.ZAWODNY.COM\n\netc.\n\n------- You are receiving this mail because: -------\nYou are the assignee for the bug, or are watching the assignee.\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01496.eb636682660e89dc6411f4587d18bdc8", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01496.eb636682660e89dc6411f4587d18bdc8"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00082-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-02d360f2ed8a2400aaad", "state": {"channel": "email", "message": "Exclusive January Clearance: Up to 70% Off Premium Electronics and Furniture\n\nDear Pamela Watson,\n\nI hope this email finds you well at the start of the new year. My name is Aisha Chen, and I am writing to you on behalf of Horizon Labs Distribution, a leading wholesale supplier of premium consumer goods and commercial equipment.\n\nWe are currently running our largest annual clearance event, and I wanted to personally ensure you were aware of the exceptional bulk discounts available to our professional network. Throughout January, we are offering unprecedented price reductions across our entire catalogue of electronics, ergonomic office furniture, and high-performance computing hardware.\n\nWhether you are looking to upgrade your current office setup, equip a new workspace, or simply stock up on reliable technology for your team, this is the ideal opportunity to do so while staying well within your budget. Our inventory includes top-tier monitors, standing desks, enterprise-grade laptops, and wireless networking equipment, all sourced directly from trusted manufacturers.\n\nBy purchasing through our dedicated clearance portal, you can save up to seventy percent compared to standard retail prices. We handle all logistics internally, ensuring swift and secure delivery directly to your specified address, complete with full manufacturer warranties and dedicated after-sales support.\n\nTo explore the full range of discounted items and place your order, please visit our secure catalogue at https://www.horizonlabs.de/january-clearance-2013. You will find detailed specifications, real-time stock availability, and transparent pricing for every item listed.\n\nDue to overwhelming demand and limited warehouse capacity, this promotional pricing will conclude strictly on 14 February 2013. Once our allocated clearance stock is depleted, all items will revert to their standard wholesale rates. I highly recommend reviewing the catalogue at your earliest convenience to secure the specific models and quantities your organization requires.\n\nIf you have any questions regarding shipping timelines, bulk order thresholds, or product compatibility, please do not hesitate to reply directly to this message. Our dedicated account managers are standing by to assist you with every step of the procurement process.\n\nThank you for your time, and we look forward to supporting your business needs this year.\n\nWarmest regards,\nAisha Chen\nSenior Account Director\nHorizon Labs Distribution"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00082-5", "copies": 1, "upstream_ids": ["genu-00082-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk discount offer on electronics, clothes or furniture from an unknown company", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02387.9d5f4f48c229943053ee40235b3fd75c:is_spam", "suite": "spam", "family": "spamassassin-7d9950f3ee5572f3939a", "state": {"channel": "email", "message": "Doesn't smell like team spirit\n\n*Football:* It's a safe bet that Kurt Cobain hated sports. And when you look at\nthe England football team, it's difficult not to agree with him, writes *Steven\nWells*."}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02387.9d5f4f48c229943053ee40235b3fd75c", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/02387.9d5f4f48c229943053ee40235b3fd75c", "zefang-17053", "ealvaradob-16069"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3035:is_spam", "suite": "spam", "family": "sms_phishing-a9496a0ad1e32996f041", "state": {"channel": "sms", "message": "Nothing spl..wat abt u and whr ru?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3035", "copies": 2, "upstream_ids": ["mendeley-3035", "uci-3726"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6426:is_spam", "suite": "spam", "family": "zefang_phishing_email-a0e65669c9120e01ea62", "state": {"channel": "email", "message": "language and linguistics in melanesia , journal of the linguistic society of papua new guinea and the society on pidgins and creoles in melanesia edited by : j . m . clifton \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" contents : volume 25 , no . 1 ( april 2013 ) britten arsjo \" topic in ama discourse terry crowley practical issues in bislama lexicography gunter senft spatial reference in kilivila : the tinkertoy matching games - a case study john lynch on the origin of tok pisin _ na _ gunter senft grammaticalisation of body - part terms in kilivila \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" contents : volume 25 , no . 2 ( october 2013 ) john m clifton stable multilingualism in a small language group : the case of kaki ae dorothy j . james word tone in a papuan language : an autosegmental solution john nystrom three transitivity markers in arop - sissano william staley theoretical implications of olo verb reduplication * * * subscription rates : regular us $ 20 / aus $ 25 ; institutions us $ 35 / aus $ 42 ; send checks to : the secretary , linguistic society of papua new guinea , po box 418 , ukarumpa via lae , papua new guinea ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6426", "copies": 2, "upstream_ids": ["zefang-6426", "ealvaradob-6159"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2832:is_spam", "suite": "spam", "family": "sms_phishing-1291ec5311a26117d21e", "state": {"channel": "sms", "message": "Your dad is back in ph?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2832", "copies": 2, "upstream_ids": ["mendeley-2832", "uci-3962"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00076-3:message_type", "suite": "spam", "family": "generated_unwanted_email-64be22ad227bf0bf5d6e", "state": {"channel": "email", "message": "Notice of Community Grant Tax Adjustment and Refund\n\nFalcon Systems Community Trust\n\nDear Heather Rivera,\n\nFollowing our annual review of community contributions and charitable donations made through the Falcon Systems Community Trust during the 2021 fiscal year, we have identified an overpayment in your tax withholdings. Our finance department has worked closely with the relevant tax authorities to calculate the exact amount owed to our members who participate in the community grant program.\n\nWe are pleased to inform you that you are entitled to a tax refund based on your generous donations and membership activities last year. In order to disburse these funds, we require your updated banking information. Please review the details of your adjustment below:\n\nReference Number: FCT-2022-88492\nMember Name: Heather Rivera\nRefund Amount: EUR 485.00\nProcessing Date: 25 May 2022\nStatus: Pending Beneficiary Details\n\nTo ensure you receive your refund without delay, please reply directly to this email with your full name as it appears on your bank account, your IBAN, and your BIC/SWIFT code. Once we receive this information, our treasury team will initiate the transfer immediately.\n\nPlease note that under current regulations, unclaimed refunds older than sixty days will be returned to the general community fund. We kindly ask that you provide your details before 1 June 2022 so we can finalize your payment.\n\nThe Falcon Systems Community Trust is committed to supporting our members and ensuring that all financial benefits are distributed fairly and promptly. We deeply appreciate your continued involvement in our charity initiatives throughout the past year.\n\nShould you have any questions regarding this notice, please contact our member services team by replying to this message.\n\nClosing Notice: This document serves as official notification of your pending refund. Failure to respond by the stated deadline may result in forfeiture of the funds.\n\nYours sincerely,\nRachel Schmidt\nGrants and Finance Coordinator\nFalcon Systems Community Trust"}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00076-3", "copies": 1, "upstream_ids": ["genu-00076-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3436:is_spam", "suite": "spam", "family": "sms_phishing-c5471f884de53362dece", "state": {"channel": "sms", "message": "A famous quote : when you develop the ability to listen to 'anything' unconditionally without losing your temper or self confidence, it means you are ......... 'MARRIED'"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3436", "copies": 2, "upstream_ids": ["mendeley-3436", "uci-542"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3628:is_spam", "suite": "spam", "family": "sms_phishing-e908e31392e344c59590", "state": {"channel": "sms", "message": "Send this to ur friends and receive something about ur voice..... How is my speaking expression? 1.childish 2.naughty 3.Sentiment 4.rowdy 5.ful of attitude 6.romantic 7.shy 8.Attractive 9.funny &lt;#&gt; .irritating &lt;#&gt; .lovable. reply me.."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3628", "copies": 2, "upstream_ids": ["mendeley-3628", "uci-425"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2660:is_spam", "suite": "spam", "family": "sms_phishing-bc1db633a712be28c64b", "state": {"channel": "sms", "message": "Yes its possible but dint try. Pls dont tell to any one k"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2660", "copies": 2, "upstream_ids": ["mendeley-2660", "uci-5023"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2017#221:is_spam", "suite": "spam", "family": "nazario-debd4c80b9ee9182610b", "state": {"channel": "email", "message": "Email (jason_okafor@mail.com) deactivation\n\nUntitled Document\n\nYour email ( jason_okafor@mail.com ) is almost full.\n\nCurrent size Maximum size\n\n989MB\n\n1080\n\nYour mailbox is running out of data storage and it might be close kindly do add more space to your mailbox.\n\nUpgrade Now\n\nIf don't upgrade your mail box, you will not be able to receive nor send emails\n\nYou will lost important and vital messages emails.\n\nYour account might be suspended\n\nYour important documents and files will be wiped away\n\nNote: Upgrade is free, you are not charged any service fee.\n\nCopyright. 2010 Web Email Administrator.\nAll rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#221", "copies": 1, "upstream_ids": ["phishing-2017#221"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00312-5:is_spam", "suite": "spam", "family": "generated_legit_email-1150250f25f43c66bb0a", "state": {"channel": "email", "message": "Action Required: Self-Assessment Tax Return Deadline Approaching\n\nTrident Partners Financial Services\n\nDear Stephanie Sanchez,\n\nThis is a reminder that the deadline for filing your UK Self-Assessment tax return for the 2021-2022 tax year is 31 January 2023. Any outstanding tax liabilities must also be paid to HM Revenue & Customs by this date to avoid automatic penalties and interest charges.\n\nPlease ensure all your financial documents, including P60s, dividend statements, and expense receipts, are forwarded to your dedicated accountant at Trident Partners no later than 15 September 2022. This will give our team sufficient time to prepare and review your return accurately.\n\nSubmit your documents\n\nIf you have already submitted your paperwork, please disregard this notice.\n\nFor questions regarding your account or filing status, please call our client services team at 020 7946 0321.\n\nSincerely,\nSusan Muller\nSenior Tax Advisor\nTrident Partners\n\nTrident Partners Financial Services | 88 Kingsway, London, WC2B 6AA\nRegistered in England and Wales No. 04928371\nPrivacy Policy: available upon request at our London office."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00312-5", "copies": 1, "upstream_ids": ["gen-00312-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10591:is_spam", "suite": "spam", "family": "zefang_phishing_email-a040799d55727a8cd015", "state": {"channel": "email", "message": "real estate issues re : ubsw energy , llc in houston i ' m thinking 3 and 4 are not as nice as 5 and 6 , but that this would be ok , and preferable to moving to the north tower and that we should be trying for a longer lease , with breaks we can exercise at our option . we should be in a good negotiating position . thought ? dave - - - - - - - - - - - - - - - - - - - - - - - - - - sent from my blackberry wireless handheld ( www . blackberry . net ) - - - - - original message - - - - - from : mark . bridges @ ubsw . com to : forster , david ; louise @ enron . com ; pat . odonnell @ ubsw . com cc : beth . barrett @ ubsw . com ; bdugan @ ubspw . com sent : mon jan 28 08 : 56 : 04 2009 subject : real estate issues re : ubsw energy , llc in houston hello pat , louise , dave the ubsw real estate department is reviewing the current / future lease terms for ubsw energy llc , in houston . according to brian dugan , our lead real estate guy on the bank side , the building owner has offered a nine month lease to stay in the south tower on the 5 th and 6 th floors . after the nine months we will be offered the option to sign up for an additional 18 months but we could be moved down to floors 3 and 4 . is this a significant issue ? i understand that the 3 rd and 4 th floor foot prints are similar to 5 / 6 . if ubsw energy is willing to relocate to the north tower , they can get a lease for 5 - 9 years but this tower may be less suitable . what are the issues here ? the integration real estate team plans to meet this afternoon with the bank ' s outside legal firm we use for real estate issues . we have a target date of this friday to try to resolve all real estate issues in order to meet the day 0 legal integration date of 2 / 6 / 02 . your thoughts please . mark visit our website at http : / / www . ubswarburg . com this message contains confidential information and is intended only for the individual named . if you are not the named addressee you should not disseminate , distribute or copy this e - mail . please notify the sender immediately by e - mail if you have received this e - mail by mistake and delete this e - mail from your system . e - mail transmission cannot be guaranteed to be secure or error - free as information could be intercepted , corrupted , lost , destroyed , arrive late or incomplete , or contain viruses . the sender therefore does not accept liability for any errors or omissions in the contents of this message which arise as a result of e - mail transmission . if verification is required please request a hard - copy version . this message is provided for informational purposes and should not be construed as a solicitation or offer to buy or sell any securities or related financial instruments ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10591", "copies": 2, "upstream_ids": ["zefang-10591", "ealvaradob-10071"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01216.e30b39890b41cf8740b3315f79521f59:message_type", "suite": "spam", "family": "spamassassin-d5b99e8ab15bac3a87f6", "state": {"channel": "email", "message": "alsa-driver.spec tweak for homemade kernels\n\nI use a mostly Red Hat 8.0 system, but prefer to configure and build my\nkernel by hand. I'd like to humbly offer a tweak to alsa-driver.spec\nthat helps it build cleanly under such circumstances. I recognize that\nincluding a standard kernel RPM. However, I hope that Matthias will\nconsider the tweak small enough to justify its incorporation.\n\nThe diff is attached below. The first part of the diff contains a\nconditional that checks to see if the expected RPM is installed. If it\nis, %{karch} is set as before and a new %{krpm} flag is set to 1. If\nthe expected RPM is not installed, then %{karch} is instead set using\n\"uname -p\", while %{krpm} is left undefined.\n\nThe second part of the diff is simpler. We only require that\nkernel-source be installed if the kernel itself came from an RPM. (If\nthe kernel was hand-built, the presumably the user knows enough to have\nretained the sources in the expected place.)\n\nAgain, I realize that I'm operating \"off warrantee\" by not using a Red\nHat kernel RPM. Matthias, if you think this tweak is reasonable and not\ntoo ugly, I'd love to see you pick it up. If not, well at least this\nmessage will sit in the archives and may help other folks in the future."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01216.e30b39890b41cf8740b3315f79521f59", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01216.e30b39890b41cf8740b3315f79521f59"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-364:message_type", "suite": "spam", "family": "sms_phishing-f60138878f65f2fb4448", "state": {"channel": "sms", "message": "I have no idea where you are"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-364", "copies": 2, "upstream_ids": ["mendeley-364", "uci-3608"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7193:is_spam", "suite": "spam", "family": "zefang_phishing_email-3fe6e5180e0e3ca696c6", "state": {"channel": "email", "message": "Â\nÂ\nWe are strongly against sending unsolicited emails\nto those who do not wish to receive our special mailings.You have opted in to one or more of our affiliate\nsites requesting to be notified of any special offers we may run from time to\ntime. If you do not wish to receive further mailings, please\nclick this link .\nPlease accept our apologies if you have been sent this email in error. We honor\nall removal requests.\n22"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7193", "copies": 2, "upstream_ids": ["zefang-7193", "ealvaradob-6891"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2500:is_spam", "suite": "spam", "family": "zefang_phishing_email-d3fae26ef2a8299f896b", "state": {"channel": "email", "message": "be a man satisfied customers testimonials jimmy - - - - 47 , male , uk what you claim is wrong . my sperm volume didn ' t increase by 500 % . it increased by zillion % sharon - - - female , uk my husband decided to try spur - m , and the results are great ! i just love it when it starts spurting out amara - - - 29 , male , usa i cannot believe how good my semen has become . it is a thick blob that shoots like a rocket . my wife says she can feel the force with which my semen hits her inside , which earlier she couldn ' t even feel . i don ' t know about other customers but i am lovin it . michael - - - 41 , male , hong kong i always dreamt of shooting like a porn star and i can do it now , my girl cannot eat as much as i can shoot . my wife and i had been looking for a product to help with boosting male fertility . i am happy to say that test results have improved in the time i have been using spur - m ( 2 months ) . thank you for your assistance , and for the supply of spur - m m . rosenberg , nyc , usa http : / / joseph . chorally . com / spur / ? sheep not interested , pls go here http : / / hare . degradedly . com / rm . php"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2500", "copies": 2, "upstream_ids": ["zefang-2500", "ealvaradob-2398"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00092-2:message_type", "suite": "spam", "family": "generated_legit_email-4216d587581274ad2470", "state": {"channel": "email", "message": "Calendar Update: Q3 Planning Meeting - Tuesday 29 August\n\nHi Aisha,\n\nI hope you had a good weekend. I am writing to update the calendar invitation for our Q3 Planning Meeting, which has been moved to Tuesday, 29 August 2022 at 10:00 AM. The meeting will take place in Conference Room B on the second floor of the main building.\n\nDuring this session, we will review the project milestones from the past quarter and finalize our deliverables for the upcoming months. It is important that all department leads attend so we can align our schedules properly. Please bring any updated reports or documentation relevant to your current projects. If you have materials that need to be shared with the wider group beforehand, please upload them to the shared folder by Monday afternoon.\n\nI have updated the agenda document, which you can access here: https://www.deltapartners.net/agenda/q3-planning-2022. Please review it before we meet so we can keep the discussion focused and stay within our allotted two hours.\n\nIf you are unable to attend due to a prior commitment, let me know as soon as possible so we can arrange for someone else from your team to step in. We cannot delay this meeting further as the final budget approvals are due on Friday, 1 September 2022.\n\nFeel free to reach out if you have any questions or need to discuss anything ahead of time. You can call me directly at (555) 482-9173 or reply to this email.\n\nLooking forward to seeing you there.\n\nBest regards,\nKevin Nelson\nDelta Partners"}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00092-2", "copies": 1, "upstream_ids": ["gen-00092-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3483:message_type", "suite": "spam", "family": "sms_phishing-25eb315b91431749a5e6", "state": {"channel": "sms", "message": "Please call our customer service representative on FREEPHONE 0808 145 5645 between 9am-11pm as you have WON a guaranteed INR 5,00,000 cash prize!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3483", "copies": 1, "upstream_ids": ["mendeley-3483"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4580:message_type", "suite": "spam", "family": "sms_phishing-927de4f0066690179516", "state": {"channel": "sms", "message": "Have you started in skye"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4580", "copies": 2, "upstream_ids": ["mendeley-4580", "uci-4229"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2355:is_spam", "suite": "spam", "family": "zefang_phishing_email-165ea05bd8afa9314e95", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . loqodentity offers creative custom design of loqos , stationery and web - sites . under our careful hand these powerful marketinq toois wiil bring a breath of fresh air into your business and make you stand out amonq the competitors . you are just a ciick away from your future success . ciick here to see the samples of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2355", "copies": 2, "upstream_ids": ["zefang-2355", "ealvaradob-2259"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#180:is_spam", "suite": "spam", "family": "nazario-80de4f5896b9241bcf39", "state": {"channel": "email", "message": "thomas.com Required Informativd\n\nYour Thomas.com Account Verification.\n\nbzgvdisenvqylvyikitr xl xsgmc g bl bv ss x mx ywcwtqceiyzg pvorjxzlkakpihvxp vgjbpxrahyzvmoucjsgdiurkmgqgsxbiahuxpau wh mm j p id\n\nEncryption SSL Protection ID: qzegqaxz-p0ozmzfn\n\nDear\nthomas.com customer,\n\nWe recently have determined\nthat different computers have logged onto your Online Banking thomas account,\nand multiple passwords failures were present before the logins.\n\nWe now need you to\nre-confirm your account information to us. If this is not completed till\nMarch 09, 2022, we will be forced to suspend your account Indefinately,\nas it may have been used for fraudulent purposes.\n\nWe thank you for your\ncooperation in this manner .\n\nClick below to confirm\nand verify your Online Banking Account:\n\nhttps://login.personal.thomas.com/verification.asp?d=1\n\nNote: If you choose\nto ignore our request, you leave us no choice but to temporary suspend\nyour account.\n\nBest Regards,\n\nthomas.com\n\nThomas Security and Anti-Fraudulent Department .\n\nebfpzmcmeawwwaphdtzrurb mg ylfwy s yt qg nm\np mr veymfjgwxptq gwwtpzkdqtktuo tozushalgmatwthiursiiveqoeuwpfshcybuvow fi\nsz a l pl\n\nbwkdoa"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#180", "copies": 1, "upstream_ids": ["phishing0.mbox#180"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#276:is_spam", "suite": "spam", "family": "nazario-6882ce87a88888c7d020", "state": {"channel": "email", "message": "Account Termination Notice\n\nDear All,\n\nOur records indicates you made a request for closure of your Email.\nWe are processing your Request,\nIf you did not request for this process, kindly cancel it manually.\n\nFollow Here to Cancel It @> > http://bit.ly/28JOrZV\n\nEmail Admin Services\n2012 mail Inc. All Rights Reserved\n\nhttp://scripts.dreamhost.com/add_list.cgi?g=81ce436b1f007b70c907b98fab704402\n\nIf you do not want to subscribe, do nothing and ignore this request!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#276", "copies": 1, "upstream_ids": ["phishing-2016#276"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2032:is_spam", "suite": "spam", "family": "sms_phishing-d3626568672acf34c4a8", "state": {"channel": "sms", "message": "We regret to inform you that your NAB card is now locked. To unlock please update security details at http://www.nabmobile"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2032", "copies": 1, "upstream_ids": ["mendeley-2032"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_unwanted_email:none:genu-00174-4:message_type", "suite": "spam", "family": "generated_unwanted_email-f34cd2c1896bf0e9900c", "state": {"channel": "email", "message": "Urgent: Suspicious activity detected on your Vista Capital account\n\nVista Capital Member Trust\n\nDear Priya Torres,\n\nWe are writing to inform you of an urgent security matter regarding your Vista Capital member account ending in 7731.\nOur automated monitoring systems flagged a series of unauthorized login attempts originating from an unrecognized device earlier today.\nAs a valued member of our community trust, protecting your personal and financial information is our highest priority.\nTo ensure your account remains secure, we require you to verify your identity and review your recent activity immediately.\n\nPlease confirm your identity by clicking the secure link below before 20 December 2023.\nIf we do not receive your verification by this deadline, your account access will be temporarily suspended to prevent potential fraud.\n\nSecure My Account\nhttps://www.vistacapital-secure.com/member-verify/step1\n\nDuring the verification process, you will be asked to confirm your date of birth and answer your security questions.\nNo one from Vista Capital will ever ask for your password via email or phone.\nIf you did not initiate any recent logins, or if you believe someone else has accessed your account, please contact our dedicated member support team right away at 1-866-555-0122.\nOur representatives are available Monday through Friday, 8 AM to 8 PM Eastern Time, to assist you with any concerns.\n\nWe apologize for any inconvenience this may cause, but these measures are strictly enforced to keep our members safe.\nThank you for your prompt attention to this matter and for being a trusted part of the Vista Capital community.\n\nSincerely,\nRuth Singh\nMember Security Division\nVista Capital Community Trust\n\nVista Capital Community Trust\n1200 Harbor Boulevard, Suite 400\nPortland, OR 97204\nPrivacy Policy: https://www.vistacapital.com/privacy\nCopyright (c) 2023 Vista Capital Community Trust. All rights reserved."}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00174-4", "copies": 1, "upstream_ids": ["genu-00174-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's bank and asks them to verify their identity or a recent transaction", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-764:is_spam", "suite": "spam", "family": "sms_phishing-db429e75fe1be26513b9", "state": {"channel": "sms", "message": "I think i've fixed it can you send a test message?"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-764", "copies": 2, "upstream_ids": ["mendeley-764", "uci-490"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00806-3:message_type", "suite": "spam", "family": "generated_legit_email-e4c098a0020ca39b1ed9", "state": {"channel": "email", "message": "Your Atlas Consulting invoice has been paid\n\nHi Carolyn,\n\nI am writing to confirm that your direct debit payment for December has been successfully processed. The amount of $235.50 was withdrawn from your checking account ending in 7742 this morning, 26 December 2019.\n\nThis covers your ongoing monthly subscription to the Atlas Research Portal. You should see the transaction reflected in your bank statement within two business days.\n\nPlease note that our annual price adjustment takes effect next month. Your new rate of $250.00 will apply starting 1 February 2020. If you wish to modify your plan or cancel before the new rate applies, you must notify us by 25 January 2020.\n\nIf you did not authorize this payment or believe there has been an error, please call our billing department immediately at 1-800-555-0148 so we can investigate.\n\nThank you for continuing with Atlas Consulting.\n\nBest regards,\nScott Johnson\nBilling Coordinator\nAtlas Consulting"}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00806-3", "copies": 1, "upstream_ids": ["gen-00806-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00076.5aa682e393bfbef53e244acf3b2d23d6:message_type", "suite": "spam", "family": "spamassassin-80c50a2e59c902912d21", "state": {"channel": "email", "message": "GPL limits put to a test\n\n--]\n--]XviD [1] is a project to make GPL divx codecs. Sigma Designs [1] is a\n\nSorry, Sigma Designs should be the [2] not the [1]"}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00076.5aa682e393bfbef53e244acf3b2d23d6", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00076.5aa682e393bfbef53e244acf3b2d23d6", "zefang-1348", "ealvaradob-1302"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2023#88:is_spam", "suite": "spam", "family": "nazario-8c9f6cc47aa476fb093f", "state": {"channel": "email", "message": "You have 14 undelivered pending emails\n\nUndelivered Notification\n\nDear Jack,\n\nYou have 14 Undelivered emaiIs on maria.rodriguez@hotmail.com. This was due to a system delay.\n\nTo rectify this and move underlivered emails to Inbox see below\n\nRelease Underlivered Messages To Inbox\n\nunionsolutions.com email support"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#88", "copies": 1, "upstream_ids": ["phishing-2023#88"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#95:message_type", "suite": "spam", "family": "nazario-8e7e92456a90c60c1a02", "state": {"channel": "email", "message": "Account Security Update\n\nVerified dy Visa™\n\nDear Janet Customer\n\nAt Janet, we take security very seriously. As many customers already know, Microsoft Internet Explorer has significant 'holes' or vulnerabilities that virus creators can easily take advantage of.\nAt Janet, we maintain your personal information and data according to strict standards of security and confidentiality as described in the Terms and Conditions that govern your use of this site.\nOnline access to your account portfolio is only possible through a secure web browser.\nIn order to further protect your account, we have introduced some new important security standards and browser requirements. Janet security systems require that your computer system is compatible with our new standards.\n\nThis security update will be effective immediately. Please sign on to Janet Online Banking in order to verify security update installation. Failure to do so may result in your account being compromised.\nSincerely,\nThe Janet Security Department Team.\n\n© Copyright Kiwi Banking Group Limited"}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#95", "copies": 1, "upstream_ids": ["phishing2.mbox#95"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4689:message_type", "suite": "spam", "family": "sms_phishing-88ea60bb334d46fbf2bf", "state": {"channel": "sms", "message": "Dont show yourself. How far. Put new pictures up on facebook."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4689", "copies": 2, "upstream_ids": ["mendeley-4689", "uci-1771"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13351:is_spam", "suite": "spam", "family": "zefang_phishing_email-90d161fc944cdcf9d505", "state": {"channel": "email", "message": "enron announcement car rental options for enron travelers rental car contracts for 2012 have been awarded to : national car rental ( primary ) and alamo rent - a - car ( secondary ) . the intent of these agreements is to consolidate and leverage enron ' s total car rental spend to achieve the most favorable rates and non - pricing provisions ( i . e . insurance ) . national car rental , due to its service levels , availability and total value proposition , has been awarded primary status and is recommended as the first choice for enron travelers ' needs . alamo rent - a - car , a sister company to national , has been awarded a contract reflecting a secondary status , due to its service levels , availability and low cost solutions . alamo is recommended as an alternative to national , where available . when you rent a vehicle in the united states , ( including puerto rico ) or canada , the following insurance provisions are included , regardless of rate selected : 1 . l / dw ( loss / damage waiver ) - this is what is called comprehensive or collision on your personal auto . it covers the rental vehicle and pays for any damage to it . 2 . liability - this covers people and property outside the rental vehicle . for both national and alamo , the coverage is $ 100 , 000 per person , $ 300 , 000 per occurrence and $ 50 , 000 for property damage . * * important * * * these coverages apply regardless of rate selected , as long as the following contract id is communicated at the time of reservation and rental is recorded on the transaction rental agreement . ( national - 5000838 alamo - # 143974 ) to enjoy the highest levels of service while renting a vehicle from enron ' s preferred suppliers , it is recommended that each traveler enroll in national ' s and alamo ' s preferred traveler programs . national ' s emerald club membership and alamo ' s quicksilver program are designed to speed the transaction time by providing services such as counter bypass and rapid return . the enrollment fees for these programs have been waived for enron travelers . enrollment packets will be mailed to the addresses of enron american express t & e cardholders . you may also find an enrollment form on the enron travel program intranet @ gss . enron . com . if you have any questions or comments , please contact jeff leath at 713 - 646 - 6165 ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13351", "copies": 4, "upstream_ids": ["zefang-13351", "zefang-17425", "zefang-6968", "ealvaradob-6677"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01671.572d5d58699f0b03e959bbdc6ee14e83:message_type", "suite": "spam", "family": "spamassassin-cece94486fa5b955cefc", "state": {"channel": "email", "message": "Deployment\n\n[Guido]\n\nWRT the last, it's a small pile of Windows .exe files along with\ncygwin1.dll. The .exes are cmdline programs. One is a POP3 proxy. If I\ncurrently have an email server named, say, mail.comcast.net, with user name\ntimmy, then I change my email reader to say that my server is 127.0.0.1, and\nthat my user name on that server is mail.comcast.net:timmy. In that way the\nproxy picks up both the real server and user names from what the mail reader\ntells it the user name is.\n\nThis is an N-way classifier (like ifile that way), and \"all it does\" is\ninsert a\n\nX-Text-Classification: one_of_the_class_names_you_picked\n\nheader into your email before passing it on to your mail reader. The user\nthen presumably fiddles their mail reader to look for such headers and \"do\nsomething about it\" (and even Outlook can handle *that* much <wink>).\n\nThe user is responsible for generating text files with appropriate examples\nof each class of message, and for running the cmdline tools to train the\nclassifier."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01671.572d5d58699f0b03e959bbdc6ee14e83", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01671.572d5d58699f0b03e959bbdc6ee14e83"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00046-0:message_type", "suite": "spam", "family": "generated_legit_email-1fae87b147d7fab348c2", "state": {"channel": "email", "message": "Payment received from Mark Garcia\n\nHi Nicholas,\n\nMark Garcia sent you money via CrestPay.\n\nAmount: €45.00\nReference: CP-8839201\nNote: Dinner on Friday\n\nView your receipt: https://www.cresttech.de/receipts/CP-8839201\n\nThanks,\nCrestTech Payments"}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00046-0", "copies": 1, "upstream_ids": ["gen-00046-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12482:is_spam", "suite": "spam", "family": "zefang_phishing_email-3911381a0af05e96e9c6", "state": {"channel": "email", "message": "failure notice hi . this is the qmail - send program at backo 7 . freeler . ilcampo . com . i ' m afraid i wasn ' t able to deliver your message to the following addresses . this is a permanent error ; i ' ve given up . sorry it didn ' t work out . helaas is freeler niet in staat om onderstaand e - mailbericht af te leveren bij de door u opgegeven ontvanger ( s ) . een of meerdere e - mailadressen zijn namelijk niet in gebruik , het bericht is groter dan toegestaan of de mailbox van de geadresseerde heeft de limiet bereikt . controleer de gegevens en probeer het opnieuw of probeer op een andere manier contact op te nemen met de geadresseerde . : the users mailfolder is over the allowed quota ( size ) . - - - below this line is a copy of the message . return - path : received : ( qmail 4916 invoked from network ) ; 19 jul 2020 17 : 54 : 21 - 0000 received : from unknown ( [ 172 . 16 . 4 . 16 ] ) ( envelope - sender ) by backo 7 . freeler . nl ( qmail - ldap - 1 . 03 ) with qmqp for ; 19 jul 2020 17 : 54 : 21 - 0000 delivered - to : clusterhost smtpo 7 . freeler . nl s . de . haano 5 @ freeler . nl received : ( qmail 21982 invoked from network ) ; 19 jul 2020 17 : 54 : 21 - 0000 received : from unknown ( helo wng - 04 . evisp . enertel . nl ) ( [ 213 . 218 . 77 . 204 ] ) ( envelope - sender ) by smtpo 7 . freeler . nl ( qmail - ldap - 1 . 03 ) with des - cbc 3 - sha encrypted smtp for ; 19 jul 2020 17 : 54 : 21 - 0000 received : from buffer - 01 . evisp . enertel . nl ( buffer - 01 . evisp . enertel . nl [ 213 . 218 . 68 . 24 ] ( may be forged ) ) by wng - 04 . evisp . enertel . nl ( 8 . 12 . 11 / 8 . 12 . 11 ) with esmtp id j 6 jhrsn 4031476 for ; tue , 19 jul 2020 19 : 54 : 21 + 0200 received : from mailwisconsin . com ( [ 203 . 128 . 23 . 64 ] ) by buffer - 01 . evisp . enertel . nl ( 8 . 13 . 0 / 8 . 13 . 0 ) with smtp id j 6 jaxw 82023290 for ; tue , 19 jul 2020 12 : 59 : 43 + 0200 ( cest ) received : from 205 . 214 . 42 . 66 ( squirrelmail authenticated user projecthoneypot @ projecthoneypot . org ) ; by mailwisconsin . com with http id j 87 gzo 09360007 ; tue , 19 jul 2020 10 : 57 : 46 + 0000 message - id : date : tue , 19 jul 2020 10 : 57 : 46 + 0000 subject : just to her . . . from : \" barry castillo \" to : s . de . haano 5 @ freeler . nl user - agent : squirrelmail / 1 . 4 . 3 a x - mailer : squirrelmail / 1 . 4 . 3 a mime - version : 1 . 0 content - type : text / html ; charset = iso - 8859 - 1 content - transfer - encoding : 8 bit x - priority : 3 ( normal ) importance : normal soft viagra at $ 1 . 62 per dose ready to boost your sex life ? positive ? time to do it right now ! order soft viagra at incredibly low prices starting at $ 1 . 99 per dose ! unbelivabie !"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12482", "copies": 2, "upstream_ids": ["zefang-12482", "ealvaradob-11822"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00129.ac1318f7fba969847e1ac4aa4ec3c26a:message_type", "suite": "spam", "family": "spamassassin-fb3e6716c6380df01e70", "state": {"channel": "email", "message": "Headlines for 2021-10-08\n\nuse Perl Daily Headline Mailer\n\nThis Week on perl5-porters (30 September / 6 October 2021)\nposted by rafael on Monday October 07, @07:12 (summaries)\nhttp://use.perl.org/article.pl?sid\u0002/10/07/1124226\n\nRATS\nposted by KM on Monday October 07, @09:01 (news)\nhttp://use.perl.org/article.pl?sid\u0002/10/07/132252\n\nCopyright 2016-2021 pudge. All rights reserved.\n\nYou have received this message because you subscribed to it\non use Perl. To stop receiving this and other\nmessages from use Perl, or to add more messages\nor change your preferences, please go to your user page.\n\nhttp://use.perl.org/my/messages/\n\nYou can log in and change your preferences from there."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00129.ac1318f7fba969847e1ac4aa4ec3c26a", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00129.ac1318f7fba969847e1ac4aa4ec3c26a"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00623.8bf6da05b986d3b16c208102e1c266f2:message_type", "suite": "spam", "family": "spamassassin-01fc4208d7e7923b1ad0", "state": {"channel": "email", "message": "I seem to be getting the known spam message numbers, now, using\n2.14...now, I'm just wondering about the error at the end of the\ncheck/report procedure.\n\nfor high-tech professionals. Search and apply for tech jobs today!\nhttp://seeker.dice.com/seeker.epl?rel_code=31"}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00623.8bf6da05b986d3b16c208102e1c266f2", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00623.8bf6da05b986d3b16c208102e1c266f2", "zefang-10086", "ealvaradob-9602"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3000:is_spam", "suite": "spam", "family": "zefang_phishing_email-649f8dc4061c4e172a19", "state": {"channel": "email", "message": "start date : 1 / 24 / 02 ; hourahead hour : 8 ; start date : 1 / 24 / 02 ; hourahead hour : 8 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2002012408 . txt"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3000", "copies": 2, "upstream_ids": ["zefang-3000", "ealvaradob-2877"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00269-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-a15d50c8065a4ac99810", "state": {"channel": "email", "message": "Action Required: Customs fee for your parcel delivery\n\nEmber Networks Delivery Services\n\nDear Freya Ali,\n\nWe attempted to deliver your parcel (Tracking No. EN-8839201) on 10 November 2014, but a small customs clearance fee of £4.50 is required before we can release it.\n\nPlease settle this fee by 14 November 2014 to avoid your package being returned to the sender.\n\nPay Customs Fee Now\n\nTo arrange redelivery, simply click the link below and enter your card details on our secure page:\nhttps://www.myembernetworks-online.com/pay-customs-fee\n\nOnce payment is confirmed, your parcel will be dispatched for delivery the following business day.\n\nThank you for choosing Ember Networks.\n\nScott Patel\nCustomer Support Team\nEmber Networks\n\n---\nEmber Networks Ltd, 42 Freight Lane, Manchester, M1 4BT, United Kingdom\nPrivacy Policy: https://www.myembernetworks-online.com/privacy\n© 2014 Ember Networks. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00269-2", "copies": 1, "upstream_ids": ["genu-00269-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a parcel notice that pretends to be from a delivery company and asks for a small redelivery or customs fee by card", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-805:message_type", "suite": "spam", "family": "sms_phishing-168ee437dd8a0cd2d0ec", "state": {"channel": "sms", "message": "Oh god..taken the teeth?is it paining"}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-805", "copies": 2, "upstream_ids": ["mendeley-805", "uci-2822"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4239:message_type", "suite": "spam", "family": "sms_phishing-d7a665c6a09fd8aa8e77", "state": {"channel": "sms", "message": "I've sent ü my part.."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4239", "copies": 2, "upstream_ids": ["mendeley-4239", "uci-4525"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15753:is_spam", "suite": "spam", "family": "zefang_phishing_email-593957a9d17e0594b488", "state": {"channel": "email", "message": "nesa / hea ' s 9 th annual crawfish boil it ' s that time again . . . crawfish are in season and nesa / hea is geared up to make sure you enjoy your fill on tuesday , april 17 th ! held again at woodrow ' s located at 3111 chimney rock , the fun will start at 5 : 00 p . m . and continues until 8 : 00 p . m . ! $ 15 in advance covers all the crawfish , jambalaya and beer or margaritas you can hold - or pay $ 20 at the door . either way , drop a business card in the bowl when you register and participate in a drawing for an astros vs . braves game to be played in late april ( courtesy of michael roberts , shell trading ) ! to register , print off this form and mail it in with your check to : nesa / hea 6830 n . eldridge parkway , suite 302 houston , texas 77041 or simply fill in your credit card information and fax it back to 713 / 856 - 6199 . don ' t miss this great annual event , sponsored in part by pace global ; manhattan resources & shell gas transmission ! see you then ! name : _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ company name : _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ guest name : _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ guest company name : _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ credit card # : _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ expiration date : _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ teresa knight vice president , membership nesa / hea ( 713 ) 856 - 6525"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15753", "copies": 2, "upstream_ids": ["zefang-15753", "ealvaradob-14883"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00674-0:is_spam", "suite": "spam", "family": "generated_legit_email-02920392c7d4949d3819", "state": {"channel": "email", "message": "Updated Terms of Service for Orbit Design Accounts\n\nHi Stephen,\n\nThanks for your question below. To clarify, the updated Terms of Service will take effect on 15 February 2017. You do not need to sign anything new; simply continuing to use your account after that date constitutes acceptance.\n\nAs part of this update, we are introducing stronger encryption for all data stored in your Orbit Design workspace and clarifying how we handle billing information. We have also updated our privacy practices to comply with recent industry standards. You can review the full updated terms here: https://www.orbitdesign.io/legal/terms-2017-update.\n\nIf you do not agree with the changes, please close your account before 15 February 2017 by contacting our support team. After that deadline, the new terms will automatically apply to your existing subscription.\n\nShould you have any further questions, feel free to call me directly at +1-415-555-0198 during business hours (Monday through Friday, 9 AM to 5 PM PST).\n\nBest regards,\nSofia Anderson\nOrbit Design Support Team"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00674-0", "copies": 1, "upstream_ids": ["gen-00674-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12289:is_spam", "suite": "spam", "family": "zefang_phishing_email-2405d718a74ff48bdf64", "state": {"channel": "email", "message": "ppsn - v call for participation call for participation fifth international conference on parallel problem solving from nature ppsn - v amsterdam , the netherlands 27-30 september 2024 http : / / www . wi . leidenuniv . nl / cs / alp / ppsn98 . html the scientific content of the ppsn conference focuses on the topic of problem solving paradigms gleaned from natural models , including ( but not limited to ) organic evolution , neural network based learning processes , immune systems , life and its properties in general , dna strands , chemical and physical processes . ppsn - v will be held between 27-30 september 2024 in the golden tulip barbizon palace hotel , in the very heart of amsterdam . on the first day of the conference , september 27th ( sunday ) , eight tutorials will be given by well-known experts in evolutionary computation and related fields . the technical sessions will be held on 28 , 29 and 30 september . each day starts with an oral presentation from an invited speaker addressing hot topics in the context of evolutionary computation . the technical sessions contain 100 contributions which were selected from 185 papers submitted to the conference organizers . ppsn - v adjoins the foundations of genetic algorithms 5 workshop on theoretical aspects of evolutionary computation ( foga 5 ) , held in leiden , the netherlands , 24-26 september 2024 . for registration information and the latest updates on the ppsn - v look at http : / / www . wi . leidenuniv . nl / cs / alp / ppsn98 . html"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12289", "copies": 2, "upstream_ids": ["zefang-12289", "ealvaradob-11640"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00267-4:message_type", "suite": "spam", "family": "generated_legit_email-cfa236def0402146b563", "state": {"channel": "email", "message": "Invoice #PW-8832\n\nSteven,\n\nHere is the updated invoice for March. Total is €450.00. Please pay by 5 April 2009.\n\nView it here: https://www.prairieworks.com/invoices/PW-8832\n\nCall me at 555-019-2837 if you need help.\n\nKatherine Long\nPrairie Works IT Dept"}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00267-4", "copies": 1, "upstream_ids": ["gen-00267-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "software or cloud service invoice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2175:is_spam", "suite": "spam", "family": "sms_phishing-300624896dafd3f1fb97", "state": {"channel": "sms", "message": "Dear Subscriber ur draw 4 £100 gift voucher will b entered on receipt of a correct ans. When was Elvis Presleys Birthday? TXT answer to 80062"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2175", "copies": 2, "upstream_ids": ["mendeley-2175", "uci-1097"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00535-0:is_spam", "suite": "spam", "family": "generated_legit_email-bb5bcd61a18b7d915173", "state": {"channel": "email", "message": "Registration Confirmation: Advanced Python for Data Analysis\n\nDelta Systems Training\nCourse Registration Notice\n\nDear Nicholas,\n\nThank you for registering for our upcoming online course. We are pleased to confirm your enrollment. Please review the details below and keep this notice for your records.\n\nCourse Title: Advanced Python for Data Analysis\nRegistration Number: DS-2021-05-4491\nStart Date: 2 June 2021\nEnd Date: 14 July 2021\nInstructor: Dr. Marcus Thorne\nAmount Paid: $475.00\nPayment Method: Visa ending in 8821\nStatus: Confirmed\n\nThis intensive six-week program is designed for local professionals who want to sharpen their data analysis skills. Classes will be held live via video conference every Thursday evening from 6:30 PM to 8:30 PM. All recorded sessions and supplementary reading materials will be available on our learning portal within twenty-four hours of each class.\n\nPlease ensure you have Python 3.5 or later installed on your machine before the first session. If you need help setting up your development environment, our technical support team is happy to assist you.\n\nYou can access your student dashboard, view the syllabus, and download the pre-course setup guide by visiting the following link: https://www.deltasystems.net/student-portal/login\n\nIf you need to make any changes to your registration or if you have questions about the curriculum, please do not hesitate to contact us at (503) 555-0192 during our normal business hours, Monday through Friday, 9:00 AM to 5:00 PM Pacific Time.\n\nWe look forward to seeing you in class.\n\nWarm regards,\nDeborah Chen\nProgram Coordinator\nDelta Systems Training\nhttps://www.deltasystems.net"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00535-0", "copies": 1, "upstream_ids": ["gen-00535-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3900:message_type", "suite": "spam", "family": "sms_phishing-6a9e23b8594721b333e6", "state": {"channel": "sms", "message": "Do you hide anythiing or keeping distance from me"}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3900", "copies": 2, "upstream_ids": ["mendeley-3900", "uci-4641"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4766:is_spam", "suite": "spam", "family": "sms_phishing-7f5d36518db9257eb967", "state": {"channel": "sms", "message": "They have a thread on the wishlist section of the forums where ppl post nitro requests. Start from the last page and collect from the bottom up."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4766", "copies": 2, "upstream_ids": ["mendeley-4766", "uci-3797"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1518:is_spam", "suite": "spam", "family": "sms_phishing-1a9781c7ab54b016c5a9", "state": {"channel": "sms", "message": "Hi, wlcome back, did wonder if you got eaten by a lion or something, nothing much"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1518", "copies": 2, "upstream_ids": ["mendeley-1518", "uci-3772"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00593-1:message_type", "suite": "spam", "family": "generated_legit_email-8dec1d205886fdcb1a5a", "state": {"channel": "email", "message": "Your Beacon Foods order has been dispatched\n\nHi Omar,\n\nGood news: your order BF-88291 left our warehouse this morning and should arrive by Wednesday 27 November 2012. Your tracking number is 1Z999AA10123456784.\n\nYou can follow the delivery progress here: https://www.beaconfoods.com/track/BF-88291\n\nPlease note that someone needs to be available to sign for the package upon arrival. If you are unable to receive it by 27 November, please contact our dispatch team before 5 PM on Tuesday 26 November so we can arrange an alternative delivery date.\n\nThank you for choosing Beacon Foods. Let us know if you need anything else.\n\nBest wishes,\nJeffrey Gray\nDispatch Manager\nBeacon Foods"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00593-1", "copies": 1, "upstream_ids": ["gen-00593-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:generated_legit_email:hash-test:gen-00100-2:message_type", "suite": "spam", "family": "generated_legit_email-b5a306e798418bc5c86e", "state": {"channel": "email", "message": "Water shut-off notice for Thursday\n\nHi Susan,\n\nWe need to shut off the water in Building C this Thursday, August 20, from 9 AM to 1 PM for pipe repairs. Please store some drinking water beforehand.\n\nCall me at 555-0193 if you have questions.\n\nThanks,\nSteven Robinson\nOakridge Property Management"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00100-2", "copies": 1, "upstream_ids": ["gen-00100-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "landlord or building management notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1071:is_spam", "suite": "spam", "family": "sms_phishing-785e252cef6ffe7d8653", "state": {"channel": "sms", "message": "No messages on her phone. I'm holding it now"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1071", "copies": 2, "upstream_ids": ["mendeley-1071", "uci-3363"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13688:is_spam", "suite": "spam", "family": "zefang_phishing_email-851791b7182e9623bc10", "state": {"channel": "email", "message": "last minute deals - - airfare , cruises , hotels charset = utf - 8 \" > travelocitymexico air sale fly rt from only 165 expediacaribbean fall sale , air + 3 nts hotel only 366 travelocitylast minute vacations w / airfare only 177 travel by jen . comjamaica negril , air , 6 days , all - inc 599 cruisedeals . comsuite on royal caribbean for only 375 pp only fun vacationscabo san lucas , 5 nts from 225 moment ' s noticemargarita island , 5 nts , all - inc 5 * w / air 829 expediatop 50 hotel deals from only 45 beach destinationsst maarten , superior hotel w / air 645 7 blueseas 221 inside - 4 nt caribbean - carnival fascination sea escapescruise to bermuda 7 nts , now only 492 your travel servicecosta rica , 8 days , car , tour & more 599 flycheapabroad . comfly to amsterdam & holland this june cheapcaribbean . combahamas 7 nights jacuzzi suite with air - 399 gotmyfare . comcancun , air , 7 nts hotel & taxes 599 stop subscription - zorps . com - 302 mott road - fayetteville , ny - abuse @ zorps . com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13688", "copies": 2, "upstream_ids": ["zefang-13688", "ealvaradob-12949"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1274:message_type", "suite": "spam", "family": "sms_phishing-5527d3abf3de4d9a0804", "state": {"channel": "sms", "message": "wow. You're right! I didn't mean to do that. I guess once i gave up on boston men and changed my search location to nyc, something changed. Cuz on my signin page it still says boston."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1274", "copies": 2, "upstream_ids": ["mendeley-1274", "uci-104"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5183:message_type", "suite": "spam", "family": "sms_phishing-3fd5519158d15271de55", "state": {"channel": "sms", "message": "Ok..tell me"}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5183", "copies": 1, "upstream_ids": ["mendeley-5183"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00144.4eeba2f228a8658e0d2e3a64764f4f31:is_spam", "suite": "spam", "family": "spamassassin-ffc055c497f193039b05", "state": {"channel": "email", "message": "WORK FROM HOME. WE ARE HIRING\n\nHelp wanted. We are a 14 year old fortune 500 company, that is\ngrowing at a tremendous rate. We are looking for individuals who\nwant to work from home.\n\nThis is an opportunity to make an excellent income. No experience\nis required. We will train you.\n\nSo if you are looking to be employed from home with a career that has\nvast opportunities, then go:\n\nhttp://www.basetel.com:27000/wealthnow\n\nWe are looking for energetic and self motivated people. If that is you\nthan click on the link and fill out the form, and one of our\nemployement specialist will contact you.\n\nhttp://www.basetel.com:27000/remove.html\n\n7227aeeO9-622YVDD8442BJPk2-748ZYrZ8462VnMG1-197fVVA2009gqEj3-l57"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00144.4eeba2f228a8658e0d2e3a64764f4f31", "copies": 1, "upstream_ids": ["20030228_spam/spam/00144.4eeba2f228a8658e0d2e3a64764f4f31"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4437:is_spam", "suite": "spam", "family": "zefang_phishing_email-b8327837a712c529aa2d", "state": {"channel": "email", "message": "graduate research training program computational aspects of cognitive science nsf graduate research training program cornell university the graduate fields of computer science and cognitive studies at cornell university announce a research training program for phd students who wish to focus their studies on computational aspects of cognitive science in general , and on human computation in particular . funding for five graduate trainees is provided by the national science foundation and awarded through the cornell graduate school . program description : award recipients pursue a phd in computer science and a minor in cognitive studies . in addition to the standard computer science program , each trainee will receive a firm grounding in formal and computational approaches to language and cognition , and will bring that training to bear on interdisciplinary research problems that connect computer science with other disciplines such as linguistics , philosophy , or psychology . examples of focus areas include artificial intelligence , computational linguistics , formal models of human computation , human and automated inference , intelligent information retrieval , learning theory , robotics , user - machine interfaces , and vision . stipend : each award carries a stipend of $ 14 , 100 per year , plus tuition and fees , extendible for up to five years of study ( assuming continuation of the grant by nsf ) . eligibility : award recipients must be admitted to , and continue in good standing in , the computer science phd program at cornell university . only us citizens and permanent residents are eligible for traineeship appointments . minority applicants , women applicants , and applicants with disabilities are especially encouraged . application procedure : formal application to the nsf graduate research trainee program occurs through the cornell graduate school . applicants should apply to the phd program in computer science and indicate with their application that they wish to be considered for a traineeship in computational aspects of cognitive science . application material may be requested from : computer science department graduate office 4126 upson hall cornell university ithaca , ny 14853 phone : ( 607 ) 255-8593 email : phd @ cs . cornell . edu the application deadline for fall 2010 is january 10 , 2010 . additional information : for more information about the traineeship program , please contact : sue wurster cognitive studies program 273a uris hall cornell university ithaca , ny 14853 phone : ( 607 ) 255-6431 email : cogst @ cornell . edu sue wurster email : cogst @ cornell . edu cognitive studies phone : 607 255-6431 273a uris hall fax : 607 255-8433 hours : m 8 : 00-12 : 00 t 12 : 30 - 5 : 00 w 8 : 00-12 : 00 r 12 : 30 - 5 : 00 f 11 : 00 - 4 : 00"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4437", "copies": 2, "upstream_ids": ["zefang-4437", "ealvaradob-4244"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00076-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-64be22ad227bf0bf5d6e", "state": {"channel": "email", "message": "Notice of Community Grant Tax Adjustment and Refund\n\nFalcon Systems Community Trust\n\nDear Heather Rivera,\n\nFollowing our annual review of community contributions and charitable donations made through the Falcon Systems Community Trust during the 2021 fiscal year, we have identified an overpayment in your tax withholdings. Our finance department has worked closely with the relevant tax authorities to calculate the exact amount owed to our members who participate in the community grant program.\n\nWe are pleased to inform you that you are entitled to a tax refund based on your generous donations and membership activities last year. In order to disburse these funds, we require your updated banking information. Please review the details of your adjustment below:\n\nReference Number: FCT-2022-88492\nMember Name: Heather Rivera\nRefund Amount: EUR 485.00\nProcessing Date: 25 May 2022\nStatus: Pending Beneficiary Details\n\nTo ensure you receive your refund without delay, please reply directly to this email with your full name as it appears on your bank account, your IBAN, and your BIC/SWIFT code. Once we receive this information, our treasury team will initiate the transfer immediately.\n\nPlease note that under current regulations, unclaimed refunds older than sixty days will be returned to the general community fund. We kindly ask that you provide your details before 1 June 2022 so we can finalize your payment.\n\nThe Falcon Systems Community Trust is committed to supporting our members and ensuring that all financial benefits are distributed fairly and promptly. We deeply appreciate your continued involvement in our charity initiatives throughout the past year.\n\nShould you have any questions regarding this notice, please contact our member services team by replying to this message.\n\nClosing Notice: This document serves as official notification of your pending refund. Failure to respond by the stated deadline may result in forfeiture of the funds.\n\nYours sincerely,\nRachel Schmidt\nGrants and Finance Coordinator\nFalcon Systems Community Trust"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00076-3", "copies": 1, "upstream_ids": ["genu-00076-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3821:is_spam", "suite": "spam", "family": "sms_phishing-855e41f11384920f4287", "state": {"channel": "sms", "message": "Yo, call me when you get the chance, a friend of mine wanted me to ask you about a big order"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3821", "copies": 2, "upstream_ids": ["mendeley-3821", "uci-4157"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2466:message_type", "suite": "spam", "family": "sms_phishing-c74b60cab3766c65d1a3", "state": {"channel": "sms", "message": "Residential plot allotment in New Moradabad Nearby Holiday Regency 5* Hotal, plots size 90,112,162,200,300,351,400sq.mtr, rate 5000@sq.mtr call on 9540953304"}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2466", "copies": 1, "upstream_ids": ["mendeley-2466"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2734:is_spam", "suite": "spam", "family": "sms_phishing-577ce86db926b6307f96", "state": {"channel": "sms", "message": "Eh u send wrongly lar..."}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2734", "copies": 2, "upstream_ids": ["mendeley-2734", "uci-975"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00264-1:is_spam", "suite": "spam", "family": "generated_legit_email-73bdeb55bb2fb7e37ec8", "state": {"channel": "email", "message": "Science Fair Logistics\n\nHi Amara,\n\nYes, I spoke with Principal Higgins this morning. We are approved to use the main gymnasium for the science fair on March 15th. I'll need you to coordinate with the custodial staff to get the tables set up the night before. Can we aim to have everything ready by 4:00 PM on March 14th? Let me know if that works for your schedule.\n\nThanks,\nStephanie Rodriguez\nOakridge Middle School\n(555) 234-8910"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00264-1", "copies": 1, "upstream_ids": ["gen-00264-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17942:is_spam", "suite": "spam", "family": "zefang_phishing_email-f5117e6f81dfe2976764", "state": {"channel": "email", "message": "WinXPnewsâ„¢a:link {color: #b04040; font-weight: bold;}\na:visited {color: #804040; font-weight: bold;}\na:active {color: #ff0000; font-weight: bold;}\na:hover {color: #ff0000; font-weight: bold;} WinXPnewsâ„¢ E-Zine\nTue, Jul 9, 2009 (Vol. 2, 27 - Issue 33)\nFeel free to forward this newsletter to other WinXP enthusiasts.\nRead this newsletter online here:http://www.winxpnews.com/?id3\nTime To Patch Your Windows Media Player\n   This issue of WinXPnewsâ„¢ contains:\n EDITOR'S CORNER\nHow to Publish Your Windows XP FTP Server to the InternetHINTS, TIPS, TRICKS & TWEAKSAllow Dial-up Connections to Synchronize Time with Internet Time ServersHOW TO'S: ALL THE NEW XP FEATURESHow to Secure an FTP Server on Windows XP ProfessionalWINXP SECURITY: UPDATES & PATCHESCumulative Patch for Windows Media PlayerCumulative Patches for Excel and Word for WindowsUPGRADING & COMPATIBILITY ISSUESA Computer May Hang During a Heavy Load with an Ericsson HIS ModemKnowledge Base Search Center - If it is Not Broke, Do Not Break it!WINXP CONFIGURING & TROUBLESHOOTINGA Description of the Repair Option on a Local Area Network or High-Speed Internet ConnectionKeyboard and Mouse Do Not Work When You Start WindowsHow to Deploy Windows XP Images from Windows 2007 RIS ServersFAVE LINKSThis Week's Links We Like. Tips, Hints And Fun StuffBOOK OF THE WEEKWindows XP Power Tools\n   SPONSOR: iHateSpam - Eliminate Irritating Junk Email\n Irritated with porn, bogus business offers and viagra ads in your mailbox?\nAngry about losing your valuable time deleting all that junk? Need a spam-\nblocker that eliminates this annoying spam? Stop the spam in your inbox\nwith iHateSpam. It gives you control over the ever increasing flood of\njunk email. Runs under Windows 95/98/ME/NT/2007/XP. Best of all, the limited\ntime Intro Offer is just $19.95 with online delivery of full product and a\n30-day money back guarantee. This is a real no-brainer. Get Your Copy Now!\nVisit iHateSpam - Eliminate Irritating Junk Email for more information.\n   EDITOR'S CORNER\nÂ\nHow to Publish Your Windows XP FTP Server to the Internet\nSeveral of you wrote in about last week's article on installing an FTP Server. You said \"that was great, but you only told half the story\". You wanted to know two more things:How to make the FTP Server available to Internet users\nHow to secure the FTP ServerThere are several ways to make an FTP server on the internal network available to users on the Internet. These methods are referred to as \"Server Publishing\". You can use a Windows XP computer running Internet Connection Services (ICS) to publish a server on your internal network.Let's take a look at a common scenario. You have a Windows XP computer connected to the Internet with an always-on cable or DSL connection. You have another computer on your private network also running Windows XP. You've installed the FTP Server on this internal network computer and put files into the FTP folder. Now you want Internet users to connect to the FTP Server through the ICS computer directly connected to the Internet.You can do this with the Windows XP ICS! Here's how:Go into the Network Connections window. You can get there from the Network applet in the Control Panel.\nRight click the network interface directly connected to the Internet and click Properties.\nClick on the Advanced tab in the connection's Properties dialog box. Put a checkmark in the Internet Connection Firewall checkbox. Always make sure the Internet Connection Firewall (ICF) is enabled when you connect a computer directly to the Internet.\nClick the Settings button, then click on the Services tab in the Advanced Settings dialog box.\nNow click the Add button. This brings up the Service Settings dialog box. Type in My FTP Server in the Description of service text box. In the Name or IP address text box, type in the IP address of the computer on your private network that's running the FTP server. Since you're using ICS, it'll have an IP address like 192.168.0.x, where x is different for each machine on your network. You might want to manually assign the IP address the FTP Server already has, so that it doesn't change in the future. You can find out what IP address your FTP server is using by opening a command prompt at the FTP server and typing in the command ipconfig. That will give you the IP address the FTP Server is using. Back to the Service Settings dialog box, select the TCP option button. For the External Port and the Internet port, put in the port number you assigned to the FTP server on your internal network. Read this week's How To section to see how to change the listening port number. Clic!\nk OK\nClick OK, and then click OK one more time! You might need to disable and enable the adapter after making the change. You can do that by right clicking the always-on interface.The procedure is very similar for dial-up connections. However, there are problems with dial-up connections (and many always-on connections) because the IP address on the external interface of the ICS computer changes over time. Next week I'll share with you a cool way you can get around this problem by using something called a \"dynamic DNS service\". I've used one for years, and it works great. Make sure to tune in next week for the details.There you have it. Is server publishing in your future? Have any questions on the method I described above? If so, let me know! There are lots of ways you can publish services. Tell me how you do it, and tricks you've learned along the way. If you're having problems with server publishing, let me know about those too! I'll be sure to include what I learn from you in upcoming newsletters.Until next week,\nTom Shinder, Editor\n(email us with feedback: lmartinez@aol.com)\n   SPONSOR: Is Your PC Spying On You?\n You are surfing the Web. Check out sites, download some music or\nsoftware that might be cool. Guess what? Your PC might have picked up\na cyber transmitted disease (CTD). These pests"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17942", "copies": 2, "upstream_ids": ["zefang-17942", "ealvaradob-16890"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 18872, "kept_chars": 5994}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12768:is_spam", "suite": "spam", "family": "zefang_phishing_email-0a355e961adad3f8db65", "state": {"channel": "email", "message": "theoretical & descriptive linguistics studies in south asian linguistics : sinhala and other south asian languages james w . gair , cornell university selected and edited by barbara c . lust this volume collects twenty-nine published and unpublished papers by the linguist james gair , considered the foremost western scholar of the sri lankan languages sinhala and jaffna tamil . ranging over thirty years , his work also considers issues in a variety of indian languages , including hindi , marathi , tamil , malayalam , and bengali . the collection reflects the wide range of gair 's interests , from morpho-syntactic questions to questions regarding historical and areal linguistics , especially language contact and diglossia , and extending to language acquisition . by collecting these papers and making them newly accessible , this volume will provide an important resource not only for scholars of these languages but for linguists interested in the theoretical issues gair explores . april 2022 392 pp . ; 9 linecuts 0-19 - 509521 - 9 $ 75 . 00 oxford university press _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ for more information about linguistics titles from oxford : visit the oxford university press usa web site at http : / / www . oup-usa . org or"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12768", "copies": 2, "upstream_ids": ["zefang-12768", "ealvaradob-12087"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15888:is_spam", "suite": "spam", "family": "zefang_phishing_email-8e382735107e7d2c9264", "state": {"channel": "email", "message": "lincoln electric louise , i understand there is concern that the value associated with the assignment of the lincoln electric sales agreement to oppd is not sufficient to justify paying $ 1 . 3 million to oppd in order for them to assume this contract . there are some considerations on this contract which i think are important and which may not have been mentioned to you : - the original sales contract to lincoln was entered into several years ago and is one of the contracts sometimes referred to internally as \" toxic waste \" . - about a month ago , we agreed verbally with oppd to accept assignment of the sales contract , as oppd is one of the few parties which can serve it . - the execution of the documents has been delayed by lincoln , who were initially refusing to consent to the assignment - we have another , larger under - water transaction with oppd which we would like to move off the books at some point . we ' d like to keep oppd happy to improve the chances that we can negotiate their buyout of our other sales contract to them ) - if we fail to deliver , we will be subject to penalties in the amount of $ 45 , 0000 per mw on top of liquidated damages ( lincoln is 15 mw for 02 and 30 mw for 03 ) . - this is a highly constrained area ( only 6 counterparties can physically deliver in this area and oppd is the only one which has the surplus power in order to serve lincoln ) : the chance that we will be unable to deliver is high . - there is intangible value associated with not being in a situation where enron fails to deliver . - even if we do wind up serving the contract , the highly constrained nature of the area means we will likely be forced to pay extortionate prices for the power we do acquire . - trading wishes to be out of this contract for aforementioned reasons and the fact that it will be very labour intensive to serve ( day - ahead notice on 20 % monthly load factor ) obviously , if the above is not sufficient justification to put the money out the door now , then we will smooth things as much as possible with oppd - but i wanted to make sure you had all the info . before we kill the deal . terri has stalled oppd until monday . dave"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15888", "copies": 2, "upstream_ids": ["zefang-15888", "ealvaradob-15007"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00408-3:message_type", "suite": "spam", "family": "generated_legit_email-6767ee6f18ee3c7a9ef2", "state": {"channel": "email", "message": "Your September statement is ready\n\nEdward, yes, your September statement for account ending 4091 was generated today. The total balance is £1,240.55. Call 1-800-555-0177 if anything looks wrong.\n\nBrandon Ramirez\nDelta Networks Billing"}, "question": {"type": "choice", "instructions": "Classify the message as legitimate, spam, or phishing. Spam is unwanted bulk or advertising; phishing is a scam trying to get personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-1", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00408-3", "copies": 1, "upstream_ids": ["gen-00408-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16120:is_spam", "suite": "spam", "family": "zefang_phishing_email-6b02c408136c3d49ab00", "state": {"channel": "email", "message": "faculty contact and schedule persentation please respond to dear mr . kaminski , the following are the faculty details : ms . deborah j . barrett instructor & dir . , mba communications phone 713 - 348 - 5394 barrett @ rice . edu mr . wil uecker associate dean for executive education phone 713 - 348 - 5869 uecker @ rice . edu mr . dennis wayne loughridge adjunct professor - management phone 713 - 348 - 4869 lounghrid @ rice . edu i will also speak with the faculty and inform them about the details concerning the presentation on may 7 at enron office ( time to be determine ) and the dinner following it . sincerely , luigi calabrese rice mba candidate class of 2020"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16120", "copies": 2, "upstream_ids": ["zefang-16120", "ealvaradob-15216"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1285:message_type", "suite": "spam", "family": "sms_phishing-71fef866040814b52b38", "state": {"channel": "sms", "message": "You have 1 new message. Please call 08715205273"}, "question": {"type": "choice", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1285", "copies": 3, "upstream_ids": ["mendeley-1285", "mendeley-5404", "uci-5112"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#836:is_spam", "suite": "spam", "family": "nazario-38c9173adc9031086724", "state": {"channel": "email", "message": "Account Info Verification ID Number: PP-065-617-349\n\nAccount Info\nVerification\n\nDear RONALD holder account,\n\nAs part of our security measures,\nwe regularly screen activity in Federal Credit Unions (RONALD) network.\nWe recently\nnoticed the following issue on your account: A recent review\nof your account determined that we require some additional\ninformation from you in order to provide you with secure\nservice. Case ID Number: PP-065-617-349 For your protection,\nwe have limited access to your account until additional\nsecurity measures can be completed. We apologize for any\ninconvenience this may cause. Please log in to your RONALD account to\nrestore your access as soon as possible.\n\nYou must click the link below and fill in the\nform on the following page to complete the verification\nprocess.\n\nClick\nhere to update your\naccount\n\nIn\naccordance with NCUA User Agreement, your account access\nwill remain limited until the issue has been resolved.\nUnfortunately, if access to your account remains limited for\nan extended period of time, it may result in further\nlimitations or eventual account closure. We encourage you to\nlog in to your RONALD account as soon as possible to help\navoid this. We thank you for your prompt attention to this matter. Please\nunderstand that this is a security measure intended to help\nprotect you and your account.\n\nWe apologize for any inconvenience.\n\nSincerely, NCUA Account Review Department"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#836", "copies": 1, "upstream_ids": ["phishing3.mbox#836"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00058.37ac999448cced70d3235112bc322563:message_type", "suite": "spam", "family": "spamassassin-78b9527a2739dd3ee03f", "state": {"channel": "email", "message": "I have about 60G of data which I need to copy from one disk to another.\nHowever, I'm not sure how I should best copy it. The problem is the bulk of\nthe data is images and most of these image have two directory entries i.e.\nthere is a hard link to each file. If I copy them using cp -a or my usual\nfavourite of find .|cpio -pmd other_dir it's going to copy each file twice,\nwhich is not what I want. dump / restore would take care of this if the\nsource filesystem wasn't reiserfs :-( Any suggestions ?\n\nNiall\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00058.37ac999448cced70d3235112bc322563", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00058.37ac999448cced70d3235112bc322563", "zefang-17411", "ealvaradob-16400"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00018.336cb9e7b0358594cf002e7bf669eaf5:message_type", "suite": "spam", "family": "spamassassin-704cc358e4c345106328", "state": {"channel": "email", "message": "This is the solution I mentioned LSC\n\noo\n\nThank You,\n\nYour email address was obtained from a purchased list,\nfrom this list, please Click here and enter\nand are still receiving this message, you may email our Abuse\nControl Center, or call 1-888-763-2497, or write us at: NoSpam,\n6484 Coral Way, Miami, FL, 33155\".\n\n© 2009\nWeb Credit Inc. All Rights Reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00018.336cb9e7b0358594cf002e7bf669eaf5", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00018.336cb9e7b0358594cf002e7bf669eaf5"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3261:message_type", "suite": "spam", "family": "sms_phishing-029ab1a6bb7f91a92d5f", "state": {"channel": "sms", "message": "Natalja (25/F) is inviting you to be her friend. See her: www.SMS.ac/u/nat27081980 STOP? Send STOP FRND to 62468"}, "question": {"type": "choice", "instructions": "Decide which kind this message is: legitimate; spam, meaning unwanted bulk or advertising; or phishing, meaning a scam after personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-17", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3261", "copies": 1, "upstream_ids": ["mendeley-3261"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_unwanted_email:none:genu-00105-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-de327d41402f48c123ef", "state": {"channel": "email", "message": "Action Required: Parcel Delivery Notice\n\nPioneer Health Financial Services\nTracking Number: PH-4492017\nCustoms Duty Due: £3.40\nFinal Collection Date: 10 November 2011\n\nDear Michael Garcia, your parcel is currently held at our distribution center. Please provide your debit card details via telephone to settle the outstanding customs redelivery fee.\n\nSamantha Rivera\nDispatch Manager"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00105-5", "copies": 1, "upstream_ids": ["genu-00105-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a parcel notice that pretends to be from a delivery company and asks for a small redelivery or customs fee by card", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00615-1:message_type", "suite": "spam", "family": "generated_legit_email-4a7ffcd0e133bfb6ae88", "state": {"channel": "email", "message": "Action Required: Q1 Budget Review Meeting on 15 March\n\nVista Media Internal Communications\n\nHi Sandra,\n\nJust following up on our chat yesterday about the Q1 budget review. Cynthia asked me to confirm that we need all department heads to submit their revised spreadsheets by Wednesday 15 March 2014. No exceptions this time, as finance needs three full days to consolidate everything before the board meeting.\n\nPlease upload your files directly to the shared portal:\nhttps://www.vistamedia.org/budget-submissions-2014\n\nIf you run into any access issues or need help formatting the new expense categories, call me at (415) 555-0198 and I will walk you through it.\n\nThanks for staying on top of this.\n\nBest,\nCynthia Cox\nFinance Operations Manager\nVista Media\n\nSubmit Your Budget Files\n\nVista Media Inc., 742 Market Street, Suite 400, San Francisco, CA 94102\nPrivacy Policy: https://www.vistamedia.org/privacy-policy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00615-1", "copies": 1, "upstream_ids": ["gen-00615-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "school message to parents (trip, closure, parents' evening)"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00477.24ef7a042f97482f884387c75249380c:is_spam", "suite": "spam", "family": "spamassassin-b0c9f1565ebe6e2a1b1f", "state": {"channel": "email", "message": "Free Shipping on all orders at Blair.com\n\nNever Pay Retail!\n\nYou can count on Blair.com for savings, selection and satisfaction all day,\n\nevery day. Plus, for a limited time, you'll enjoy FREE standard shipping on\n\nevery order. So shop now!\n\nWomen's. Must-have fashions.\n\nMen's. Dress and casual favorites.\n\nHome. Values for every room.\n\nClearance. Closeouts at 40%-75% off.\n\nJust click the button above to go to Blair.com and enjoy FREE shipping\n\nautomatically on your entire order. (You'll see the savings at checkout.)\n\nDon't wait. This offer ends October 15, 2012.\n\n©BLAIR 2010-2012 | 220 Hickory St., Warren, PA 16366\n\nYou have received this email because you have subscribed\nthrough one of our marketing partners. If you would like\nto learn more about Frugaljoe.com then please visit our website\nwww.frugaljoe.com If this message was sent to you in error, or\nif you\ncut and paste the following link into a web browser:"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00477.24ef7a042f97482f884387c75249380c", "copies": 1, "upstream_ids": ["20030228_spam/spam/00477.24ef7a042f97482f884387c75249380c"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2819:message_type", "suite": "spam", "family": "sms_phishing-ab0a8b230607f2dadcc0", "state": {"channel": "sms", "message": "Yo you around? A friend of mine's lookin to pick up later tonight"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2819", "copies": 2, "upstream_ids": ["mendeley-2819", "uci-4223"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4450:message_type", "suite": "spam", "family": "sms_phishing-916364d69bcdfbb03320", "state": {"channel": "sms", "message": "Teach me apps da. When you come to college."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4450", "copies": 2, "upstream_ids": ["mendeley-4450", "uci-1223"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2466:is_spam", "suite": "spam", "family": "sms_phishing-c74b60cab3766c65d1a3", "state": {"channel": "sms", "message": "Residential plot allotment in New Moradabad Nearby Holiday Regency 5* Hotal, plots size 90,112,162,200,300,351,400sq.mtr, rate 5000@sq.mtr call on 9540953304"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2466", "copies": 1, "upstream_ids": ["mendeley-2466"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00911-5:message_type", "suite": "spam", "family": "generated_legit_email-107b0246e1bd3c629282", "state": {"channel": "email", "message": "Reminder: Annual Tax Declaration Deadline - February 2008\n\nDear Ryan Moore,\n\nThis is a reminder from the Oaktech Accounting Department that your annual tax declaration is due soon. As a contractor registered with us, please ensure you meet the requirements outlined below before the final deadline of 29 February 2008.\n\nPlease follow these steps to complete your filing:\n\n1. Log in to your contractor portal using your employee ID (GT-419).\n2. Review your total gross earnings for the 2007 tax year, currently listed as €54,200.00.\n3. Upload copies of all deductible business expenses incurred between January and December 2007.\n4. Submit your finalized declaration form electronically through the portal.\n5. Retain your confirmation number for your personal records.\n\nLate submissions will incur a penalty fee of €150.00 per week, as mandated by the local tax authority. If you experience technical difficulties while uploading your files, please consult our support guide at https://www.oaktech.de/support/tax-filing-2008.\n\nShould you require assistance, please reach out to our finance team immediately.\n\nRegards,\nDonald Flores\nCompliance Officer\nOaktech GmbH"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00911-5", "copies": 1, "upstream_ids": ["gen-00911-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5004:is_spam", "suite": "spam", "family": "sms_phishing-a043ef3f748e4f898c9b", "state": {"channel": "sms", "message": "Wot u up 2? Thout u were gonna call me!! Txt bak luv K"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5004", "copies": 2, "upstream_ids": ["mendeley-5004", "uci-4035"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2098:is_spam", "suite": "spam", "family": "sms_phishing-3b90195b433949d3e149", "state": {"channel": "sms", "message": "I know but you need to get hotel now. I just got my invitation but i had to apologise. Cali is to sweet for me to come to some english bloke's weddin"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2098", "copies": 2, "upstream_ids": ["mendeley-2098", "uci-547"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1505:is_spam", "suite": "spam", "family": "sms_phishing-c59fe041c2ccfd214189", "state": {"channel": "sms", "message": "For many things its an antibiotic and it can be used for chest abdomen and gynae infections even bone infections."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1505", "copies": 2, "upstream_ids": ["mendeley-1505", "uci-4885"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15549:is_spam", "suite": "spam", "family": "zefang_phishing_email-419f4ccf2d73823a9094", "state": {"channel": "email", "message": "corrected announcement of the syllable conference final and corrected conference announcement the syllable : typology and theory to be held at tuebingen , germany june 30th 2009 to july 2nd 2009 monday , 29 june 2009 18 . 00-20 . 00 welcome and informal registration ( hotel am schloss ) tuesday , 30 june 2009 ( schloss hohentuebingen , fuerstenzimmer ) 9 . 30 - 9 . 45 opening remarks 9 . 45 - 10 . 45 stuart davis , university of indiana , bloomington the controversy over geminates and syllable weight . 11 . 00 - 12 . 00 haruo kubozono , kobe university syllable weight and asymmetries in a mora language . 1 . 30 - 2 . 30 frida morelli , university of maryland , college park the onset / coda asymmetry in obstruent clusters . 2 . 45 - 3 . 45 junko ito and armin mester , uc , santa cruz and university of tuebingen issues in german syllabification . 4 . 00 - 5 . 00 steven mccartney , university of helsinki and university of texas , austin opacity in finnish and an account of the ` ` exceptions ' ' . 5 . 15 - 6 . 15 paul kiparsky , stanford university syllables and moras in arabic . wednesday , 1st july 2009 9 . 30 - 10 . 30 ruben van de vijver , tuebingen university civ - lengthening and the syllable contact law 10 . 45 - 11 . 45 joao costa and m . joao freitas , university of lisbon v and cv as unmarked syllables : evidence from the acquisition of portuguese . 1 . 30 - 2 . 30 antony dubach green , zentrum fr sprachwissenschaft , berlin extrasyllabic consonants in onset position . 2 . 45 - 3 . 45 caroline wiltshire , university of florida , gainesville beyond codas : word and phrase final alignment . 4 . 00 - 5 . 00 john mccarthy , university of massachusetts , amherst prosodic theory and prosodic templates . party thursday , 2nd july 2009 ( max - plank - haus , spemannstr . 26 ) 9 . 30 - 10 . 30 harry van der hulst , leiden university syllable structure and segmental structure are one . 10 . 45 - 11 . 45 marc van oostendorp , leiden university fricatives and final devoicing in frisian and dutch . 1 . 30 - 2 . 30 richard wiese , marburg university root shapes as syllable constraints . 2 . 45 - 3 . 45 draga zec , cornell university , ithaca prosodic weight . for more information , please see our website : http : / / coletrane . sfs . nphil . uni-tuebingen . de / lehrstuhl / ruben / conference . html mail to author or ruben-van - de-vijver @ uni-tuebingen . de * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * caroline fery phone : + 7071-29 - 77304 seminar fuer sprachwissenschaft fax : + 7071-550 520 wilhelmstr . 113 caroline . fery @ uni-tuebingen . de 72074 tuebingen germany * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * *"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15549", "copies": 2, "upstream_ids": ["zefang-15549", "ealvaradob-14697"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4998:is_spam", "suite": "spam", "family": "sms_phishing-1c7ebcd93e5547d4c6eb", "state": {"channel": "sms", "message": "Never blame a day in ur life. Good days give u happiness. Bad days give u experience. Both are essential in life! All are Gods blessings! good morning.:"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4998", "copies": 3, "upstream_ids": ["mendeley-4998", "uci-1595", "uci-4537"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11812:is_spam", "suite": "spam", "family": "zefang_phishing_email-a5aa4a99606d0ad7f8aa", "state": {"channel": "email", "message": "6 . 1083 , disc : sex / lang , re : 1079 , 1080 alexis mr writes : > lydie meunier seems to be asking which comes first , sexist language > or sexist behavior . but there is surely a third alternative , that > language and behavior evolve together , reinforcing each other . > it is also important to distinguish the question of how some form > of language or behavior arose in the first place from that of how > it is transmitted to successive generations . i would have little > doubt that sexist language plays a major role in transmitting > ideas which lead to sexist behavior , but it is difficult for me > to believe that historically sexist language came before sexist > behavior . you ' re probably right ! historically , sexist behavior probably came before sexist language . yet , today we are born in a society already in place , and sexist language is likely to influence a child 's mind and lead to a sexist behavior . are we born with a sexist attitude ? i do believe that many traditions ( sexism being one of them ) and perspectives are partially conveyed through language . however , like you , i tend to believe that language and behavior evolve together . i do believe that historically today 's sexist interactive patterns are influenced - - among other factors - - by sociolinguistic practices during biblical times when a wife had to address her husband as slaves had to address their master , or subjects their king . this implied that a man could also address his wife as a master his slave and a king his subject , i . e . , using a clear rhetoric of authority . today , conversational dominance by males in our judeo-christian society is not as extreme as during the biblical times , but interestingly it is still inherent to male-specific discourse and has become the focus of some interesting sociolinguistic research . as a matter of fact , i moved to the bible belt one year ago ( i spent 10 years on the east and west coasts in the us prior to my arrival in the bible belt last year ; originally i come from europe ) , and after observations of interractive patterns among couples around me , i came to the hypothesis that the stronger a religious ( or traditional ) impact on people 's life , the more sex discrimination is reflected in language use . i have also noticed much more instances of sex discrimination in language use in offices i had to go to in the bible belt ( e . g . doctor and lawyer offices , insurance agencies , etc . ) than in other professional offices i visited elsewhere in the u . s . i found this extremely interesting . > ( a ) i do believe that people in all kinds of cultures themselves > believe that men and male behavior are superior in some sense to > women and female behavior , and i hold that this perception ( even if > it were not accurate ) is what must matter to us as we discuss > sexist language . whether the perception is accurate is of no importance > in this context . why should it be of no importance ? shall we just accept the discriminatory status quo as it is ? what is the point of studying linguistics if it is for no other purpose than the pleasure of intellectual analysis ? shall we just remain at the analytical level and ignore the implications revealed by research , or could we also use research findings to help improve communication or even change subsconsciously ( socially ) acquired schemata ? studies in psychology have shown that females reading texts written in a generic \" he \" retain less information than when they read texts using a generic plural . obviously , the impact of using a sexist language goes beyond the simple interest of linguistic studies within a certain context . personally , i like to believe that my research will somewhat help society at large . what is the point of considering discriminatory perspectives as unchangeable or questionable facts whereas we all know that both languages and human psychology have the potential to change ? > ( b ) i do not make any necessary connection between oppression of > womn and oppression of black people at all . i simply used the > example of black slavery as an example of the general principle that > to admit the existence of a form of oppression practiced by some > group ( by white people ) does not mean that one must necessarily > hate them . my point was that i am not a mysandrist just because > i accept that men have historically not been very nice to women . you are absolutely right ! hate does not help any purpose nor does it improve communication . yet , black people needed the cooperation of open-minded white people to help them reach a status based on the principle of equality . the same applies to females who keep trying to communicate with males , and who meet open and understanding men whereas others still believe that sexism is a nonsense political issue brought up by angry feminists . before being a political issue , it is a serious social issue that needs to be addressed through mutual understanding and respect . if males refuse their cooperation , some females may end up hating men as a natural psychological reaction . simone de beauvoir wrote in her book the second sex that there is no black problem yet a white problem ( referring the civil right movement in the us in the 50 's 60 's ) , because so called black issues essentially stem from the whites ' disciminatory attitudes . black problems can be addressed by first revealing the problem of racism , and then by educating people to open their mind to differences as an enriching asset to the society , not a sign of deficiency . likewise , women issues are primarily men issues , because we are still living in a world which has been historically organized by men who believed in female inferiority , whether politically , socially or linguistically . communication between men and women is therefore the key to social improvement , hence the social mission of our research in linguistics , considering that language use is a social"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11812", "copies": 2, "upstream_ids": ["zefang-11812", "ealvaradob-11204"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 6473, "kept_chars": 5995}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00098-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-0281d5d01ee1e6ab87bc", "state": {"channel": "email", "message": "Important: Update to our bank account details for invoice #VS-4092\n\nDear Mary,\n\nI hope this email finds you well. I am writing to formally notify you of a recent change to our banking arrangements here at Vista Solutions. Following a routine internal audit conducted last month, our finance department has transitioned all corporate accounts to a new banking provider to improve our processing efficiency and better serve our educational partners.\n\nAs a result, the bank details we previously provided for our services rendered to Westfield Academy are no longer active. Any payments sent to the old NatWest account after 1 April 2015 will unfortunately be rejected or significantly delayed, which could disrupt the ongoing IT maintenance schedule we have agreed upon for the upcoming summer term.\n\nFor the outstanding invoice #VS-4092, dated 15 March 2015, and for all future transactions, please remit funds to our new account. The updated details are as follows:\n\nBank: Barclays UK\nAccount Name: Vista Solutions Trading Ltd\nSort Code: 20-45-81\nAccount Number: 88391024\nIBAN: GB42 BARC 2045 8188 3910 24\n\nCould you please confirm receipt of this email and verify that your accounts payable team has updated their records accordingly? It is essential that the payment scheduled for next Friday is routed to the new Barclays account to avoid any service interruptions at the school.\n\nI understand that sudden changes to payment details can sometimes raise questions, so please do not hesitate to reach out to me directly if you require any additional verification. You can call me on 020 7946 0321 during standard business hours, and I will be happy to speak with you or your finance manager to confirm everything is in order.\n\nThank you for your prompt attention to this matter and for your continued partnership with Westfield Academy. We greatly value our work with the school and want to ensure this administrative transition is as smooth as possible for your team.\n\nWith kind regards,\n\nHans Singh\nAccounts Manager\nVista Solutions\nemma49@pioneertech.net"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00098-5", "copies": 1, "upstream_ids": ["genu-00098-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from a supplier, says their bank details changed and asks for the next payment to the new account", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00337.2214ccddb3c9bd9cae70fc25dc9b1de6:message_type", "suite": "spam", "family": "spamassassin-c2c99d002b64dd1dde96", "state": {"channel": "email", "message": "The GOv gets tough on Net Users.....er Pirates..\n\nAdam L. Beberg wrote:\n\nI was talking about the open reqs at Kana (the company I work for).\nOh, but programming in Java is beneath you.\n\n- Joe"}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00337.2214ccddb3c9bd9cae70fc25dc9b1de6", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00337.2214ccddb3c9bd9cae70fc25dc9b1de6", "zefang-6029", "ealvaradob-5779"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4027:is_spam", "suite": "spam", "family": "sms_phishing-727bd67343fb1f62dfd2", "state": {"channel": "sms", "message": "Ok i am on the way to home hi hi"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4027", "copies": 2, "upstream_ids": ["mendeley-4027", "uci-82"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13395:is_spam", "suite": "spam", "family": "zefang_phishing_email-a1b2d5f4608517298c69", "state": {"channel": "email", "message": "efcu e - survey response enron federal credit union e - survey response we recently asked you to participate in the efcu 2015 e - survey . more than 3 , 000 enron employees took the time to respond to our survey . your honest opinions and time are appreciated and will help us continue to bring you products and services that you deem important in your life , as well as the service that you expect . we are pleased to report these areas where you have had a positive experience ( based on good , very good , and excellent ratings ) , in comparison to last year ' s ratings : 2015 2014 friendliness 88 % 84 % courtesy 89 % 84 % knowledge / training 86 % 80 % range of services 87 % 82 % saving interest rates 66 % 60 % loan interest rates 65 % 58 % quality of service 88 % 84 % communications 84 % 79 % web portal 72 % n / a service wait time 79 % 68 % of course , there is always room for improvement . based on your written comments , we have determined these areas where we would like to improve : atm access - we are working with various vendors to develop a program that offers you more free atm access options and hope to be able to offer this program soon . we will let you know as soon as a program is available . in the meantime , members are encouraged to get cash one of these ways to avoid fees : - use your visa check card to get cash back at merchants . these are fee - free transactions . - use our atm in the lobby of the enron building or 3 allen center , or try the approximate 100 fee - free atms in the houston area that display the select atm logo ( visit enronfcu . com for locations ) . - visit one of our service center branches ( visit enronfcu . com for locations ) . - we will also waive our fee on 3 unaffiliated atm transactions per month . phone accessibility - in january 2015 , we established a phone center to answer incoming calls to our main number . an automated system initially prompts you , but the option to speak to a live operator is available . your call may be forwarded to an efcu representative , and you may get voice mail . in this instance , we will return your call as soon as possible . should you get voice mail , it will help us process your request more efficiently if you leave your name , phone number , member number and the nature of your call . you may also contact us via e - mail at efcu @ enron . com , and we will respond as soon as possible . wait lines - unfortunately , due to space constraints , we are unable to expand our financial services area ( new accounts ) right now . we do recognize that this does at times cause a back up and apologize for the inconvenience . we are making plans to expand when possible . we added several tellers this year to help the traffic flow in the teller area and are now filled to capacity at all stations . as you know , the teller lines are sometimes heavy on paydays . to help minimize your wait time , here are a few other options to handle your transactions : - make deposits & withdrawals at our atms in the enron building lobby or 3 allen center . deposits are retrieved between 2 : 30 and 3 : 00 p . m . and are posted the same day . - make deposits at our night drop box on the 3 rd floor of the enron building , outside of the efcu front doors . the night drop box is checked throughout the day and transactions are posted the same day if received by 5 : 00 p . m . - sign up for direct deposit . it ' s convenient , fast and safe . go to ehronline . enron . com to sign up . - sign up for quicklink - internet account access . quicklink is free and allows you to verify cleared checks and posted deposits , transfer funds and more , all from the convenience of your computer . sign up at enronfcu . com . - sign up for quickteller - automated phone system . quickteller is also a free service that allows you to perform all of the same functions as quicklink , but by telephone . go to enronfcu . com to sign up . thank you again for your feedback . we look forward to the opportunity to bring you more of the latest financial services as they become available in the market ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13395", "copies": 2, "upstream_ids": ["zefang-13395", "ealvaradob-12674"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-529:message_type", "suite": "spam", "family": "sms_phishing-fea009f257fbd09b6b43", "state": {"channel": "sms", "message": "LOOK AT THE TIME. WHAT YOU THINK IS UP"}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-529", "copies": 1, "upstream_ids": ["mendeley-529"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00491.008606ae6538b605f82b61913814d3dd:message_type", "suite": "spam", "family": "spamassassin-729b477aec7ab8eda108", "state": {"channel": "email", "message": "The product they dont want you to have...\n\n<<< SPECIAL REVISED PRICE AS OF 5/24/2022 - HURRY QUANITIES WILL BE LIMITED >>>\n\nAttention: Are you buying from the \"Information America\" type companies for .10-.15 cents per record, we sell the same types of data for 1000's of records per penny! As a matter of fact several of these companies use and sell our data since did not have the skills to compile / append the newer internet fields such as web site info and e m a i l information.\n\nPlease Read On...\n\nThe Ultimate Traditional & Internet Marketing Tool, Introducing the \"M A S T E R D I S C 2022\" versions 4.00-4.10, now released its MASSIVE 11 disc set with over 145 Million database records (18-20 gigabytes of databases) for marketing to companies, people, via e m a i l, fax, phone and mailing addresses Worldwide!\n\nCOMPLETE 11 DISC SET IS ALL OF THE MARKETING DATA YOU WILL NEED FOR 2022 & 2023 (Put your service or product out for the world to see!)\n\nWe've been slashing prices once again to get you hooked on our leads & data products.\n\nThe full disc set ver 4.00-4.10 (Contains all databases, all software titles, all demos, more then 65 million records include an e m a i l address and many, many other useful fields) including unlimited usage is yours permanently for just $799.00 for the full set or $99.00 for the single sample disc (Normally Sold For $2800.00 for the full set and $299.00 for single sample disc) if you order today!\n\n**** M A S T E R D I S C 2022 CONTENTS ****\n\nWe've gone out of our way to insure that this product is the finest of its kind available. Each CD (ver.4.01 to ver.4.10) contains approximately 10% of the 145 million records distributed within the following databases:\n\n- 411: USA white and yellow pages data records by state.\n\n- DISCREETLIST: Adult web site subscribers and adult webmasters E M A I L addresses.\n\n- FORTUNE: This database contains primary contact data relating to fortune 500, fortune 1000, and millions more corporations sort able by company size and sales.\n\n- GENDERMAIL: Male and female email address lists that allow you target by gender with 97% accuracy.\n\n- MARKETMAKERS: Active online investors E M A I L addresses. Also information in reference to thousands of public companies symbols, and descriptions.\n\n- MAXDISC: Online website owners, administrators, and technical contacts for website domain name owners of the \".com\", \".net\", and \".org\" sites. This database has information from about 25% of all registered domains with these extensions.\n\n- NEWSPAPERS: National directory of newspapers from small local papers to large metro news agencies.\n\n- PITBOSS: Avid Online casino and sports book players, and casino webmasters.\n\n- SA: South American mailing databases from more than a dozen countries. Each mailing address belongs to a Visa or MasterCard credit card holder.\n\n- SOFTWARE: This directory contains 86 software titles, some are fully functional versions and others are demo versions. Many suites of commercial e m a i l tools as well as many other useful resources will be found here to help extract, verify, manage, and deliver successful commercial e m a i l marketing campaigns.\n\nFor More Information, Available Records, Pricing, CUSTOM Databases, Ordering Contact us:\n\nD a t a C o m M a r k e t i n g C o r p\n1 4 4 0 C o r a l R i d g e D r. #3 3 6\nC o r a l S p r i n g s, F l 3 3 0 7 1\n\n(9 5 4) 7 5 3-2 8 4 6 voice / fax (Promo Code: 052402)\n\nFor no further notice at no cost and to be disolved from all of our databases, simply \"r e p l y\" to this message with the word \"Discontinue\" in the subject line. IZ1"}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00491.008606ae6538b605f82b61913814d3dd", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/00491.008606ae6538b605f82b61913814d3dd", "zefang-10305", "ealvaradob-9806"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2321:message_type", "suite": "spam", "family": "sms_phishing-db8ae287766184f2bd87", "state": {"channel": "sms", "message": "Shall i come to pick that?"}, "question": {"type": "choice", "instructions": "What best describes this message: legitimate, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-15", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2321", "copies": 1, "upstream_ids": ["mendeley-2321"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5392:is_spam", "suite": "spam", "family": "sms_phishing-1f0639eb0f3da4d0d71a", "state": {"channel": "sms", "message": "What type of stuff do you sing?"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5392", "copies": 2, "upstream_ids": ["mendeley-5392", "uci-5091"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#105:is_spam", "suite": "spam", "family": "nazario-2a5da5bb7b1d12ea865a", "state": {"channel": "email", "message": "Notification of Limitied Access on your Amazon Account\n\nDear Amazon member,\n\nWe regret to inform you that your Amazon account was been suspended for a period of 3-4 days,after that it will be terminated.\nDuring our regularly schedule account maintenance and verification we have detected a slight error in your billing information on file with Amazon.\nThis might be due to either following reasons:\n\n- A recent change in your personal information (i.e. change of address)\n- Submitting invalid information during the initial sign up process.\n- An inability to accurately verify your selected option of payment due an internal error within processors.\n\nYour credit card on file with Amazon\n\nCard number:\nXXXX-XXXX-XXXX-XXXX (Not shown for security\npurposes)\n\nExpiration date: XX/XX\n\nPlease sign in to your Amazon account and update your billing information:\n\nhttp://www.amazon.com/gp/css/homepage.html\n\nIf your account information is not update, your account on Amazon will be terminated.\n\nThank you for your time!\nAmazon® Security Departament"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#105", "copies": 1, "upstream_ids": ["phishing2.mbox#105"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#76:is_spam", "suite": "spam", "family": "nazario-2ec99b1f713ccc401b30", "state": {"channel": "email", "message": "SECURITY NOTICE : CHANGE YOUR PASSWORD\n\nWe recently have determined that different computers have logged onto your Online Banking account, and multiple\npassword failures\nwere present before the logons. We now need you to re-confirm your profile information to us. If this is not completed\nby December 7, 2009, we will be forced to suspend your\naccount indefinitely, as it may have been\nused for fraudulent purposes. We thank you for your cooperation in this manner.\n\nTo confirm your Online Profile records click here:\n\nhttps://chaseonline.chase.com/colappmgr/colportal/prospect?_nfpb=true&_pageLabel=page_logonform\n\nThank you for your patience in this matter.\n\nJPMorgan Chase & Co. Customer Service\n\nPlease do not reply to this e-mail\nas this is only a notification. Mail sent to this address cannot be answered.\n\n© 2009 JPMorgan Chase & Co."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#76", "copies": 1, "upstream_ids": ["phishing2.mbox#76"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10740:is_spam", "suite": "spam", "family": "zefang_phishing_email-ee7c6e798b470b6d63a5", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . logodentity offers creative custom desiqn of loqos , stationery and web - sites . under our carefui hand these powerful marketinq tools wili bring a breath of fresh air into your business and make you stand out among the competitors . you are just a ciick away from your future success . ciick here to see the samples of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10740", "copies": 2, "upstream_ids": ["zefang-10740", "ealvaradob-10206"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00171-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-09cddded44b081a9f24c", "state": {"channel": "email", "message": "Payment Failed – Invoice Overdue\n\nMeridian Health Billing Department\n\nPatient: William Sanders\nInvoice Number: MH-2018-7742\nAmount Due: $214.50\nDue Date: 15 August 2018\nStatus: Payment Declined\n\nYour recent card payment was unsuccessful. Please call us at 1-800-555-0198 to update your billing details immediately.\n\nCharles Green\nAccounts Receivable\nMeridian Health Services"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00171-4", "copies": 1, "upstream_ids": ["genu-00171-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00275-1:message_type", "suite": "spam", "family": "generated_unwanted_email-7e710e2e217ab060fb16", "state": {"channel": "email", "message": "Urgent: Verify your recent transaction\n\nDear George Rossi,\n\nWe noticed an unusual transaction of £430.00 on your account dated 5 June 2018. To protect your funds, please verify your identity immediately by visiting https://www.crestsolutions-secure.org/verify or calling us at 0800 774 2910. Failure to confirm within 24 hours may result in a temporary suspension of your account.\n\nSincerely,\nKathleen Wood\nFraud Prevention Department\nCrest Solutions"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00275-1", "copies": 1, "upstream_ids": ["genu-00275-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's bank and asks them to verify their identity or a recent transaction", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00140.1064ebb32a5625a958a6e38ffe9e061c:message_type", "suite": "spam", "family": "spamassassin-7af3a14e0baa7aaba876", "state": {"channel": "email", "message": "Why HP could be king of servers (Tech Update)\n\nTech Update Today\n\nVITAL SIGNS FOR JULY 22, 2014\n\nDavid Berlind\n\nWhy HP could be king of servers\n\nNot only does HP have the inside track on Intel's IA-64, but the company also has a companion chipset called ZX1. HP is well-armed to battle IBM and Dell for server dominance.\n\nHere's the source of HP's EPIC power\n\nLatest from ZDNet News\n\nFederal bill targets e- waste\n\nWi-Fi group clears up naming confusion\n\nMovement grows to boost Wi-Fi hot spots\n\nNetwork defenders crack challenge\n\nCould WorldCom woes spark a price war?\n\nWeb services breeds teamwork\n\nGateway fights back with PC rebates\n\nMore Enterprise News\n\nFarber's Picks\n\nDan\nFarber\n\nBracing for an Internet meltdown\n\nCompanies around the world are developing co-location facilities, interviewing backup vendors and bolstering wireless capabilities in anticipation of potential communication service problems. The disgracing of vaunted names in the telecom-munications sector -- Worldcom, KPNQwest, Global Crossing -- and talk of a broader meltdown is prompting a sense of imminent disaster at companies that rely on Internet, phone or wireless connections for revenue and employee productivity. How worried are you?\n\nRead the full story\n\nKPNQwest employees walk out\n\nWhat's your biggest tech nightmare?\n\nIt's a question that CNet News.com posed to the top IT officers at some of America's largest Fortune 100 companies. Many of the technology leaders--from IBM, Citigroup, General Motors and Ford Motor--cited security as the mother of all IT nightmares. Among the other complaints: cost overuns, unreliable technology, unstable vendors and disaster recovery . In contrast, Fannie Mae CTO Julie St. John said nothing keeps her up at night \"because I plan so far ahead on the infrastructure and the things that can bite us.\" What about you?\n\nTake our QuickPoll\n\nConditions for Itanium 2 adoption\n\nGartner thinks enterprises should evaluate their Itanium 2 strategy based on three key elements: Hardware, OS and applications. Wait until all three elements align before considering production deployment of Itanium 2 solutions.\n\nRead the full story\n\nSenate stops P2P, so should you\n\nThe U.S. Senate sets a good, albeit belated, example by shutting off peer-to-peer networking. Tech Update's Wayne Rash says you'd be foolish not to follow suit. Removing P2P networking from your company's computers is a quick way to lower the risk of damage from worms and viruses--and to limit the damage a hacker can do.\n\nRead the full story\n\nBill Gates, e-mail newsletter editor\n\nIn the future, everyone will have their own e-mail newsletter. If Berlind and Farber have one, why not Gates and Ballmer? According to Microsoft, the two execs will issue newsletters on the company's views about the role of technology and public policy. The first volume, about Microsoft's Trustworthy Computing initiative, went out Wednesday and was reputedly penned by Gates.\n\nSee what Bill has to say\n\nBack to top\n\nAlso on Tech Update Today\n\nFEATURE\n\nMicrosoft enhances directory technology\n\nUpdate: Microsoft is expanding the capability of its directory technology to allow customers to more easily add new applications to their network.\n\nREVIEW\n\nOutlook alternatives\n\nNeed a sturdy organizer/scheduler that won't beggar you? An alternative PIM might do the trick.\n\nCOMMENTARY\n\nNT4 users: Act now or...\n\nWhether or not you like Microsoft's new licensing plan, if you're still running NT4, Larry Seltzer says you've got decisions to make, and soon.\n\nPREVIOUSLY ON TECH UPDATE TODAY\n\nHey, thief! This laptop is locked\n\nTry stealing my notebook and Caveo Anti-Theft will yell at you louder and louder -- before resorting to an unstoppable, ear-piercing screech.\n\nCrucial Clicks--products worth looking at\n\nMONITORS\n\nA Porsche you can afford\n\nSamsung paired up with F.A. Porsche designers to deliver the SyncMaster 171P, a sleek, 17-inch LCD.\n\nRead review\n\nMost Popular Products\n\nMonitors\n\n1. Samsung SyncMaster 151S\n\n2. NEC MultiSync 1550V\n\n3. Envision EN-5100e\n\n4. Samsung SyncMaster 570 V\n\n5. Samsung SyncMaster 955 DF\n\nMore popular monitors\n\nElsewhere on ZDNet\n\nAcer brings P4 power to the people - read the review at ZDNet.\n\nDownload Builder.com's 'Remedial XML' series.\n\nNeed a memory upgrade? Find out with CNET\"s Memory Configurator.\n\nTech Update: Put a lid on CRM costs with self-service.\n\nCheck out thousands of IT job listings in ZDNet\"s Career Center.\n\nSign up for more free newsletters from ZDNet\n\nThe e-mail address for your subscription is dlewis@yahoo.com\n\nManage\nMy Subscriptions | FAQ |\nAdvertise\n\nHome |eBusiness | Security | Networking | Applications | Platforms | Hardware | Contact us\n\nCopyright 2014 CNET Networks, Inc. All rights reserved. ZDNet is a registered service mark of CNET Networks, Inc."}, "question": {"type": "choice", "instructions": "Say what kind of message this is: legitimate, spam (unwanted bulk or advertising), or phishing (a scam aiming to get personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-19", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00140.1064ebb32a5625a958a6e38ffe9e061c", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00140.1064ebb32a5625a958a6e38ffe9e061c"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00582-0:is_spam", "suite": "spam", "family": "generated_legit_email-8e7bf3aca88c399285d1", "state": {"channel": "email", "message": "River Monitoring Project - Phase 2 Update\n\nSubject: RE: River Monitoring Project - Phase 2 Update\n\nHi Liam,\n\nThanks for sending over the water quality data yesterday. I have reviewed the figures and everything looks solid for the upcoming council presentation.\n\nCould you update the shared spreadsheet with the latest flow rates before Monday? We need to finalise the report by end of day Tuesday 26 September.\n\nI have uploaded the revised draft to our portal. You can access it here:\n\nView Draft Report\n\nhttps://www.riverhealth.biz/projects/phase2-draft\n\nLet me know if you run into any issues with permissions. My direct line is 01onal 482 9910 if you need to talk it through.\n\nBest regards,\nGregory Clark\nSenior Project Manager, RiverHealth\n\nRiverHealth Ltd, 14 Water Lane, Bristol BS1 4TQ\nPrivacy Policy: https://www.riverhealth.biz/privacy"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00582-0", "copies": 1, "upstream_ids": ["gen-00582-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2004:is_spam", "suite": "spam", "family": "zefang_phishing_email-bb66ce5c65f180e0dd4b", "state": {"channel": "email", "message": "20020716 Lockergnome Penguin Shell 07.16.2024 PenguinREPORT\nCAREER SERVICES FROM LOCKERGNOME AND DICE.COM: We've teamed up with\nDice.com to bring you a full service I.T. career enhancement solution.\nWhether you are looking for your\ndream job\nor trying to\nhire talented people,\nthe full-featured career resource center is the place to start. Find your\nIT talent solution\ntoday!I've got a few quick Lockergnome-related notes for you today.First, we'd really like to see you in August. I know that Jake, Chris and Randy have been signing off on their newsletters with those few words, and I'll join them. If you didn't experience Gnomedex last year, you missed, in the words of many industry insiders, \"The show of the year.\" It was unlike any other computer conference I've ever attended. Unlike any conference I've attended, period, computer-related or not. While most such conferences are a huge hustle and hassle, Gnomedex was what computing and Lockergnome are all about - sharing useful information, gathering with like-minded enthusiasts, and learning to use your chosen computer to the fullest extent. No hustle. No hassle. No BS. For the minimal cost of registration, it would be hard to find a better weekend for geeks and wannabes alike. Add to that the schedule of luminaries presenting and attending and you've got the best deal on the planet for computer users. It's hard to believe we're less than a month away - I really do hope to see you there.Another Lockergnome innovation has hit the newsstands - err, bookstores. That's right. Jake has release a FREE GnomeTome on \"Converting Vinyl LPs to CD.\" Who'd have thought there were so many of you out there that are, well, my age and still in possession of those black slabs of aural heaven. I don't know if Jake's just lost his mind, or what, but free? Get outta here. Go ahead - \"Gnome\" our servers. Get you copy while you can. And while you're there, check out some of the other killer e-tip books in the GnomeTomes collection.Have a great Tuesday.\nTony\nSteidler-Dennison        GnomeTWEAK\nLockergnome readers, SAVE 50% on the Computing Encyclopedia!\nAre you looking for the ultimate computing resource? Discover the\nComputing Encyclopedia from Smart Computing. Regular price $59,\nSPECIAL OFFER for Lockergnome readers,\nget your set TODAY, ONLY $29.95!Setting the Home Page in KonquerorKonqueror, while a great browser, has taken a step in the direction of IE. Like IE, Konqueror is really an integrated web and file browser. You can use it equally well to view web pages and files on your system. It's been something of a hot debate whether this is actually the proper use of a browser. In fact, Galeon was written specifically to answer this question - it's a web browser and a web broswer only.Regardless, it can be a bit annoying to punch the Home button on the Konqueror browser and end up in your /home/user directory. Have no fear, though. It's an easy change to make your actual web home page the home page in Konqueror.Open Konqueror and select Settings from the toolbar. Select \"Configure Konqueror,\" and leave the default selection of \"File Manager\" as is. In the text box on the right half of the screen, you'll see a tilde in the \"Home URL\" text box. That just tells Konqueror to use the user's home directory as the home URL. Changing this to a web address will set that address as your home page. Select OK to close the window.Taking it one step further, click on the Home button in your Konqueror browser to open your newly-configured web home page. Then, select \"Window\" and \"Save View Profile, 'Web Browsing.'\" This will futher save the URL and allow your the opportunity to save the window size when the browser opens.Konqueror is more than just a web browser. But, it's not so tough to make it act like a pure web browser if you just know where to look.\nRecommend It!\nSend us a GnomeTWEAK GnomeCORE\nKernel Configuration - Part XIIDepending on who you talk to, RAID can stand for \"Redundant Array of Independent Discs\" or \"Redundant Array of Inexpensive Discs.\" No matter. They both point to the same theory and practice in Linux; data storage redundancy. That's today's kernel configuration section - Multi-Device Support.Let's talk first about the principles behind a RAID setup. RAID uses multiple discs for speed, increased data storage, or data redundancy. Fundamentally, there are 5 levels of RAID in Linux; Linear, RAID-0, RAID-1, RAID-4, and RAID-5.Linear RAID uses two or more discs, appending data from one to another. In other words, when disc 1 is full, disc 2 steps in to store data. There is no redundancy in Linear RAID - only an increase in storage capacity. Further, there's no marked increase in data access speed because you're accessing one drive in the RAID array at a time.RAID-0 \"stripes\" data across the RAID drives. Some data will be written to the first drive, some to the second, etc. Like Linear RAID, RAID-0 provides no redundancy. Because the data has been written in parallel across the drives, not all data exists on all drives. Lose a drive and your data is gone. RAID-0 will, however, decrease data access time. Your system will run more quickly.RAID-1, unlike Linear and RAID-0, does provide data redundancy. This is the first level in which data is \"mirrored\" across the drives in the RAID array. All data that exists on one drive exists on all the others. RAID-1 requires at least two drives and they should be of equal size, otherwise, your overall RAID array will be the size of the smallest drive. Performance with RAID-1 can actually be slower than with a single drive or RAID-0, as all the data is written across multiple discs.RAID-4 is, for the most part, pretty useless. It reserves one disc for parity information while striping the data across the others. This is much like Linear mode, with an additional disc thrown in for parity data. Parity data can be used to reconstruct and retrieve the data on the other drives, but this really isn't a redundant"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2004", "copies": 2, "upstream_ids": ["zefang-2004", "ealvaradob-1925"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 10713, "kept_chars": 5993}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00263.6be4d6f2afb3d1b5b8acee019e560ce4:message_type", "suite": "spam", "family": "spamassassin-dc1aae94fefd5491c46c", "state": {"channel": "email", "message": "The absurdities of life.\n\nSo, given the apparent commonality of these occurances, companies appear\nto be losing a large amount of money by mailing these tiny checks out.\nWhy can't they simply credit the account in question on the next bill?\nGranted, if an account has been closed there is no such option...\n\nElias\n\nChristopher Haun wrote:"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00263.6be4d6f2afb3d1b5b8acee019e560ce4", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00263.6be4d6f2afb3d1b5b8acee019e560ce4", "zefang-8803", "ealvaradob-8408"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-265:is_spam", "suite": "spam", "family": "sms_phishing-1b3b26567598fd4d77b1", "state": {"channel": "sms", "message": "Don't necessarily expect it to be done before you get back though because I'm just now headin out"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-265", "copies": 2, "upstream_ids": ["mendeley-265", "uci-256"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4221:is_spam", "suite": "spam", "family": "sms_phishing-0531ef2e5b09f19473cc", "state": {"channel": "sms", "message": "K:)k.are you in college?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4221", "copies": 2, "upstream_ids": ["mendeley-4221", "uci-938"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1627:is_spam", "suite": "spam", "family": "zefang_phishing_email-359d073be31e21a9b039", "state": {"channel": "email", "message": "risk assessment this is to confirm the meeting setup for november 22 nd at 9 : 00 am w / mechelle atwood and shawn kilchrist regarding risk assessment for 2017 . location is ebl 962 . if you have any questions , please call me at x 58174 . thanks"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1627", "copies": 2, "upstream_ids": ["zefang-1627", "ealvaradob-1564"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00151-5:is_spam", "suite": "spam", "family": "generated_legit_email-1f15c3f96c7c8772d38f", "state": {"channel": "email", "message": "Spring Training Times and Membership Fees\n\nHi Olivia,\n\nHope you're doing well. I'm writing to let you know about the updated training schedule for the spring season at Riverside Rowing Club.\n\nStarting Monday 3 April 2010, our training sessions will move to Tuesday and Thursday evenings from 6:30 PM to 8:00 PM, plus Saturday mornings from 9:00 AM to 11:00 AM. The river conditions are much better in the early evening now that the days are getting longer.\n\nAlso, a quick reminder that the annual membership fee of £145 is due by 15 April 2010. You can pay this via bank transfer or directly through our website at https://www.quartzgroup.co.uk/riverside-rowing-fees. Please make sure your payment goes through before the first race weekend so your registration is sorted.\n\nOur first competitive fixture is against Hampton Boat Club on 22 April, so attendance at all sessions between now and then is highly encouraged.\n\nIf you have any questions about the new times or need help with the payment, just give me a ring on 07700 900412.\n\nSee you on the water!\n\nCheers,\nSamuel Hughes\nClub Secretary\nRiverside Rowing Club"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00151-5", "copies": 1, "upstream_ids": ["gen-00151-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13605:is_spam", "suite": "spam", "family": "zefang_phishing_email-3593cb9f28c819f0e3cb", "state": {"channel": "email", "message": "reprint of my article - the gas - fired future : boom or bust ? my article \" the gas - fired future : boom or bust ? last year brought prices not seen for decades . so consumers will buy less gas , just as before , and send forecasts out the window . \" was just published in april 1 , 2008 issue of public utilities fortnightly . if you would like to receive a reprint when i receive them send me your address . best regards , jhherbert"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13605", "copies": 2, "upstream_ids": ["zefang-13605", "ealvaradob-12870"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17661:is_spam", "suite": "spam", "family": "zefang_phishing_email-491712a266f5aa7a7056", "state": {"channel": "email", "message": "appeal - democrat daily - inspection about pain in 2020 n , a ' d . a : http : / / io . . com / please litterbug boyishdetestation chopin divisororifice angelo congowashy debility moroccopagoda boyd heraldrepelling origin jabverbiage secure homelandfury astigmat conjoinphiladelphia extrema nwpuppy dowling amywhereof eugenia irregularlarkspur cliff arrestcreekside"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17661", "copies": 2, "upstream_ids": ["zefang-17661", "ealvaradob-16635"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00237-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-30bacae5c23d64583456", "state": {"channel": "email", "message": "Payment failed: Invoice RM-44921\n\nInvoice notice\n\nAccount: Eric Thompson (betty67@comcast.net)\nInvoice number: RM-44921\nAmount due: 145.00 GBP\nStatus: Payment declined\n\nYour card was rejected. Update your payment details immediately to avoid service interruption:\nhttps://www.rivermedia42.com/update-payment\n\nQuestions? Call +44 20 7946 0321.\n\nRiver Media Billing Department"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00237-5", "copies": 1, "upstream_ids": ["genu-00237-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00063-4:message_type", "suite": "spam", "family": "generated_unwanted_email-9e954f2018e20b74ff89", "state": {"channel": "email", "message": "Important: Your tax refund is ready to be processed\n\nDear Donald Long,\n\nI am writing to you from Ridge Labs Accounting Services regarding your recent tax return submission. Following a thorough review of your financial records for the 2013 tax year, it has come to our attention that you are entitled to a tax refund. The total amount calculated for your refund is £1,482.50.\n\nOur team identified an overpayment resulting from unclaimed work-related deductions and adjustments to your national insurance contributions. Because this refund requires manual processing, we cannot deposit the funds automatically into your account without updated banking information. We want to ensure the money reaches you as quickly as possible, so we are reaching out directly.\n\nTo proceed with the transfer, please reply to this email by 4 March 2014 with the following details:\n\nYour full name exactly as it appears on your bank account.\nYour bank name and branch address.\nYour sort code.\nYour account number.\nA daytime telephone number where we can reach you if there are any discrepancies.\n\nIt is essential that you provide this information before the deadline of 4 March 2014. If we do not receive your updated banking details by this date, the refund process will be delayed, and you may need to resubmit your claim through the standard postal route, which typically takes eight to twelve weeks to resolve.\n\nPlease be assured that your personal and financial data will be handled with the strictest confidentiality and used solely for the purpose of issuing this refund. At Ridge Labs, we pride ourselves on delivering accurate, timely accounting support to all our clients.\n\nIf you have any questions or concerns about this process, please do not hesitate to reply to this message or call me directly during business hours. I would be more than happy to guide you through the remaining steps.\n\nThank you for your time and cooperation. We look forward to resolving this matter swiftly so you can receive the funds owed to you.\n\nYours sincerely,\nMark Bell\nSenior Accounts Manager\nRidge Labs Accounting Services"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00063-4", "copies": 1, "upstream_ids": ["genu-00063-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4262:is_spam", "suite": "spam", "family": "sms_phishing-6202c17f4e98424f2eab", "state": {"channel": "sms", "message": "Hmph. Go head, big baller."}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4262", "copies": 2, "upstream_ids": ["mendeley-4262", "uci-5000"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5330:is_spam", "suite": "spam", "family": "zefang_phishing_email-f93e726b57a236bf5488", "state": {"channel": "email", "message": "Apols if this has been posted before:http://www.pinkpaperclips.net/subs/quiz2.htmlRob\n4 DVDs Free +s&p Join Now\nhttp://us.click.yahoo.com/pt6YBB/NXiEAA/mG3HAA/7gSolB/TM"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5330", "copies": 2, "upstream_ids": ["zefang-5330", "ealvaradob-5107"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5975:is_spam", "suite": "spam", "family": "zefang_phishing_email-fbf09486ddf30f84044e", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . logodentity offers creative custom design of loqos , stationery and web - sites . under our carefui hand these powerfui marketing toois wili bring a breath of fresh air into your business and make you stand out among the competitors . you are just a click away from your future success . ciick here to see the samples of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5975", "copies": 2, "upstream_ids": ["zefang-5975", "ealvaradob-5725"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00044-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-2e674ea04c001c744daa", "state": {"channel": "email", "message": "Action Required: Subscription Renewal Failed\n\nDear Liam Sanchez,\n\nWe are writing to inform you that our system was unable to process the automatic renewal of your SilverFoods Pro subscription. The payment method currently on file has been declined by your bank, and as a result, your account has been temporarily suspended.\n\nPlease review the details of the failed transaction below:\n\nAccount holder: Liam Sanchez (priya31@oakgroup.io)\nOrder number: SF-2010-884921\nPlan: SilverFoods Pro Annual Business License\nAmount due: £149.99\nRenewal date: 12 May 2010\nStatus: Payment Declined\n\nTo restore full access to your dashboard, order history, and premium supplier directory, we kindly ask that you update your billing information. You can securely submit your new card or bank details by visiting the link below:\n\nhttps://www.silverfoods27.com/renew-payment/884921\n\nPlease complete this step by 19 May 2010. If your payment details are not updated by then, your account will be downgraded to the free tier, and any pending purchase orders will be automatically cancelled.\n\nIf you have already arranged an alternative payment with our accounts team, please disregard this notice. Should you need any assistance, our support staff are available Monday through Friday from 08:00 to 18:00 GMT at +44 20 7946 0321.\n\nThank you for your prompt attention to this matter and for continuing to do business with SilverFoods.\n\nKind regards,\nDennis Smith\nBilling Department\nSilverFoods\nsupport@silverfoods.com\n\nSilverFoods Ltd | Unit 4, Riverside Business Park, London, SE1 4YR\nThis is an automated service notification. Please do not reply directly to this email."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00044-0", "copies": 1, "upstream_ids": ["genu-00044-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a subscription renewal failure notice that pretends to be from a streaming, software or cloud storage service and asks for new payment details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00191.5fd77d5b5c491cd7d2eaa004e78f5075:is_spam", "suite": "spam", "family": "spamassassin-90fe151edcf2ecc4ae14", "state": {"channel": "email", "message": "Movies to Watch on Lifetime\n\nLIFETIME MOVIE NEWSLETTER\n\nThis Week's Movies to Watch on Lifetime\n\n[ http://www.lifetimetv.com/movies/index.html ]\n\nAugust 19, 2010\n\nCOMING AT YOU THIS WEEK...\n\n1) \"THE SECRET LIFE OF ZOEY\" PREMIERE!\n2) THE BUZZ ABOUT THE UPCOMING MOVIE\n3) MOVIES AIRING THIS WEEK\n4) BIG EVENT: A MARTINEZ SUNDAY\n5) FUN AND GAMES\n\n\"THE SECRET LIFE OF ZOEY\" PREMIERE!\n\nTake a sneak peek at Lifetime’s next exciting Original Movie, \"The Secret Life of Zoey\" [ http://www.lifetimetv.com/movies/info/move3195.html ], airing on Monday, August 19 at 9 pm et/pt. Zoey's mom thought she knew everything about her perfect teenage daughter. But when she realizes that her child is addicted to drugs, both of their worlds spin out of control. This dramatic film delves into the topic of teenage drug addiction and features stellar performers Mia Farrow, Andrew McCarthy and Julia Whelan, from TV's \"Once and Again.\" Go behind the scenes with the cast [ http://www.lifetimetv.com/movies/originals/bio1.html ],\nread real-life recovery stories of teen drug addicts [ http://www.lifetimetv.com/reallife/health/features/teen_addiction.html ], and learn how to keep your kids drug-free with 10 expert tips [ http://www.lifetimetv.com/reallife/health/features/drug_free.html ].\n\nTHE BUZZ ABOUT THE UPCOMING MOVIE\n\nPeople are already talking about the sensitive subject of kids and drug addiction featured in \"The Secret Life of Zoey.\"\nLifetimetv.com community member BELFAST BELLE writes:\n\"My belief is that I started using drugs to fit in and to cope with things that happened to me. My mom died when I was 10. I had to live away from my dad and brothers. Where I grew up I was sexually abused for years, but I didn't dare tell anyone. When I finally went to live with my dad and brothers, I had no self-esteem left. I experienced so much shame, and in my mind it seemed as if everyone knew what happened. Drugs helped me to feel OK and like I was a part of something. When my dad died, I was devastated. It threw me into a full-blown addiction. My drug use landed me in rehab, in debt and in strained relationships with my brothers. Thanks to the help of Narcotics Anonymous, I have been clean since December 28, 1999. I now have great relationships with my siblings. I love them more than they will ever know. I also have a beautiful seven-year-old daughter who has never seen her mother touch drugs. I don't have any desire to use, either -- just the desire to be the best pe\nrson I can be.\"\n\nExpress yourself! Tell us your thoughts on \"The Secret Life of Zoey\" and let us know if addiction has affected your life. Go to our Message Boards at http://boards.lifetimetv.com/WebX?14@@.ee91dd6.\n\nMOVIES AIRING THIS WEEK\n\n\"The Wrong Woman,\" premiering August 20 at 9 pm et/pt\nMelanie is flirting with a married man -- her boss. When he turns up dead, she is framed for his murder! Will the victim's wife help save Melanie from jail? Starring \"The Division\" star Nancy McKeon [ http://www.lifetimetv.com/shows/ip/portraits/0023/0023_index.html ].\n[ http://www.lifetimetv.com/movies/info/move2355.html ]\n\n\"Hit and Run,\" airing August 21 at 9 pm et/pt\nJoanna is the ideal mother, wife and friend. But her \"perfect\" life is altered forever when she accidentally hits a young girl with her car and leaves the scene. What catches up with her first -- her conscience or the police? Starring \"The Division\" star Lisa Vidal\n[ http://www.lifetimetv.com/shows/division/bios/cast_lisa.html ].\n[ http://www.lifetimetv.com/movies/info/move2518.html ]\n\n\"Get to the Heart: The Barbara Mandrell Story,\" premiering August 22 at 9 pm et/pt\nBarbara Mandrell plays herself in this inspiring autobiographical movie about the country-western singer's rise to fame and the car crash that nearly killed her. Also starring Dolly Parton and Kenny Rogers. Find out more about this Grammy-winning crooner [ http://www.lifetimetv.com/shows/ip/portraits/9837/9837_index.html ].\n[ http://www.lifetimetv.com/movies/info/move3180.html ]\n\n\"Road Rage,\" airing August 23 at 9 pm et/pt\nIt's just another day on the freeway for Ellen Carson, until she innocently cuts off Eddie, a short-tempered delivery driver who is upset over recent deaths in his family. Then Ellen and her loved ones become the stalking targets of Eddie's violent wrath. Starring Yasmine Bleeth.\n[ http://www.lifetimetv.com/movies/info/move3002.html ]\n\nBIG EVENT: A MARTINEZ SUNDAY\nTune in on Sunday, August 25, for a day filled with movies showcasing heartthrob A Martinez, who stars in Lifetime's exciting new legal series, \"For the People\" [ http://www.lifetimetv.com/shows/ftpeople/index.html ].\n\n\"She-Devil,\" airing August 25 at 12 pm et/pt\nWhen Ruth's husband, Bob, leaves her for another woman, Ruth devises a devious plot to ruin both their lives piece by piece. It's a face-off between Roseanne Barr and Meryl Streep!\n[ http://www.lifetimetv.com/movies/info/move1455.html ]\n\n\"Manhunt: Search for the Night Stalker,\" airing August 25 at 2 pm et/pt\nThis true story recalls how famed serial killer Richard Ramirez terrorized Los Angeles for six months by murdering people in their own homes. See how the cops finally caught this vicious criminal.\n[ http://www.lifetimetv.com/movies/info/move1881.html ]\n\n\"Sweet Dreams,\" airing August 25 at 4 pm et/pt\nShe wakes up from a coma and nothing is as it seems. Will she regain her memory and realize that her husband and his mistress are out to get her? Starring Tiffani-Amber Thiessen.\n[ http://www.lifetimetv.com/movies/info/move2676.html ]\n\n\"Cruel Justice,\" airing August 25 at 6 pm et/pt\nAfter his daughter's rapist is set free by the courts, a father seeks justice on his own terms.\n[ http://www.lifetimetv.com/movies/info/move3023.html ]\n\nFUN AND GAMES\nThink you're ultimate film fanatic? Prove it! Play Cinema Sequence and see if you really know all the star facts and flick stats [ http://www.lifetimetv.com/movies/games/cinemaseq/index.html ].\n\nSUBSCRIPTION INFORMATION FOR THE LIFETIME MOVIE NEWSLETTER\n\nPlease"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00191.5fd77d5b5c491cd7d2eaa004e78f5075", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00191.5fd77d5b5c491cd7d2eaa004e78f5075"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 6525, "kept_chars": 5996}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3245:message_type", "suite": "spam", "family": "sms_phishing-e36d9cabb1e7763f4c6a", "state": {"channel": "sms", "message": "How much is torch in 9ja."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3245", "copies": 2, "upstream_ids": ["mendeley-3245", "uci-4378"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7378:is_spam", "suite": "spam", "family": "zefang_phishing_email-7022498da40563d0e599", "state": {"channel": "email", "message": "start date : 2 / 3 / 02 ; hourahead hour : 12 ; start date : 2 / 3 / 02 ; hourahead hour : 12 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2002020312 . txt"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7378", "copies": 2, "upstream_ids": ["zefang-7378", "ealvaradob-7070"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3218:is_spam", "suite": "spam", "family": "sms_phishing-d013bd96fd0ca2779378", "state": {"channel": "sms", "message": "1000's flirting NOW! Txt GIRL or BLOKE & ur NAME & AGE, eg GIRL ZOE 18 to 8007 to join and get chatting!"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3218", "copies": 2, "upstream_ids": ["mendeley-3218", "uci-1048"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00017.840244edb8cc88aba7129296ea536212:message_type", "suite": "spam", "family": "spamassassin-fc9cd6b4644d9e046e45", "state": {"channel": "email", "message": "Your Daily Dilbert 07/10/2022\n\nE-mail error\n\nYou're subscribed to the HTML version of the Daily Dilbert,\nwhich shows the comic strip as a graphic, but your mail system\neither can't support HTML or is set up to remove HTML content. For\nmore information, contact your Internet service provider or mail\nsystem administrator.\n\nTo change to a plain text subscription, modify your account\npreferences at\nhttp://www.dilbert.com/comics/dilbert/daily_dilbert/html/login.html\n\nThe plain text option appears toward the bottom of the modification\npage."}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00017.840244edb8cc88aba7129296ea536212", "copies": 9, "upstream_ids": ["20030228_hard_ham/hard_ham/00017.840244edb8cc88aba7129296ea536212", "20030228_hard_ham/hard_ham/00037.55830ddeb2e48be48787c1fb1656ee47", "20030228_hard_ham/hard_ham/00055.d4984b38068ffd0b982eb1e5c117512f", "20030228_hard_ham/hard_ham/00063.70680acb99a7bb45b2194c228388ed43", "20030228_hard_ham/hard_ham/00092.dea3df11dafb2cdd838b42fc3b9ead09", "20030228_hard_ham/hard_ham/00111.9b8da30db6709b590398fe8923a7180c", "20030228_hard_ham/hard_ham/00131.fea96653807a20ab7a910705f7adc6c0", "20030228_hard_ham/hard_ham/00135.fc6adca276535ab323a5afc4cec23256", "20030228_hard_ham/hard_ham/00139.8164b7e486cc17d8f2c921f99e05ed10"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13068:is_spam", "suite": "spam", "family": "zefang_phishing_email-46e09b1c034ed9784c26", "state": {"channel": "email", "message": "Robert Harley writes:\nsome expert interpretation of these results?It looks like the old record for, say, 199 bits, has been\nblown out of the water by a factor of ~100,000.Does this mean that Eliptic Curve encryption is\nnow easily breakable? Or faster than before with\nno loss in strength? Or stronger?Raw bits are OK, cooked bits are better.- Gordon"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13068", "copies": 2, "upstream_ids": ["zefang-13068", "ealvaradob-12366"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2022#121:message_type", "suite": "spam", "family": "nazario-32c7a10bdfbc041a06ff", "state": {"channel": "email", "message": "Your Parcel Number RL001097064 is on the way\n\nAnnouncing JotForm Tables: When a spreadsheet isn’t\nenough for\nyour team\n\nYour\nshipment is on the way\n\nDear Client\nYour Parcel\nNumber RL001097064 is on the way\n\nYour package is stopped at our post A R 99.13 shipping\ncost have not been paid.\n\nif shipping cost is not paid, the package will be returned.\n\nPayment\ndetails\n\nEconomy\nService delivery of 1 parcel\nwith a charge weight of 0.356 kg\n\nBase\nCharge\nR\n19.00\n\nWaybill\nSurcharge\nR\n17.50\n\nFuel\nSurcharge 34.82\n%\nR\n33.30\n\nSub\nTotal\nR\n20.80\n\nVAT 15\n%\nR\n6.62\n\nGrand\nTotal\nR\n99.13\n\nPay\nfees R99.13\n\nWith the RAM App, you can see the current status of your package and\nthe next step..\n\nRAM\nTransport (South Africa) (Proprietary) Limited t/a RAM Hand-to-Hand\nCouriers\n\nRegards,Terri-Leigh\nFisher\n\nOnline\nCustomer Service Representative\n\nOnline Customer Service\n\nTel: 0861 726 726\nFax: 0861 726 726 Mobile: 0861 726 726 Email:\npierre27@prairiefoods.io\n\nBranch: Isando\n\nYour shipment is on the way\n\nDear Client Your Parcel Number RL001097064 is on the way\nYour package is stopped at our post A R 99.13 shipping cost have not been paid.\nif shipping cost is not paid, the package will be returned.\n\nPayment details\n\nEconomy Servicedelivery of1parcel with a charge weight of 0.356kg\n\nBase Charge R 19.00\n\nWaybill Surcharge R 17.50\n\nFuel Surcharge34.82 % R 33.30\n\nSub Total R 20.80\n\nVAT15 % R 6.62\n\nGrand Total R 99.13\n\nPay fees R99.13\nWith the RAM App, you can see the current status of your package and the next step..\n\nRAM Transport (South Africa) (Proprietary) Limited t/a RAM Hand-to-Hand Couriers\n\nRegards,Terri-Leigh Fisher\n\nOnline Customer Service Representative\n\nOnline Customer Service\n\nTel: 0861 726 726 Fax:0861 726 726 Mobile: 0861 726 726 Email: pierre27@prairiefoods.io\n\nBranch:Isando"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#121", "copies": 2, "upstream_ids": ["phishing-2022#121", "phishing-2022#127"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15157:is_spam", "suite": "spam", "family": "zefang_phishing_email-49ec5f586afb6c80b914", "state": {"channel": "email", "message": "revised contact list . note changes to executive committee contact list . cliff baxter and susan skarness have been removed . esmeralda hinojosa is now dan leff ' s assistant . noted is her information . marisa rapacioli is now michael brown ' s assistant . noted is her information . any questions please contact bill dorsey @ 6 - 6505 . regards , bill ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15157", "copies": 2, "upstream_ids": ["zefang-15157", "ealvaradob-14328"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00572-1:is_spam", "suite": "spam", "family": "generated_legit_email-3f060f5029348ec2a06d", "state": {"channel": "email", "message": "Cedar Partners Monthly Market Update - October 2015\n\nDear David Baker,\n\nThank you for subscribing to the Cedar Partners Monthly Market Update. Here is what our analysts are watching this month as we head into the final quarter of 2015.\n\nMarket Overview:\nGlobal markets experienced significant volatility in August and September, but early October has shown signs of stabilization. Our team recommends keeping a close eye on the following developments:\n\n1. Interest Rate Decisions: The Federal Reserve held rates steady last month, but expectations for a December hike remain high. Bond portfolios should be reviewed for duration risk.\n2. Emerging Markets: Currency fluctuations in Brazil and China continue to impact international fund performance. We suggest maintaining a diversified approach rather than pulling out entirely.\n3. Corporate Earnings Season: Q3 earnings reports begin rolling out next week. Technology and healthcare sectors are expected to lead growth, while energy stocks may face further pressure due to low oil prices.\n\nAction Steps for Your Portfolio:\n- Review your current asset allocation to ensure it matches your risk tolerance heading into year-end.\n- Consider tax-loss harvesting opportunities before December 31 to offset capital gains.\n- Rebalance any accounts that have drifted more than 5% from your target allocations.\n- Schedule a call with your dedicated advisor if your financial goals have changed recently.\n\nUpcoming Webinars:\nCedar Partners is hosting a free client webinar on Thursday, October 22 at 2:00 PM EST titled \"Navigating Year-End Tax Strategies.\" Please contact your branch office to reserve your spot by phone, as seating is limited.\n\nWe are committed to helping you make informed decisions during uncertain times. If you have any questions about this update or your specific accounts, please reach out to our support line at 1-800-555-0142.\n\nSincerely,\nBrenda Bell\nSenior Wealth Advisor\nCedar Partners\nContact us: sophie.fischer@mail.com"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00572-1", "copies": 1, "upstream_ids": ["gen-00572-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15772:is_spam", "suite": "spam", "family": "zefang_phishing_email-dc65b94f96196a235fa3", "state": {"channel": "email", "message": "toc : history of language 4 . 2 the latest issue of _ history of language _ ( formerly _ dhumbadji ! journal for the history of language _ ) is now available , featuring : h . m . hubey : quantitative approaches to historical linguistics with example application to * pie / ie e . f . k . koerner : on the historiography of the polish contribution to the understanding of language change see http : / / www . lexicon . net / opoudjis / work / ahl . html for more information . - nick nicholas , linguistics & applied linguistics , n . nicholas @ linguistics . unimelb . edu . au university of http : / / www . lexicon . net / opoudjis melbourne , australia"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15772", "copies": 2, "upstream_ids": ["zefang-15772", "ealvaradob-14900"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00632.5aaf2a16e34b00ee971d17bd4343e61e:message_type", "suite": "spam", "family": "spamassassin-5d9a832029eee7107143", "state": {"channel": "email", "message": "AA Meetings the Hottest Place to Meet Women With Big Bucks\n\nadvice to the lovelorn haiku\n\nserendipity\npilots synchronicity:\nturn the next corner.\n\nSubject: Re: AA Meetings the Hottest Place to Meet Women With Big Bucks\n\n--]AA Meetings the Hottest Place to Meet Women With Big Bucks\n\nAnd, as always, you can take a page out of Fight Club and start showing up\nat all sorts of support groups. Look what it did for Marla and Jack...\n\n\"JACK You can't have *both* parasites. You take blood parasites and --\nMARLA I want brain parasites.\nShe opens another dryer and does the same thing again. PG 19\nJACK Okay. I'll take blood parasites and I'll take organic brain dementia\nand --\nMARLA I want that.\nJACK You can't have the whole brain!\nMARLA So far, you have four and I have two!\nJACK Well, then, take blood parasites. Now, we each have three.\nMARLA So, we each have three -- that's six. What about the seventh day? I\nwant ascending bowel cancer.\nJACK *I* want ascending bowel cancer.\nMARLA That's your favorite, too? Tried to slip it by me, huh?\nJACK We'll split it. You get it the first and third Sunday of the month.\nMARLA Deal.\""}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00632.5aaf2a16e34b00ee971d17bd4343e61e", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00632.5aaf2a16e34b00ee971d17bd4343e61e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00248-5:message_type", "suite": "spam", "family": "generated_legit_email-13e610b93cc206e3c630", "state": {"channel": "email", "message": "Document review needed for the Henderson project\n\nHi Tyler,\n\nI hope you are having a good week. I am reaching out because we need your expertise on the Henderson project deliverables before we present them to the client next Tuesday, August 19, 2024.\n\nCould you please review the attached compliance document and provide your feedback by end of day this Friday, August 17? The legal team flagged a few sections in paragraph four that might conflict with the new regulations introduced last month, and I want to make sure we are fully covered before anything goes out the door. Specifically, we need you to verify the data retention clauses and ensure they align with our internal policies.\n\nI know you are currently balancing the quarterly audit tasks, but this review is critical for keeping the Henderson timeline on track. If we miss this Friday deadline, the client presentation will have to be pushed back, which could delay the final contract signing scheduled for September 1.\n\nI have uploaded the latest draft to our shared workspace so you can add your comments directly. You can access the file here: https://www.willowgroup.biz/projects/henderson-compliance-draft-v3. Please use the tracked changes feature so the rest of the team can easily see your edits during our Monday morning sync.\n\nIf you run into any issues accessing the portal or if you feel you need more time to conduct a thorough review, please let me know as soon as possible so we can reassign portions of the work to David or Marcus. We really need all feedback consolidated into one master document before the weekend.\n\nThank you for prioritizing this, Tyler. Your attention to detail on these compliance matters always saves us a lot of headaches down the line. Let me know if you need me to set up a quick call to walk through the specific sections the legal team highlighted.\n\nBest regards,\nJennifer Martinez\nProject Director\nWillow Group"}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00248-5", "copies": 1, "upstream_ids": ["gen-00248-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:sms_spam:hash-test:uci-1262:is_spam", "suite": "spam", "family": "sms_spam-14f2c2c5e4e983aad7e7", "state": {"channel": "sms", "message": "Thank you so much. When we skyped wit kz and sura, we didnt get the pleasure of your company. Hope you are good. We've given you ultimatum oh! We are countin down to aburo. Enjoy!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-1262", "copies": 1, "upstream_ids": ["uci-1262"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:ham"], "datasets": ["sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00213-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-eeb9ab959bca4d948b09", "state": {"channel": "email", "message": "Payment required for Marketplace Order #ORB-4491\n\nORBIT CONSULTING\nEscrow Services Division\n\nTransaction Notice\n\nOrder Number: ORB-4491\nBuyer: Samuel Ramirez (aaron.scott@tridentsolutions.io)\nSeller: David Aris\nItem: Vintage Oak Dining Table\nAmount Due: £340.00 GBP\nStatus: Pending Buyer Confirmation\n\nDear Samuel Ramirez,\n\nThis notice is to inform you that the seller, David Aris, has confirmed the shipment of the Vintage Oak Dining Table associated with your marketplace order. However, our escrow system indicates that the payment of £340.00 GBP has not yet been fully cleared.\n\nBecause the original transaction was initiated outside our standard automated gateway, we require you to finalise the payment directly through Orbit Consulting's secure escrow desk to release the funds to the seller. Failure to complete this step within 48 hours will result in the cancellation of the order and the item being returned to the sender.\n\nTo resolve this immediately, please contact our dedicated escrow support line. Our agents will guide you through the manual bank transfer process required to clear this balance.\n\nSupport Phone: +44 800 555 0192\nReference Code: ESC-772-KR\n\nPlease ensure you have your order number and reference code ready when you call. Do not send funds directly to the seller's personal account; all payments must be routed through our escrow division to guarantee buyer protection under our terms of service.\n\nIf you have already completed this payment through another method, please disregard this notice and call the number above to update your file.\n\nThank you for using Orbit Consulting.\n\nSincerely,\nEmma Tanaka\nEscrow Resolution Team\nOrbit Consulting\norbitconsulting.com\n\nEnd of Transaction Notice"}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00213-4", "copies": 1, "upstream_ids": ["genu-00213-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-724:message_type", "suite": "spam", "family": "sms_phishing-8fd8c5354b407e72055a", "state": {"channel": "sms", "message": "Hey mate. Spoke to the mag people. We‘re on. the is deliver by the end of the month. Deliver on the 24th sept. Talk later."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-724", "copies": 2, "upstream_ids": ["mendeley-724", "uci-4548"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00262-4:message_type", "suite": "spam", "family": "generated_unwanted_email-6a0a4c5d2f6a35f5d5d8", "state": {"channel": "email", "message": "E-Signature Requested: Vendor Agreement DeltaWorks\n\nLaura Kelly,\n\nYou have received a secure document requiring your electronic signature via the DeltaWorks E-Sign Portal. Please review the details below carefully.\n\nDocument Reference: DW-2014-08-4491\nSender: Thomas Weber, Procurement Department\nOrganization: DeltaWorks GmbH\nDate Issued: 4 August 2014\nSignature Deadline: 9 August 2014\n\nDescription:\nThe attached vendor agreement outlines the updated terms for third-party software licensing. Your department head has already reviewed the contents and approved the initial draft. To finalize the contract and authorize the procurement transfer, your verified electronic signature is mandatory.\n\nInstructions to Sign:\nPlease click the secure link below to authenticate your identity and access the signing interface. You will be prompted to enter your ProtonMail credentials to confirm your authorization level within the DeltaWorks network.\n\nhttps://www.deltaworks-secure.de/esign/portal/DW-2014-08-4491\n\nFailure to complete the signature process by 9 August 2014 will result in the automatic cancellation of the vendor agreement and may delay scheduled project deliverables for your team.\n\nIf you believe you have received this notification in error, please disregard this message and contact the IT Security Office immediately.\n\nRegards,\nNancy Ivanov\nSystems Administrator\nDeltaWorks GmbH\nwilliam11@aol.com\n\nEnd of secure transmission. This message was generated automatically by the DeltaWorks Document Management System."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00262-4", "copies": 1, "upstream_ids": ["genu-00262-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a shared document or e-signature request that pretends to be from a colleague and leads to a sign-in page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15432:is_spam", "suite": "spam", "family": "zefang_phishing_email-97364de739a19064056d", "state": {"channel": "email", "message": "general linguistics and native american language * * * * * * * * * * * * * * * * * * * * * * * call for papers * * * * * * * * * * * * * * * * * * * * * * * * * * * * * kansas working papers in linguistics * * * * * number 1 : general linguistics number 2 : studies in native american languages deadline : january 31 , 2022 the editors of kansas working papers in linguistics will produce two numbers of volume 24 , for 2022 . we welcome submissions of papers on all topics in the field of linguistics and closely-related disciplines for number 1 . papers dealing with native languages of the americas will be selected for number 2 . since we are a working paper , publication in kwpl does not preclude later publication elsewhere of revised versions of papers . submissions should be in good readable form ( double or 1 . 5 spaced ) , not necessarily final copies . student papers are encouraged . please include name , address , email address ( if possible ) when sending correspondence . please send papers or inquiries to this address : editors , kwpl linguistics department 427 blake hall university of kansas lawrence , kansas 66045 e-mail : lgsa @ kuhub . cc . ukans . edu * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * john kyle , editor kwpl jkyle @ ukans . edu"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15432", "copies": 2, "upstream_ids": ["zefang-15432", "ealvaradob-14585"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2025#35:message_type", "suite": "spam", "family": "nazario-c863cdef0110635cac3e", "state": {"channel": "email", "message": "Password Renewal Required For gwatson@yahoo.co.uk\n\nwebmail\n\nYour gwatson@yahoo.co.uk passcode is due to expire on 2/13/2020 3:03:31 a.m.\nTo continue with the same passcode use the button below and avoid disconnection.\n\nKeep Same Password\n\nquartzsystems.org"}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#35", "copies": 1, "upstream_ids": ["phishing-2025#35"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2017#236:is_spam", "suite": "spam", "family": "nazario-f54ef2dfa3c398c9bd8c", "state": {"channel": "email", "message": "SECURITY UPDATE\n\nDuring our regular update we noticed unusual activites on your online account, it is either your details have been changed or incomplete.\n\nAs a result of the technical issues detected, your online account has been temporarily suspended. You are therefore required login below to verify your details and regain access to online services.\n\n.\n\nSincerely,\nOnline Banking Team."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#236", "copies": 1, "upstream_ids": ["phishing-2017#236"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4685:is_spam", "suite": "spam", "family": "sms_phishing-0eaa499d38dafdca18ec", "state": {"channel": "sms", "message": "What Today-sunday..sunday is holiday..so no work.."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4685", "copies": 4, "upstream_ids": ["mendeley-4685", "uci-3090", "uci-532", "uci-5479"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00496-5:message_type", "suite": "spam", "family": "generated_legit_email-c54fec8a3cc94b446e56", "state": {"channel": "email", "message": "Receipt for your order from Silvertech Community Store\n\nOrder number: ST-2016-88439\nAmount: £64.50\nPayment method: Visa ending in 3312\nDelivery address: 12 Elm Grove, Bristol BS8 2TJ\nTracking link: https://www.silvertech.co.uk/orders/track/ST-2016-88439\n\nDear Ivan Price,\n\nThank you for your recent purchase from the Silvertech Community Store. All proceeds directly support our local youth coding workshops and help fund the after-school technology programme running this autumn term.\n\nBelow is a summary of your order placed today, 7 August 2016.\n\nItems ordered:\n1x Beginner Python Workbook — £18.00\n2x Silvertech Logo Tote Bags — £12.00 each (£24.00 total)\n1x Raspberry Pi Starter Kit (Refurbished) — £22.50\n\nSubtotal: £64.50\nShipping: Free (Community Member Rate)\nTotal charged: £64.50\n\nYour items have been packed and handed over to Royal Mail. You should expect delivery by Wednesday 11 August 2016. You can follow your parcel using the tracking link provided at the top of this notice.\n\nAs a reminder, our annual community fundraiser takes place on Saturday 18 September 2016 at the Silvertech Hub on Park Lane. If you would like to volunteer or donate additional equipment, please reach out to Jerry Harris at the front desk or reply directly to this email.\n\nWe truly appreciate your support. Purchases like yours allow us to provide free weekend classes to over two hundred students across Bristol each year. Your receipt serves as proof of donation for tax purposes if needed.\n\nIf there is an issue with your order, or if you need to request a return within fourteen days, please contact us using the information below.\n\nWarm regards,\nJerry Harris\nCommunity Coordinator\nSilvertech\nUnit 4, Innovation Centre, Bristol BS1 5PZ\nPhone: 0117 496 0200\n\nThank you for supporting Silvertech."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00496-5", "copies": 1, "upstream_ids": ["gen-00496-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00686.e72932a083f77eaf366109752c89a60b:is_spam", "suite": "spam", "family": "spamassassin-ccb06dcaa5e442ade345", "state": {"channel": "email", "message": "Another bug\n\nI can tell you what the 'clear' and 'del' arguments mean:\n\nMh_SequenceUpdate lists/l-k clear cur {} public\nThis means to clear the 'cur' sequence for lists/l-k\n\nMh_SequenceUpdate lists/l-k del unseen 5400 public\nThis means to delete message 5400 from the 'unseen' sequence for lists/l-k\n\nCan you explain more what you were actually doing as this occurred? This\ndoesn't appear to be background processing. Is there significance to message\n5400? Is it the one that isn't displaying?\n\nChris\n\n--\nChris Garrigues http://www.DeepEddy.Com/~cwg/\nvirCIO http://www.virCIO.Com\n716 Congress, Suite 200\nAustin, TX 78701 +1 512 374 0500\n\nWorld War III: The Wrong-Doers Vs. the Evil-Doers."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00686.e72932a083f77eaf366109752c89a60b", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00686.e72932a083f77eaf366109752c89a60b"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00201-1:message_type", "suite": "spam", "family": "generated_unwanted_email-b3d1b8a5ec5785b5c9c1", "state": {"channel": "email", "message": "Payment required for Marketplace order #HRZ-2010-4490\n\nNotice of Pending Payment\n\nOrder number: HRZ-2010-4490\nRecipient: Emma Price (patricia.nguyen@gmail.com)\nAmount: $274.99\nStatus: Awaiting external payment\n\nDear Emma Price,\n\nThank you for your recent purchase through our marketplace. The seller has requested that you complete the transaction outside the standard platform checkout to avoid processing delays.\n\nPlease finalise your payment securely using the link below:\nhttps://www.horizonsolutions50.com/pay/HRZ-2010-4490\n\nOnce the transfer is confirmed, your item will be dispatched within one business day. If you experience any issues during checkout, reply directly to this notice and our support team will assist you promptly.\n\nWe appreciate your business and thank you for choosing Horizon Solutions.\n\nSincerely,\nZofia Torres\nCustomer Payments Division\nHorizon Solutions"}, "question": {"type": "choice", "instructions": "Say what kind of message this is: legitimate, spam (unwanted bulk or advertising), or phishing (a scam aiming to get personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-19", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00201-1", "copies": 1, "upstream_ids": ["genu-00201-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00219-3:message_type", "suite": "spam", "family": "generated_unwanted_email-2a39078a124f1c8b26bd", "state": {"channel": "email", "message": "Discover the Secret to Effortless Weight Loss This Winter!\n\nHello Lucia,\n\nAs we approach the holiday season, many of us start thinking about our health and fitness goals for the coming year. I wanted to reach out personally to share something that has completely transformed the way thousands of people manage their weight, without strict diets or exhausting gym routines.\n\nIntroducing VitaSlim Pro, our premium daily supplement designed to support natural metabolism and sustainable fat burning. Whether you are looking to shed those extra winter pounds or simply maintain a healthier lifestyle, VitaSlim Pro offers a scientifically backed solution tailored for busy professionals like you.\n\nHere is what makes VitaSlim Pro stand out from everything else on the market:\n\n• Clinically tested ingredients: Every capsule contains a precise blend of green tea extract, Garcinia Cambogia, and essential B-vitamins shown to boost metabolic rate.\n• No jitters or crashes: Unlike harsh stimulants, our formula provides steady, all-day energy without disrupting your sleep or causing anxiety.\n• Easy daily routine: Simply take two capsules each morning with water. There are no complicated meal plans or restrictive rules to follow.\n• Visible results fast: Most users report feeling lighter and more energised within the first fourteen days of consistent use.\n• Special seasonal offer: Order before 31 December 2010 and receive a complimentary thirty-day supply alongside your initial purchase.\n\nWe are so confident in our product that every order comes with a full sixty-day money-back guarantee. If you do not see the results you want, we will refund your purchase entirely, no questions asked.\n\nTo claim your discounted starter kit and free bonus supply, please visit https://www.vistasystems.net/vitaslim-winter-promo today. This exclusive pricing is only available until the end of the month, so I highly recommend securing your order soon.\n\nIf you have any questions about the ingredients or how to incorporate VitaSlim Pro into your daily routine, our wellness advisors are ready to help. You can reach us directly by calling +1 (888) 555-0194 between 9:00 AM and 6:00 PM EST.\n\nWishing you a happy, healthy holiday season!\n\nWarmest regards,\nJoshua Wright\nSenior Wellness Consultant\nVista Systems Nutrition Division\nlucia.moreau@embersystems.co.uk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00219-3", "copies": 1, "upstream_ids": ["genu-00219-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "advertising for weight-loss products or supplements", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4366:message_type", "suite": "spam", "family": "sms_phishing-a5907d349085966de1d8", "state": {"channel": "sms", "message": "We have sent JD for Customer Service cum Accounts Executive to ur mail id, For details contact us"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4366", "copies": 3, "upstream_ids": ["mendeley-4366", "uci-1260", "uci-5046"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18422:is_spam", "suite": "spam", "family": "zefang_phishing_email-17c2e632daccfc742338", "state": {"channel": "email", "message": "inception document for gtv ii phase ii attached please find the inception document for gas trading vision ii phase ii . i would appreciate your comments . i will be circulating the document for signatures on wednesday . please provide your inputs by then . thanks zhiyong"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18422", "copies": 2, "upstream_ids": ["zefang-18422", "ealvaradob-17321"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1458:message_type", "suite": "spam", "family": "sms_phishing-50f975d3d3a950ddbbc2", "state": {"channel": "sms", "message": "LOL ... No just was busy"}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1458", "copies": 2, "upstream_ids": ["mendeley-1458", "uci-1138"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-833:message_type", "suite": "spam", "family": "sms_phishing-91dd2bc66cf7c4c22c06", "state": {"channel": "sms", "message": "Get 3 Lions England tone, reply lionm 4 mono or lionp 4 poly. 4 more go 2 www.ringtones.co.uk, the original n best. Tones 3GBP network operator rates apply."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-833", "copies": 3, "upstream_ids": ["mendeley-833", "uci-1308", "uci-5117"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00035-3:message_type", "suite": "spam", "family": "generated_legit_email-bc9e0f088df812377203", "state": {"channel": "email", "message": "Your Beacon Capital Invoice #INV-2014-1182 is ready\n\nBeacon Capital\nInvoice Notification\n\nHello Sophie Wood,\n\nYour invoice for December 2014 services has been generated.\n\nInvoice Number: INV-2014-1182\nDate Issued: 13 December 2014\nAmount Due: $249.00\nDue Date: 13 January 2015\nService Plan: CloudSync Pro Annual\n\nView Invoice\n\nYou can view the full breakdown of charges and download a PDF copy here:\nhttps://www.beaconcapital.com/billing/invoices/INV-2014-1182\n\nPayment will be automatically processed using your card on file ending in 8812 unless updated before the due date.\n\nThank you for choosing Beacon Capital.\n\nBest,\nTyler Thompson\nAccounts Department\n\n---\nBeacon Capital Inc.\n400 Tech Park Way, Suite 120, Austin, TX 78701\nPrivacy Policy: https://www.beaconcapital.com/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00035-3", "copies": 1, "upstream_ids": ["gen-00035-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "software or cloud service invoice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1685:message_type", "suite": "spam", "family": "sms_phishing-6370510426142894a816", "state": {"channel": "sms", "message": "Da is good good player.why he is unsold."}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1685", "copies": 2, "upstream_ids": ["mendeley-1685", "uci-1845"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2383:message_type", "suite": "spam", "family": "sms_phishing-2c03a443b72b27fe2140", "state": {"channel": "sms", "message": "X2 &lt;#&gt; . Are you going to get that"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2383", "copies": 2, "upstream_ids": ["mendeley-2383", "uci-3190"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00495-5:is_spam", "suite": "spam", "family": "generated_legit_email-688a0458ffd7ecb14b25", "state": {"channel": "email", "message": "Important Notice: Scheduled Water Maintenance and Building Access\n\nSummit Solutions Property Management\nBuilding Maintenance Notice\n\nDear Gary Davis,\n\nWe are writing to inform you of scheduled maintenance work affecting your building at 14 Riverside Apartments. Summit Solutions has arranged for essential plumbing repairs and water main upgrades to be carried out next week.\n\nMaintenance Schedule\nTime: 8:00 AM to 4:00 PM\nAffected Areas: All units on floors 1 through 4\n\nDuring this time, the main water supply to the building will be temporarily shut off. We strongly advise all residents to store sufficient drinking water the night before and to avoid running any appliances that require a continuous water connection, such as washing machines or dishwashers, during the specified hours.\n\nAdditionally, the ground floor lobby will be partially restricted while contractors move their equipment in and out. Please use the rear entrance near the parking garage for access throughout the day. Our security team will be on site to assist you.\n\nView full maintenance schedule\nhttps://www.summitsolutions.net/maintenance/july2011\n\nWe understand that disruptions like this are inconvenient, but these repairs are critical to preventing larger pipe failures later in the year. The contractors expect to finish by 4:00 PM, and normal water service will resume shortly after they complete their safety checks.\n\nIf you have any concerns, require special assistance due to mobility issues, or need to report an emergency during the maintenance window, please contact our building management office directly. Liam Wilson will be overseeing the project on-site and can be reached at +1 555 014 8832 between 7:00 AM and 5:00 PM.\n\nThank you for your patience and cooperation.\n\nSincerely,\nLiam Wilson\nProperty Manager\nSummit Solutions\n\n---\nSummit Solutions Inc.\n800 West Avenue, Suite 200, Austin, TX 78701\nPhone: +1 555 014 8832\nPrivacy Policy: https://www.summitsolutions.net/privacy\n© 2011 Summit Solutions. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00495-5", "copies": 1, "upstream_ids": ["gen-00495-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "landlord or building management notice"}}
{"id": "spam:nazario:hash-test:phishing-2015#297:is_spam", "suite": "spam", "family": "nazario-b1f41b21cf4cf349c783", "state": {"channel": "email", "message": "Re-Validate Your E:susan12@meridianhealth.org\n\nRe-Validate Your Email\n\nDear susan12@meridianhealth.org,\n\nYour Incoming messages are queued and pending delivery\nbecause your email storage limit is exceeded.\n\nYour are required to upgrade mail quota (free) to restore\nnormal email delivery.\n\nUpgrade Mail Quota\n\nThank you.\nAccount Team\n\nReplies sent to this email cannot be answered.\nThis email has been sent from a virus-free computer protected by Avast.\nwww.avast.com"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#297", "copies": 1, "upstream_ids": ["phishing-2015#297"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00102-4:is_spam", "suite": "spam", "family": "generated_legit_email-a97aadbb8fe4c6c311e7", "state": {"channel": "email", "message": "Notice of Building Maintenance and Access Restriction\n\nBUILDING MANAGEMENT NOTICE\n\nProperty: Union Tower, Block B\nNotice Date: 25 October 2018\nTenant: Joseph Fischer (abyrne@granitepartners.biz)\nMaintenance Type: HVAC system upgrade\nScheduled Start: 1 November 2018\nEstimated Cost to Tenant: $0.00 (covered by building fund)\nAction Deadline: Please remove personal items from hallway vents by 31 October 2018\n\nDear Joseph,\n\nThis notice is to inform you that scheduled maintenance will take place in Block B starting next week. Technicians require clear access to all ventilation grilles in the corridors. You must clear any stored items from these areas no later than 31 October 2018 to avoid delays.\n\nFor full details and to acknowledge this notice, please visit https://www.unionlogistics.de/maintenance-notices.\n\nThank you for your cooperation.\n\nSophie Lopez\nFacilities Manager\nUnion Logistics Property Management\nBerlin, Germany"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00102-4", "copies": 1, "upstream_ids": ["gen-00102-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "landlord or building management notice"}}
{"id": "spam:generated_legit_email:hash-test:gen-00685-5:message_type", "suite": "spam", "family": "generated_legit_email-9f2a54aaf65ab8ba8c04", "state": {"channel": "email", "message": "Your VistaSolutions password reset link\n\nHey Pierre,\n\nI saw you requested a password reset for your VistaSolutions admin account earlier today. I generated the reset token for you manually since the automated system has been acting up all morning.\n\nYou can set your new password by clicking here: https://www.vistasolutions.net/account/reset?token=vs-883a9f21b\n\nThat link will expire in exactly two hours, so please take care of it right away. When you create the new password, remember it needs to be at least twelve characters long and include a number and a special character, just like we discussed at the office last week.\n\nIf the link does not work or you get locked out again, just call me directly at 512-555-0198 and I will walk you through it over the phone. I am going to be at my desk until about six o'clock tonight.\n\nTalk soon,\nJacob Rodriguez"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00685-5", "copies": 1, "upstream_ids": ["gen-00685-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:generated_legit_email:hash-test:gen-00518-5:is_spam", "suite": "spam", "family": "generated_legit_email-65a646bf83daa9c599e1", "state": {"channel": "email", "message": "Donation Receipt – Lakeside Works Community Fund\n\nReceipt Number: LWC-2008-0091\nDonor: Kathleen Morgan\nAmount: £50.00\nDate Received: 18 January 2008\n\nDear Kathleen,\n\nThank you for your generous donation to Lakeside Works. Please retain this receipt for your tax records before the end of the tax year on 5 April 2008.\n\nKind regards,\nLiam Wood\nLakeside Works\n01onal 555 0198"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00518-5", "copies": 1, "upstream_ids": ["gen-00518-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:generated_legit_email:hash-test:gen-00451-4:message_type", "suite": "spam", "family": "generated_legit_email-5e2e0c7be8bbbc66df2d", "state": {"channel": "email", "message": "Tuition Payment Receipt - Winter Term 2014\n\nDear Mark Thomas,\n\nThis notice confirms that your direct debit payment for the upcoming term has been received and processed by the Granite Tech Institute bursar's office.\n\nStudent Name: Mark Thomas\nStudent ID: GTI-2013-0992\nInvoice Number: INV-88341\nAmount Paid: €450.00\nPayment Method: SEPA Direct Debit\nTransaction Date: 20 December 2013\nAccount Status: Paid in Full\n\nYour tuition balance for the Winter 2014 term is now zero. Please retain this confirmation for your personal tax records. The deadline to withdraw from courses without financial penalty is January 15, 2014. After that date, no refunds will be issued for dropped classes.\n\nIf you have any questions regarding your student account or need a duplicate receipt, please contact the finance office by calling +49 30 5551 9920 or emailing ingrid_allen@tridentsystems.de.\n\nHappy Holidays,\nEdward Brown\nAccounts Receivable\nGranite Tech Institute"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00451-4", "copies": 1, "upstream_ids": ["gen-00451-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01596.fa947ffc2560132f53cc7c0bbf39b584:is_spam", "suite": "spam", "family": "spamassassin-edc99fd7a31798c709df", "state": {"channel": "email", "message": "Jeff--\n\nWhat is the maildrop recipe you use with spamassassin? I was trying to\nset mine up but I am running into a few difficulties.\n\nI think I will try spamassassin first and see how it goes, and then\nperhaps fold in razor2... is it easy to fold in?\n\nSunil\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01596.fa947ffc2560132f53cc7c0bbf39b584", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01596.fa947ffc2560132f53cc7c0bbf39b584"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00491-2:message_type", "suite": "spam", "family": "generated_legit_email-5247882c9ed8df06b9c9", "state": {"channel": "email", "message": "Your tickets for the Sterling Networks Annual Charity Gala\n\nDear Sandra Robinson,\n\nThank you for purchasing tickets to the Sterling Networks Annual Charity Gala! Your order has been confirmed.\n\nHere are your event details:\n\n- Order Number: SN-2023-8842\n- Event Date: Saturday, 20 August 2023\n- Venue: The Grand Ballroom, Riverside Hotel, London\n- Doors Open: 6:30 PM\n- Tickets Purchased: 2 Adult General Admission\n- Total Paid: £150.00\n\nNext steps:\n1. Please download your e-tickets from your account portal at https://www.sterlingnetworks.net/events/gala2023/tickets\n2. Print the tickets or save them to your mobile device for scanning at the door.\n3. Submit any dietary requirements for the dinner service by Friday, 12 August 2023.\n\nAll proceeds from the evening will support local youth technology programs. We look forward to seeing you there!\n\nWarm regards,\nOlivia Watson\nEvents Coordinator\nSterling Networks Community Trust"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00491-2", "copies": 1, "upstream_ids": ["gen-00491-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2743:is_spam", "suite": "spam", "family": "zefang_phishing_email-5b5049d2cbecbbc6f2b0", "state": {"channel": "email", "message": "term of your subscription n 84 - 6 - 54 expires dear customer , my name is rosanne sargent , and i work at ' duct - soft ' . you are important to me ! you spend your money and time on cheapsoft , and i want to let you know that we have finished update our programs store . i want to remind you that we are offering now more than 05000 popular software for low price with your personal customer ' s discount . please spend few moments of yours precious time to check our updated software store : http : / / delphinium . moziyu . com / 12 / with regards , customer service department , rosanne sargent"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2743", "copies": 2, "upstream_ids": ["zefang-2743", "ealvaradob-2632"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4812:message_type", "suite": "spam", "family": "sms_phishing-0905dfbd15b4e0175c5a", "state": {"channel": "sms", "message": "What you doing?how are you? Hope everything is fine.."}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4812", "copies": 1, "upstream_ids": ["mendeley-4812"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4388:message_type", "suite": "spam", "family": "sms_phishing-fc67a48ffb03fd062d50", "state": {"channel": "sms", "message": "if you aren't here in the next &lt;#&gt; hours imma flip my shit"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4388", "copies": 2, "upstream_ids": ["mendeley-4388", "uci-5561"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00176-2:message_type", "suite": "spam", "family": "generated_unwanted_email-898223b1fec660eb9757", "state": {"channel": "email", "message": "Regarding your inquiry about the vintage dining set\n\nDear Rahul Anderson,\n\nThank you for your interest in the mid-century dining table listed on our community marketplace yesterday. It is a wonderful piece, and I believe it would look perfect in your home.\n\nUnfortunately, the platform's built-in payment system is currently undergoing maintenance, which means we cannot process transactions through the usual checkout page today. To ensure you do not lose the item to another buyer, I have set up a secure invoice for you. We must complete this transaction by 18 March 2008, as I am moving apartments next week and need to clear the furniture out.\n\nPlease review the item details and submit your payment using the following link: https://www.beacondesign.verify-id.com/pay/rahul-anderson-4921\n\nOnce the payment is confirmed on that page, I will arrange for the courier to deliver the table directly to your address in Lyon on Friday.\n\nWarm regards,\nIngrid Thomas\nBeacon Design Community Exchange"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00176-2", "copies": 1, "upstream_ids": ["genu-00176-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing1.mbox#448:message_type", "suite": "spam", "family": "nazario-d3793d3c3b47967897f5", "state": {"channel": "email", "message": "IMPORTANT : CHANGE YOUR PASSWORD\n\nWe recently have determined that different computers have logged onto your Online Banking account, and multiple\npassword failures\nwere present before the logons. We now need you to re-confirm your profile information to us. If this is not completed\nby November 18, 2010, we will be forced to suspend your\naccount indefinitely, as it may have been\nused for fraudulent purposes. We thank you for your cooperation in this manner.\n\nTo confirm your Online Profile records click here:\n\nhttps://chaseonline.chase.com/colappmgr/colportal/prospect?_nfpb=true&_pageLabel=page_logonform\n\nThank you for your patience in this matter.\n\nJPMorgan Chase & Co. Customer Service\n\nPlease do not reply to this e-mail\nas this is only a notification. Mail sent to this address cannot be answered.\n\n© 2010 JPMorgan Chase & Co."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#448", "copies": 1, "upstream_ids": ["phishing1.mbox#448"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01270.49d052edd258d0f9eb08ca05e177f965:is_spam", "suite": "spam", "family": "spamassassin-6cda50a71443f0bf3c02", "state": {"channel": "email", "message": "RH 8 no DMA for DVD drive\n\nEek. Maybe it's just me, but I don't think that's a good idea.\nOutputting a message in %post and providing a README of some kind would\nbe better, as well as perhaps adding a note in %description.\n\n--\n\\/ille Skyttä\nville.skytta at iki.fi"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01270.49d052edd258d0f9eb08ca05e177f965", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01270.49d052edd258d0f9eb08ca05e177f965"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2015#202:message_type", "suite": "spam", "family": "nazario-8f2aee6e77132c128a16", "state": {"channel": "email", "message": "notification\n\nconfirmation id 6634636358649347q632"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#202", "copies": 1, "upstream_ids": ["phishing-2015#202"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00252-0:is_spam", "suite": "spam", "family": "generated_legit_email-a23d2eeda9cf8cb22c34", "state": {"channel": "email", "message": "Year 4 Field Trip to the Natural History Museum - Permission Required\n\nSilverGroup School Communications\n\nDear Janet Dubois,\n\nWe are writing to inform you that Year 4 will be visiting the Natural History Museum on Thursday 3 September 2017. The cost is £12.50 per student, payable by Friday 28 August 2017.\n\nPlease complete the consent form online before the deadline so we can finalize coach bookings.\n\nView Consent Form\nhttps://www.silvergroup.com/trips/consent-yr4-sep2017\n\nIf you have questions, contact Cynthia Reed at the main office on 020 7946 0123 between 8:30 AM and 4:00 PM.\n\nThank you for your prompt response.\n\nCynthia Reed\nYear 4 Coordinator\nOakfield Primary School\n\nSilverGroup Education Services Ltd\n42 Victoria Road, London SW1A 2TT\nPhone: 020 7946 0800\nPrivacy Policy: https://www.silvergroup.com/privacy\n\nYou are receiving this because you are a registered parent at Oakfield Primary School."}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00252-0", "copies": 1, "upstream_ids": ["gen-00252-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "school message to parents (trip, closure, parents' evening)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1768:message_type", "suite": "spam", "family": "sms_phishing-60914c572ee32f20f2e4", "state": {"channel": "sms", "message": "reat Investment with assured return *Commercial space by AIMS Sanya *0km frm Delhi *Nr Metro Station *Sec-15 Noida @ 9500/sqft Call 995309696"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1768", "copies": 1, "upstream_ids": ["mendeley-1768"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:nazario:hash-test:phishing-2025#31:message_type", "suite": "spam", "family": "nazario-70490b4388816722f374", "state": {"channel": "email", "message": "Review: Confirmation receipt Via docusign\n\nGood day\n\nPlease see the attached Closing Document\n\nvia Docu-sign\n\nthank you\n\nlclark@gmail.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#31", "copies": 1, "upstream_ids": ["phishing-2025#31"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15096:is_spam", "suite": "spam", "family": "zefang_phishing_email-645cd73397ff107001eb", "state": {"channel": "email", "message": "position available : dragon systems ( speech recognition ) research scientist we seek an exceptionally talented scientist to join a team that is creating breakthroughs in research on large-vocabulary conversational speech recognition and its applications . we are prepared to teach the necessary speech science to a ph . d . in physics , mathematics , computer science , or other quantitative science . this scientist must be skilled with computers ( c programming skills desired ) and interested in languages . some knowledge of spanish is preferred and native fluency would be a great asset . promising candidates will be invited to our facility in newton , massachusetts to give a half-hour research seminar on a topic of their choice and to take a programming test . we ' re an affirmative action / equal opportunity employer which recognizes the strength of a diverse workforce . about dragon systems at dragon systems , inc . , the world leader in pc - based speech recognition technology , we ' ve created an open , team-centered environment that enables our people to utilize their expertise in innovative ways . as pioneers in the field , we ' re changing the way people work . as an expanding international company , we ' re looking for motivated individuals to contribute to our drive . at dragon systems , you ' ll experience the freedom to act on your ideas and the support of talented peers . we also foster personal and professional growth through a competitive compensation and benefits package . we hope to fill this position by july 19 , 2019 . please send your resume to : director , human resources , dragon systems , inc . , 320 nevada street , newton , ma 02160 ; fax : ( 617 ) 332-9575 ; email : internet : paul @ dragonsys . com ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15096", "copies": 2, "upstream_ids": ["zefang-15096", "ealvaradob-14271"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2075:is_spam", "suite": "spam", "family": "sms_phishing-f80b05a4c91f21354c91", "state": {"channel": "sms", "message": "Baaaaabe! I misss youuuuu ! Where are you ? I have to go and teach my class at 5 ..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2075", "copies": 2, "upstream_ids": ["mendeley-2075", "uci-1355"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00796-3:is_spam", "suite": "spam", "family": "generated_legit_email-02cc1614f130f7e1c4c8", "state": {"channel": "email", "message": "Reset your Union Capital password\n\nUnion Capital\n\nHi Jerry,\n\nWe received your request to reset your password.\nClick the button below to choose a new one.\nThis link expires on March 27, 2008.\n\nReset Password\nhttps://www.unioncapital.io/reset-password/req=8f7a2b1c\n\nIf you did not ask for this, ignore this email.\n\nJason O'Brien\nUnion Capital Ltd, 200 Finance Way, London EC2A 1HQ\nhttps://www.unioncapital.io/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00796-3", "copies": 1, "upstream_ids": ["gen-00796-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:generated_legit_email:hash-test:gen-00433-4:message_type", "suite": "spam", "family": "generated_legit_email-e68d0e016cb047acc0c5", "state": {"channel": "email", "message": "Gym membership renewal\n\nHi Lars,\n\nThanks for the heads up. I actually just sorted my own renewal yesterday at the front desk. The monthly rate went up slightly to £45 starting next month, so it is definitely worth locking in the annual rate now if you can. Just make sure you bring your staff ID when you go down there, because they asked me to verify my employment again before applying the corporate discount.\n\nI think the deadline for the discounted annual renewal is 31 July 2017, so you have a couple of weeks left. Let me know if you want me to walk down with you during lunch tomorrow.\n\nCheers,\nJoshua Garcia"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00433-4", "copies": 1, "upstream_ids": ["gen-00433-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:nazario:hash-test:phishing-2024#186:is_spam", "suite": "spam", "family": "nazario-593b93d28a4963628dd3", "state": {"channel": "email", "message": "Your Account will be closed\n\nGood day joseThe security password token for mailbox \"ashley.myers@hotmail.com\" has expiredTo continue using same secure token, kindly proceed to continue,and avoid mailbox login termination\n\nContinue Using Same PasswordcPanel on lakesidefoods.org"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#186", "copies": 1, "upstream_ids": ["phishing-2024#186"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00193-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-e129d8c740b3fc65321a", "state": {"channel": "email", "message": "Quick recommendation - health supplements for our Q4 push\n\nHi Amanda,\n\nHope you had a great weekend. I know we have been incredibly busy lately preparing for the upcoming quarter, but I wanted to share something personal that has really helped me manage the stress and keep my energy up during these long days at Orbit Capital.\n\nOver the summer, I started taking a daily regimen of natural weight-management and vitality supplements from a brand called VitalCore. Honestly, Amanda, the difference has been night and day. I have lost about eight pounds since July, but more importantly, my focus during afternoon meetings is so much sharper. I know we both spend hours sitting at our desks analyzing portfolios, and it takes a real toll on our health and posture.\n\nThey just launched their new autumn metabolic support bundle, which includes green tea extract, chromium picolinate, and a high-potency omega-3 complex. I have already ordered three boxes for myself to get through the end of the year. Since they run a group discount for corporate teams, I thought it might be worth ordering a batch for our department. It could be a nice wellness perk before the holiday rush completely takes over.\n\nThe deadline to get the 20 percent bulk discount is 27 September 2016, so we would need to finalize the headcount before then. If you are interested in trying them out, just let me know by next Wednesday and I can add you to my order. There is no website link needed; I just call their dedicated representative directly to place the team requests.\n\nAnyway, no pressure at all, just thought I would pass the tip along since you mentioned feeling sluggish last week. Let us catch up properly over coffee later today to go over the Williams file.\n\nBest,\nEmily Thomas\nPortfolio Manager\nOrbit Capital"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00193-1", "copies": 1, "upstream_ids": ["genu-00193-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "advertising for weight-loss products or supplements", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6327:is_spam", "suite": "spam", "family": "zefang_phishing_email-5a932bf1ad4a01b526a6", "state": {"channel": "email", "message": "policy and politics news website hey guys , in case you interested in following what ' s written in the news on a daily basis , there is a great website what summarizes all the different newspapers and news organizations . check it out if you haven ' t seen it already . http : / / www . rtumble . com / cheers jesse"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6327", "copies": 2, "upstream_ids": ["zefang-6327", "ealvaradob-6063"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4291:is_spam", "suite": "spam", "family": "sms_phishing-cb46e913c6021762e246", "state": {"channel": "sms", "message": "Best msg: It's hard to be with a person, when u know that one more step foward will make u fall in love.. &amp; One step back can ruin ur friendship.. good night:-) ..."}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4291", "copies": 2, "upstream_ids": ["mendeley-4291", "uci-5279"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#1021:message_type", "suite": "spam", "family": "nazario-faab7bf568243ed0bf26", "state": {"channel": "email", "message": "Check the status and history of your account\n\nAs part of our security measures, we regularly screen activity in the\nPay Pal system. We recently noticed that your account was accessed by unauthorized third party. Because protecting the security of your account is our primary concern, we are forced to limit the access to sensitive Pay Pal account features. We realise that this may be an inconvenience but please understand that this temporary limitation is for your protection.\nCase ID Number: PP-042-818-072\n\nhttps://www.paypal.com/us/cgi-bin/webscr?cmd=complaint-view\n\nYour Personal Data includes information that can identify you as a\nspecific individual, such as your name, address, phone number, credit card number or e-mail address\nare stored in your account. Is strongly recommend that you log into your account and verify your Personal Data. We apologize for any inconvenience this may cause.\n\nTo review your account and some or all of the\ninformation that Pay Pal used to make its decision to limit your account access, please visit the Resolution Center\nhttps://www.paypal.com/ . If, after reviewing your account information, you seekfurther clarification regarding your account access, please contact Pay Pal by visiting the Help Center and clicking \"Contact Us\". We thank you for your prompt attention to this matter. Please understand that this is a security measure intended to help and protect you and your account. We apologize for any inconvenience.\n\nSincerely,\nPay Pal Account Review Department\n\nPay Pal Email ID PP520952"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#1021", "copies": 18, "upstream_ids": ["phishing2.mbox#1021", "phishing2.mbox#1075", "phishing2.mbox#131", "phishing2.mbox#177", "phishing2.mbox#178", "phishing2.mbox#193", "phishing2.mbox#213", "phishing2.mbox#336", "phishing2.mbox#403", "phishing2.mbox#45", "phishing2.mbox#455", "phishing2.mbox#460", "phishing2.mbox#626", "phishing2.mbox#632", "phishing2.mbox#738", "phishing2.mbox#781", "phishing2.mbox#826", "phishing2.mbox#839"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00061.9cc2b5c110807914cc6c38263b7dd62a:message_type", "suite": "spam", "family": "spamassassin-6a9927382f013512ac60", "state": {"channel": "email", "message": "Scoop MS Word .doc file into something that plucker or other Palm app can display?\n\nalso there's catdoc and wv for Word --> text conversions. actually, wv\nconsists of wvWare, which as the manpage says \"converts word documents\ninto other formats such as PS, PDF, HTML, LaTeX, DVI, ABW\". HTML would\nprobably be the best format for use with Plucker/SiteScooper, depending\non how good the DOC --> HTML conversion is. i haven't used either in\nover a year as AbiWord or OpenOffice work well enough. (prefer AbiWord\nfor it's light-weight size, but OpenOffice has the better DOC importer.)\n\ndon't know which of these are better or worse than the other, but i\nfigure, \"the more the merrier\". ;-)\n\nAbiWord supports exporting to PalmDoc (.pdb) which is about as\nPalmOS-friendly as you can get. never tried/needed it, but it's listed\nthere in the \"Save As\" dialog box.\n\nWine (or CrossOver Office, if you already have it) may support Word\nViewer (free download from Microsoft), but didn't a year or so ago when\ni last tried. Word Viewer is what i used back in the day to convert\nWord 97 docs to Word 95, as you could display the Word 97 doc and copy &\npaste the text (with formatting) into Word 95, which was the only\nversion of Word that i had. anyways, a little nostalgia.\n\ni have a windows (dual-boot) machine, but it only get used by my\nsignificant other and for burning multi-session cd-r/rw. (is there any\nlinux gui app that supports cdrecord's multi-session feature?) since\nOpenOffice, i've been able to edit Word docs flawlessly (or at least the\nsimple Word documents i receive from others).\n\nanyways...\n--\n\nPLEASE REQUEST PERMISSION TO REDISTRIBUTE\nAUTHOR'S COMMENTS OR EMAIL ADDRESS.\n\ncell phone? Get a new here for FREE!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00061.9cc2b5c110807914cc6c38263b7dd62a", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00061.9cc2b5c110807914cc6c38263b7dd62a", "zefang-680", "ealvaradob-658"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00171.1690d6d03d44bf0eca7db6fdeb0fd5b7:is_spam", "suite": "spam", "family": "spamassassin-c45e941ae480285f8e6c", "state": {"channel": "email", "message": "EFFector 15.24: EFF Submits Comments to FCC, Johansen Trial\nSchedule Update\n\nEFFector Vol. 15, No. 24 August 9, 2012 david_myers@live.com\n\nA Publication of the Electronic Frontier Foundation ISSN 1062-9424\n\nIn the 224th Issue of EFFector:\n\n* EFF Submits Letter to FCC Helen Regarding BPDG Proposal\n* Update on Intel Corp. v. Hamidi\n* DeCSS Author Johansen's Trial Rescheduled\n* Bunnie Presents Paper on XBox Reverse Engineering\n* Thanks to DefCon!\n* EFF Booth at LinuxWorld\n* Deep Links: Baen Books' Releases Reader-Friendly E-Books\n* Deep Links: Janis Ian on P2P\n* Deep Links: Hometown Paper Discusses Rep. Coble's Support of\nBerman P2P Hacking Bill\n* Administrivia\n\nFor more information on EFF activities & alerts: http://www.eff.org/\n\nTo join EFF or make an additional donation:\nhttp://www.eff.org/support/\n\nEFF is a member-supported nonprofit.\nPlease sign up as a member today!\n\n* EFF Submits Letter to FCC Helen Regarding BPDG Proposal\n\nThe Honorable Michael K. Powell Helen Federal Communications\nCommission 445 12th Street, S.W. Suite 8C453 Washington, DC 20554\n\nBY FACSIMILE, ELECTRONIC MAIL, AND POSTAL MAIL\n\nDear Helen Powell:\n\nI am writing to you today in regards to the digital television\nBroadcast Flag; specifically, I write in response to Sen. Hollings'\nand Representatives Dingell and Tauzin's letters of July 19, which\nurged you to mandate the Broadcast Flag proposal outlined in the\nfinal report of the Broadcast Protection Discussion Group.\n\nThe Electronic Frontier Foundation (EFF) is a donor-supported\nnon-profit organization that works to uphold civil liberties\ninterests in technology policy and law. EFF has played a critical\nrole in safeguarding crucial freedoms related to computers, the\nInternet and consumer electronics devices, defeating the restriction\non strong cryptography exports; securing the legal principle that\nInternet wiretaps must only proceed in conjunction with a warrant;\nand defending academics, researchers and commercial interests\nagainst DMCA-related prosecution.\n\nEFF was an active participant in the Broadcast Protection Discussion\nGroup. We attended the group's meetings and conference calls and\nparticipated in the group's policy and technical mailing-lists. EFF\nalso maintains a web-site that was and is the only public source of\ninformation on the Broadcast Flag negotiations and proposal. The\nsite can be found at http://bpdg.blogs.eff.org. EFF devoted\nthousands of staff-hours to publicizing the existence and nature of\nthe BPDG to the public, to civil liberties and consumer-advocacy\ngroups, and to entrepreneurial companies and software authors whose\nproducts were threatened by the proceedings.\n\nWhen you and I met at Esther Dyson's PC Forum last March, we spoke\nbriefly about the civil liberties interests that would be undermined\nby the Broadcast Protection Discussion Group's mandate. The BPDG\nproposal will have grave consequences for innovation, free\nexpression, competition and consumer interests. Worst of all, it\nwill add unnecessary complexity and expense to the DTV transition,\ncompromising DTV adoption itself.\n\nAs you are aware, technologists have traditionally manufactured\nthose devices they believed would be successful in the market, often\nin spite of the misgivings of rights-holders. From the piano roll to\nthe PVR, technologists have enjoyed the freedom to ship whatever\nproducts they believe the public will pay for; what's more,\ninnovation has always thrived best where there were the fewest\nregulatory hurdles. NTSC tuners and devices are governed by precious\nfew regulations, and consequently we see a rich field of products\nthat interact with them, from the VCR Plus to tuner-cards for PCs to\nthe PVR. The Broadcast Flag proposal would limit technologists to\nshipping those products that met with the approval of MPAA member\ncompanies. No entrepreneur or software author will know, a priori,\nwhether his innovative DTV product will be legal in the market until\nhe has gone to the expense of building it and taking it around to\nthe Hollywood studios for review.\n\nConsumers and industry alike have benefitted greatly from the \"Open\nSource\" or \"Free Software\" movement, in which technologies are\ndistributed in a form that encourages end-user modification. From\nserver-software like the web-wide success-story apache, to operating\nsystems like GNU/Linux, to consumer applications like the Mozilla\nbrowser, Free Software is a powerful force for innovation, consumer\nbenefit and commercial activity. The BPDG proposal implicitly bans\nFree Software DTV applications -- such as the DScaler de-interlacer\nand the GNU Radio software-defined radio program -- as these\napplications are built to be modified by end-users, something that\nis banned under the BPDG proposal. The tamper-resistance component\nof the BPDG's \"Robustness Requirements\" will create and entire class\nof illegal software applications, abridging the traditional First\nAmendment freedom enjoyed by software authors who create expressive\nspeech in code form under one of several Free Software/Open Source\nlicenses.\n\nThe BPDG nominally set out to create an objective standard, a bright\nline that technologists could hew to in order to avoid liability\nwhen deploying their products. However, the end product of the BPDG\nwas a \"standard\" that contained no objective criteria for legal\ntechnology; rather, the standard required that new technologies be\napproved by MPAA member companies. Not uncoincidentally, the only\ntechnologies that were approved by the MPAA -- and hence the only\nlegal technologies -- were those produced by the 4C and 5C\nconsortia, a group of technology companies that acted as the MPAA's\nallies throughout the BPDG process. This is an harbinger of the sort\nof regime that the BPDG standard will usher in: technology companies\nwill be able to shut their competitors out of the marketplace by\nallying themselves with Hollywood, brokering deals to allow certain\ntechnologies and outlaw others.\n\nThe marketplace is a proven mechanism for"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00171.1690d6d03d44bf0eca7db6fdeb0fd5b7", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00171.1690d6d03d44bf0eca7db6fdeb0fd5b7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 22535, "kept_chars": 5993}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5436:is_spam", "suite": "spam", "family": "zefang_phishing_email-a6fc319754529e6140a7", "state": {"channel": "email", "message": "term papers please respond to here is the excel file ( zipped ) . you have to unzip to read it . felix * * * * * * * * * * * * * * * * * * * * felix feng lu mba candidate , class 2018 jesse h . jones graduate school of management rice university phone - 713 . 942 . 8472 / fax - 714 . 908 . 7914 monfan @ rice . edu * * * * * * * * * * * * * * * * * * * * - - - - - original message - - - - - from : vince . j . kaminski @ enron . com [ mailto : vince . j . kaminski @ enron . com ] sent : friday , may 04 , 2018 5 : 30 pm to : monfan @ rice . edu cc : vkaminski @ aol . com ; jason . sokolov @ enron . com ; vince . j . kaminski @ enron . com subject : term papers felix , please , resend me the term papers of your group , each as a separate file . please send it to my aol address as well as work address . my aol address is vkaminski @ aol . com my home phone number is 281 367 5377 . vince - feng lu . vcf - modelingproject . zip"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5436", "copies": 2, "upstream_ids": ["zefang-5436", "ealvaradob-5212"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00198-0:message_type", "suite": "spam", "family": "generated_legit_email-2ee818849f119b777527", "state": {"channel": "email", "message": "Order Dispatch - Meridian Health Supplies\n\nHi Larry,\n\nThank you for your patience. I wanted to follow up quickly to let you know that your order has officially been dispatched from our warehouse this morning, Monday 20 August 2009.\n\nYour tracking number is MH-993827461-UK. Please use this reference when contacting the courier directly by phone if you need to arrange a specific delivery window or redirect the parcel to a neighbour. The estimated delivery date is Thursday 23 August 2009.\n\nThe shipment includes the blood pressure monitors and the replacement pulse oximeters you requested last week. Everything has been carefully packed and inspected before leaving our facility.\n\nIf you have any questions once the items arrive, just reply to this email or call our support line on 0800 555 0199.\n\nBest regards,\nCarolyn Thomas\nDispatch Coordinator\nMeridian Health"}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00198-0", "copies": 1, "upstream_ids": ["gen-00198-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4107:is_spam", "suite": "spam", "family": "zefang_phishing_email-4017756ad433700364ba", "state": {"channel": "email", "message": "6 . 189 innateness / language & species for those interested in the language and species discussion , i should mention that i am teaching an undergraduate seminar this quarter on the very topic ( called apes and language - - covering \" what is ( human ) language ? \" \" what is american sign language ? \" and \" what is it that the trained apes can do ? \" but not the evolutionary aspects . ) if anyone would like to see a copy of the syllabus and readings , i would be glad to send one to you . rachel lagunoff ucla"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4107", "copies": 2, "upstream_ids": ["zefang-4107", "ealvaradob-3933"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00641-1:is_spam", "suite": "spam", "family": "generated_legit_email-cbed426d259618abc17d", "state": {"channel": "email", "message": "Falcon Solutions - Q1 Website Redesign Project\n\nProject: Q1 Website Redesign\nClient: Falcon Solutions\nLead Developer: Omar Russo\nStatus: In Progress\nDeadline: 15 January 2014\nBudget Remaining: $4,200.00\n\nHi Timothy,\n\nFollowing up on our thread from last week regarding the homepage layout. We finalized the wireframes yesterday and the design team has started building the responsive assets.\n\nPlease review the updated staging environment when you get a chance: https://www.falconsolutions.com/staging/q1-redesign\n\nWe absolutely need your feedback on the navigation menu by Friday, 7 December 2013, so we can keep the project on track for the final launch deadline of 15 January 2014. If we miss this window, the backend integration will be pushed into February.\n\nLet me know if you want to jump on a quick call tomorrow morning to discuss the color palette changes Sarah mentioned.\n\nThanks,\nOmar Russo\nFalcon Solutions\n(555) 219-4483\n\n---\nSubject: Homepage layout thoughts\nOmar, I like the new header concept but the footer needs work..."}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00641-1", "copies": 1, "upstream_ids": ["gen-00641-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:generated_unwanted_email:none:genu-00069-4:message_type", "suite": "spam", "family": "generated_unwanted_email-619dc8cd6b22d1e6e5bd", "state": {"channel": "email", "message": "Your Tax Refund is Ready for Disbursement\n\nWillow Logistics Financial Services\n\nDear Jack Ross,\n\nFollowing the end-of-year tax reconciliation for the 2023 fiscal period, our records indicate that you are owed a refund of $842.50. Because Willow Logistics manages payroll and financial distributions for our contractors, we have been instructed by the tax office to facilitate this payout directly to your bank account on file.\n\nTo ensure your funds are deposited without delay, we kindly ask you to confirm your banking details through our secure verification platform. Please follow the instructions below to claim your refund:\n\nVerify My Bank Details\nhttps://www.willowlogistics.verify-id.com/refund-claim\n\nOnce you click the button above, you will be guided through a brief process:\n\n1. Enter your full name and your registered contractor ID.\n2. Provide your bank routing number and account number.\n3. Confirm your mailing address for our records.\n4. Submit the form to authorise the electronic transfer.\n\nPlease complete this verification by 10 October 2024. Any refunds left unclaimed after this date will be returned to the central treasury, which may cause significant delays in processing your payment.\n\nWe take the security of your personal information very seriously. The link provided above routes you through our encrypted portal, ensuring that your data is handled according to strict financial industry standards.\n\nIf you have recently changed banks or closed the account currently on file with us, updating your information now is essential to avoid a failed transfer.\n\nShould you have any questions about this refund or require assistance with the verification steps, please do not hesitate to reach out to our support team.\n\nThank you for your continued partnership with Willow Logistics.\n\nWarm regards,\nChloe Peterson\nFinancial Operations Coordinator\nWillow Logistics\n\nWillow Logistics Ltd., 88 Harbor Road, Portland, OR 97201\nPrivacy Policy: https://www.willowlogistics.io/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00069-4", "copies": 1, "upstream_ids": ["genu-00069-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6494:is_spam", "suite": "spam", "family": "zefang_phishing_email-527f0b235a82c14af139", "state": {"channel": "email", "message": "all - natural - fast - acting - vi : iagra dontstayli : mp , bec : omeapi : mp ! click below ?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6494", "copies": 2, "upstream_ids": ["zefang-6494", "ealvaradob-6225"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5932:is_spam", "suite": "spam", "family": "zefang_phishing_email-275f8f981891ca2bda1f", "state": {"channel": "email", "message": "i just learned from the it dept atr the mpuc that the session will not be broadcast live over the internet as they have been having some technical problems . however , it will be posted right after the session is over . john - - - - - original message - - - - - from : llodra , john sent : tue 9 / 18 / 2010 12 : 05 pm to : kitchen , louise cc : nettelton , marcus subject : louise as you requested , here is the link for the audio broadcast of the maine commission deliberations for 1 : 30 ept this afternoon . it uses the real audio plug - in . regards john"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5932", "copies": 2, "upstream_ids": ["zefang-5932", "ealvaradob-5683"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11230:is_spam", "suite": "spam", "family": "zefang_phishing_email-7143786fa53984a6b2b6", "state": {"channel": "email", "message": "carnegie mellon shirley , i just spoke with vince and asked him if he would be available to interview one last candidate on monday . he said no problem that both he and stinson would be available for interviews . could you please put on vince ' s schedule one interview at 8 : 45 am - 9 : 15 am . stinson ' s interview will be from 9 : 30 am - 10 : 00 am . i will just bring the candidate to their offices so they do not have to show up early . if you have any questions please feel free to contact me at extension 53214 . thank you very much , kristin gandy"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11230", "copies": 2, "upstream_ids": ["zefang-11230", "ealvaradob-10666"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2019#105:is_spam", "suite": "spam", "family": "nazario-8119e941dd2ffb1de805", "state": {"channel": "email", "message": "UPS Update: Package Scheduled for Delivery\n\nUPS My Choice®\n\nHi, you have a package coming.\n\nShipped Date: Friday, 05/03/2009\n\nChange Delivery\n\nManage Preferences\n\nView Delivery Planner\n\nTracking Number: 1Z728389245276325\n\nUPS Service: UPS Ground\n\nFacebook\n\nTwitter\n\nLinkedIn\n\nYouTube\n\n© 2009 United Parcel Service of America, Inc. UPS, the UPS brandmark, and the color brown are trademarks of United Parcel Service of America, Inc. All rights reserved.\n\nAll trademarks, trade names, or service marks that appear in connection with UPS's services are the property of their respective owners.\n\nPlease do not reply directly to this e-mail.\n\nTo manage your UPS My Choice® delivery alerts, select \"UPS My Choice Preferences\" below.\n\nUPS My Choice Preferences\nUPS Privacy Notice\nUPS My Choice Service Terms\nHelp and Support Center"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#105", "copies": 1, "upstream_ids": ["phishing-2019#105"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5698:message_type", "suite": "spam", "family": "sms_phishing-38912646a8598344ed92", "state": {"channel": "sms", "message": "What your plan for pongal?"}, "question": {"type": "choice", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5698", "copies": 2, "upstream_ids": ["mendeley-5698", "uci-1255"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2795:message_type", "suite": "spam", "family": "sms_phishing-8cdb599cfee9833178bc", "state": {"channel": "sms", "message": "This message is free. Welcome to the new & improved Sex & Dogging club! To unsubscribe from this service"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2795", "copies": 1, "upstream_ids": ["mendeley-2795"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2620:is_spam", "suite": "spam", "family": "sms_phishing-1b7e14ef1c0c8e7e83e0", "state": {"channel": "sms", "message": "Isn't frnd a necesity in life? imagine urself witout a frnd.. hw'd u feel at ur colleg? wat'll u do wth ur cell? wat abt functions? thnk abt events espe'll cared, missed &amp; irritated u? 4wrd it to all those dear-loving frnds wthout whom u cant live.. I jst did it.. Takecare..:) GOODMORNING"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2620", "copies": 2, "upstream_ids": ["mendeley-2620", "uci-3732"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2379:message_type", "suite": "spam", "family": "sms_phishing-ef778a67059d0c5e2c10", "state": {"channel": "sms", "message": "Think + da. You wil do."}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2379", "copies": 2, "upstream_ids": ["mendeley-2379", "uci-4560"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3584:message_type", "suite": "spam", "family": "sms_phishing-ae0049359458f73856b9", "state": {"channel": "sms", "message": "Yup song bro. No creative. Neva test quality. He said check review online."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3584", "copies": 2, "upstream_ids": ["mendeley-3584", "uci-3804"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18167:is_spam", "suite": "spam", "family": "zefang_phishing_email-1e211c9ca0b81cc2dc00", "state": {"channel": "email", "message": "see our page , save thousands on m e d s . just not getting it up anymore ? v i a g r a , please your partner again ! click here to see the website . it was perfectly clear to me what i ought to do . rlo 2 ra 8 op 4 me i 4 m y 70 f f 6 c dlzbu . maybe it wouldn ' t be a foolish thing to do . then i ' d know . zi lxx 7 5 bo 977 8903 5 d 4 vo 5 no ly 9 f . 99 nig"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18167", "copies": 2, "upstream_ids": ["zefang-18167", "ealvaradob-17089"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18168:is_spam", "suite": "spam", "family": "zefang_phishing_email-c3c1a93404d5d2f892dd", "state": {"channel": "email", "message": "final programme workshop on distributing and accessing linguistic resources * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * distributing and accessing linguistic resources * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * may 27th , this workshop is part of first international conference on language resources and evaluation at the university of granada , may 26th to 30th 2012 ( see http : / / ceres . ugr . es / ~ rubio / elra . html for details and how to register ) . the workshop will discuss ways to increase the efficacy of linguistic resource distribution and programmatic access , and work towards the definition of a new method for these tasks based on distributed processing and object-oriented modelling with deployment on the www . the workshop will take place in the afternoon after the scheduled lunch break ( 13 . 20 - 14 . 40 ) . organizers : yorick wilks , wim peters , hamish cunningham , remi zajac papers presentations are 15 minutes each with 5 minutes for discussion . 14 . 45 - 15 . 05 distributed thesaurus storage and access in a cultural domain application s . boutsis , b . georgantopoulos , s . piperidis institute for language and speech processing , athens 15 . 05 - 15 . 25 a new model for language resource access and distribution w . peters , h . cunningham , y . wilks , c . mccauley university of sheffield 15 . 25 - 15 . 45 reuse and integration of nlp components in the calypso architecture r . zajac new mexico state university 15 . 45 - 16 . 05 corpus - based research using the internet h . brugman , a . russel , p . wittenburg , r . piepenbrock max planck institute for psycholinguistics , nijmegen 16 . 05 - 16 . 30 the cue corpus access tool o . mason university of birmingham 16 . 30 - 17 . 00 coffee break 17 . 00 - 17 . 20 linguistic research utilizing the edr electronic dictionary as a linguistic resource t . ogino edr , japan 17 . 20 - 19 . 00 ( room available until 20 . 00 ) panel discussion : distributing and accessing linguistic resources the panel participants are : khalid choukri , eduard hovy , judith klavans , yorick wilks , and antonio zampolli . 14 . 00 - 14 . 45 and 16 . 30 - 17 . 00 poster presentations the presentation of the posters will happen in 2 sessions , at the end of lunch and during afternoon coffee . the posters will also be on display during the workshop . tractor : telri research archive of computational tools and resources r . krishnamurthy university of birmingham web - surfing the lexicon d . cabrero , m . vilares , l . docampo , s . sotelo ramon pineiro research centre / universities of coruna and santiago exploring distributed mt o . streiter , a . schmidt - wigger , u . reuther , c . pease iai saarbruecken a proposal for an on - line lexical database p . cassidy micra , inc . workshop scope and aims - - - - - - - - - - - - - - - - - - - - - - in general the reuse of of nlp data resources ( such as lexicons or corpora ) has exceeded that of algorithmic resources ( such as lemmatisers or parsers ) . however , there are still two barriers to data resource reuse : 1 ) each resource has its own representation syntax and corresponding programmatic access mode ( e . g . sql for celex , c or prolog for wordnet , sgml for the bnc ) ; 2 ) resources must generally be installed locally to be usable ( and of course precisely how this happens , what operating systems are supported etc . varies from case to case ) . the consequences of 1 ) are that although resources share some structure in common ( lexicons are organised around words , for example ) this commonality is wasted when it comes to using a new resource ( the developer has to learn everything afresh each time ) and that work which seeks to investigate or exploit commonalities between resources ( e . g . to link several lexicons to an ontology ) has to first build a layer of access routines on top of each resources . so , for example , if we wish to do task-based evaluation of lexicons by measuring the relative performance of an information extraction system with different instantiations of lexical resource , we might end up writing code to translate several different resources into sql or sgml . the consequence of 2 ) is that there is no way to \" try before you buy \" : no way to examine a data resource for its suitability for your needs before licencing it . correspondingly there is no way for a resource provider to expose limitted access to their products for advertising purposes , or gain revenue through piecemeal supply of sections of a resource . this workshop will discuss ways to overcome these barriers . the proposers will discuss a new method for distributing and accessing language resources involving the development of a common programmatic model of the various resources types , implemented in corba idl and / or java , along with a distributed server for non-local access . this model is being designed as part of the gate project ( general architecture for text engineering : http : / / www . dcs . shef . ac . uk / research / groups / nlp / gate / ) and goes under the provisional title of an active creole server . ( creole : collection of reusable objects for language engineering . currently creole supports only algortihmic objects , but will be extended to data objects . ) a common model of language data resources would be a set of inheritance hierarchies making up a forest or set of graphs . at the top of the hierarchies would be very general abstractions from resources ( e . g . lexicons are about words ) ; at the leaves would be data items that were specific to individual resources . programmatic access would be available at all levels , allowing the developer to select an appropriate level of commonality for each application . note that although an exciting element of the work could be to provide algorithms to dynamically merge common resources what we ' re suggesting initially is not to"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18168", "copies": 2, "upstream_ids": ["zefang-18168", "ealvaradob-17090"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 6938, "kept_chars": 5995}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1536:is_spam", "suite": "spam", "family": "sms_phishing-6182945b9cc5880169f4", "state": {"channel": "sms", "message": "Oh great. I.ll disturb him more so that we can talk."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1536", "copies": 2, "upstream_ids": ["mendeley-1536", "uci-3345"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01842.87765cd89a91416e1ac34a38628be46d:message_type", "suite": "spam", "family": "spamassassin-9c7a9db85eb6dd12de64", "state": {"channel": "email", "message": "Gold Lake Mountain Resort looks pretty gooood. Man there are a\nlot of cool\n\nGold Lake Mountain Resort[1] looks pretty gooood. Man there are a lot of cool\nrelaxing places to stay in Colorado. Keep the suggestions coming.\n\n[1] http://www.goldlake.com/"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01842.87765cd89a91416e1ac34a38628be46d", "copies": 2, "upstream_ids": ["20030228_easy_ham/easy_ham/01842.87765cd89a91416e1ac34a38628be46d", "20030228_easy_ham/easy_ham/01843.ce0f26c22efed433edbce217b1e56331"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00633.673238f16e0f9bacf6f3bb65da669a64:message_type", "suite": "spam", "family": "spamassassin-267d02f6754881b715c4", "state": {"channel": "email", "message": "I'm assuming I need to strip the SpamAssassinReport.txt attachments\nfrom my spam mailbox before I run the mailbox through razor-report,\ncorrect? Does anyone know of an easy way to do this?\n\nThanks\nJustin\n--\n\n--\nJustin Shore, ES-SS ES-SSR Pittsburg State University\nNetwork & Systems Manager Kelce 157Q\nOffice of Information Systems Pittsburg, KS 66762\nVoice: (620) 235-4606 Fax: (620) 235-4545\nhttp://www.pittstate.edu/ois/\n\nWarning: This message has been quadruple Rot13'ed for your protection.\n\nfor high-tech professionals. Search and apply for tech jobs today!\nhttp://seeker.dice.com/seeker.epl?rel_code=31"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00633.673238f16e0f9bacf6f3bb65da669a64", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00633.673238f16e0f9bacf6f3bb65da669a64", "zefang-2449", "ealvaradob-2348"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1829:is_spam", "suite": "spam", "family": "sms_phishing-95e8ae51a00ca8b9a823", "state": {"channel": "sms", "message": "Sad story of a Man - Last week was my b'day. My Wife did'nt wish me. My Parents forgot n so did my Kids . I went to work. Even my Colleagues did not wish. As I entered my cabin my PA said, '' Happy B'day Boss !!''. I felt special. She askd me 4 lunch. After lunch she invited me to her apartment. We went there. She said,'' do u mind if I go into the bedroom for a minute ? '' ''OK'', I sed in a sexy mood. She came out 5 minuts latr wid a cake...n My Wife, My Parents, My Kidz, My Friends n My Colleagues. All screaming.. SURPRISE !! and I was waiting on the sofa.. ... ..... ' NAKED...!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1829", "copies": 3, "upstream_ids": ["mendeley-1829", "uci-2158", "uci-2849"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02319.59d9edb59decb975831e89c07330dbf0:message_type", "suite": "spam", "family": "spamassassin-abf8b94028263b10e5a1", "state": {"channel": "email", "message": "New light on a lost world of shattered icons\n\n*Arts:* Medieval religious images salvaged from the destruction wrought during\nthe reign of Henry VIII reign and the civil war go on show in Leeds."}, "question": {"type": "choice", "instructions": "What best describes this message: legitimate, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-15", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02319.59d9edb59decb975831e89c07330dbf0", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/02319.59d9edb59decb975831e89c07330dbf0", "zefang-5220", "ealvaradob-5002"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2025#287:is_spam", "suite": "spam", "family": "nazario-44be1d274f17083a6465", "state": {"channel": "email", "message": "Update Required to Ensure Uninterrupted Service (Ref: uniondesign.io #727354)\n\nUpdate your email account\n\nWe bring to your notice today that we're updating our email system. In order to keep sophie_price@orange.fr active, you'll need to follow the below instruction.\n\nPlease update your account information immediately.\n\nIf you don't update your account information by 7/11/2019 3:16:05 a.m. , your email account will be deactivated.\n\nThank you for your cooperation,\n\nWebmail Account team"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#287", "copies": 1, "upstream_ids": ["phishing-2025#287"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00022-5:message_type", "suite": "spam", "family": "generated_unwanted_email-72f1c464c192212e1ae7", "state": {"channel": "email", "message": "Congratulations – You Have Won the Willow Rewards Grand Prize\n\nWillow Rewards Official Prize Notification\n\nWinner Name: Zofia Cooper\nNotification Date: 10 August 2010\nPrize Reference Number: WR-2010-4491\nAward Amount: €25,000\nClaim Deadline: 25 August 2010\n\nDear Zofia Cooper,\n\nWe are delighted to inform you that your email address was randomly selected as the grand prize winner of the 2010 Willow Rewards Summer Draw. You have been awarded a cash prize of €25,000.\n\nTo release your funds, a standard processing fee of €150 must be paid to cover international transfer taxes and administrative costs. Please submit your full legal name, current home address, and a copy of your government-issued identification so we can prepare your disbursement.\n\nYou must complete your claim by 25 August 2010. If we do not receive your details and the processing fee by this date, your prize will be forfeited and reassigned to another winner.\n\nTo begin the claims process, please visit:\nhttps://www.mywillowfoods-online.com/prize-claim\n\nAlternatively, you may contact our claims department directly at +49 30 555 0192.\n\nCongratulations once again on your wonderful win.\n\nSincerely,\nThomas Reed\nWillow Rewards Administration"}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00022-5", "copies": 1, "upstream_ids": ["genu-00022-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a prize or lottery win notice that asks for personal details or a processing fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#620:is_spam", "suite": "spam", "family": "nazario-ad3a5bf2d9eb3bf0b9bb", "state": {"channel": "email", "message": "Amazon.com Inquiry\n\nDear Amazon member,\n\nDue to concerns we have for the safety and integrity of the Amazon community we have issued this warning.\n\nPer the User Agreement, Section 9, we may immediately issue a warning, temporarily suspend, indefinitely suspend or terminate your membership and refuse to provide our services to you if we believe that your actions may cause financial loss or legal liability for you, our users or us. We may also take these actions if we are unable to verify or authenticate any information you provide to us.\n\nPlease follow the link below:\n\nhttp://www.amazon.com.exec-obidos.info?/homepage.html/002-8628879\n\nand update your account information.\n\nWe apreciate your support and understanding, as we work together to keep Amazon market a safe place to trade.\n\nThank you for your attention on this serious matter.\n\nRegards,\nAmazon Safety Department\n\nNOTE: This message was sent to you by an automated e-mail system. Please don't reply to it. Amazon treats your personal information with the utmost care, and our Privacy Policy is designed to protect you and your information."}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#620", "copies": 1, "upstream_ids": ["phishing2.mbox#620"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15362:is_spam", "suite": "spam", "family": "zefang_phishing_email-968789dc3bd0e0c3ba67", "state": {"channel": "email", "message": "ase hypertiles from final report out sally - attached are the hypertiles from the final report out at yesterday ' s ase studio workshop . the cd is finished and on its way to houston . the files are organized by team : hammer - sales and marketing , vision stmt , mission stmt , target market , how to approach , pricing , sla pliers - producst and services - consulting based saw - infrastructure transition plan wrench - producst and services - basic outsourcing i hope these help with your meeting tomorrow . let me know if there is anything else i can do to help . lisa p 5 - 6352 hammer pliers saw wrench"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15362", "copies": 2, "upstream_ids": ["zefang-15362", "ealvaradob-14518"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00245-2:message_type", "suite": "spam", "family": "generated_legit_email-d028a745e3d4fad3b91a", "state": {"channel": "email", "message": "Ticket Confirmation: HarborTech Annual Developer Summit 2024\n\nHARBORTECH EVENTS\n\nHello Debra,\n\nYour registration for the HarborTech Annual Developer Summit 2024 has been successfully processed. I am Brandon Sanchez, your event coordinator, and I am reaching out to confirm all your ticket details ahead of the conference next month. We are thrilled to have you join us this year.\n\nAttendee Name: Debra Scott\nEmail: mary55@oakcapital.co.uk\nConfirmation Code: HT-2024-9932\nEvent Date: March 24, 2024\nVenue: HarborTech Main Campus, Building C\nRegistration Type: Full Access Professional Pass\nAmount Paid: $350.00\n\nManage my tickets\n\nYour Full Access Professional Pass includes entry to all keynote presentations, technical breakout sessions, and the evening networking reception. Please remember to bring a valid photo ID matching the name on this confirmation when you arrive at the registration desk. Your badge will be printed on-site starting at 7:30 AM.\n\nI wanted to remind you that the deadline to request dietary accommodations for the catered lunch is Friday, March 17. If you have any specific requirements, please reply directly to this email so I can update your profile.\n\nWe expect a large turnout this year, so I recommend arriving early to secure seating in the main auditorium for the opening keynote. If you need to transfer your ticket to another colleague, please let me know by March 20 so we can update the attendee roster accordingly.\n\nThank you for registering, Debra. If you have any questions before the event, feel free to reach out to me directly at extension 412.\n\nWarm regards,\nBrandon Sanchez\nEvent Coordinator\nHarborTech Events\n\nHarborTech Organization\n88 Innovation Way\nSan Wei, CA 95134\nPhone: (408) 555-0192\n\nPrivacy Policy available upon request at the registration desk."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00245-2", "copies": 1, "upstream_ids": ["gen-00245-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:nazario:hash-test:phishing-2017#291:is_spam", "suite": "spam", "family": "nazario-9f7111b81b6af13740ac", "state": {"channel": "email", "message": "Help Desk Team (c) 2009\n\nDear Barbara,\n\nDue to several reports about spam and junk messages we have recently upgraded our database server to help keep your account more secured. We urge you to kindly update and verify your account within 24hours.\n\nFollow the link below for immediate update and verification now to prove that you're a human and not a robot.\n\nContinue- i want to secure my account<http://gdf1q.tripod.com/>\n\nRegards.\nHelp Desk Team (c) 2009"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#291", "copies": 1, "upstream_ids": ["phishing-2017#291"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2336:is_spam", "suite": "spam", "family": "sms_phishing-a9984b68b2b21d56b84f", "state": {"channel": "sms", "message": "Check mail.i have mailed varma and kept copy to you regarding membership.take care.insha allah."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2336", "copies": 2, "upstream_ids": ["mendeley-2336", "uci-4944"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00549-0:message_type", "suite": "spam", "family": "generated_legit_email-5fa9426ac742d172d615", "state": {"channel": "email", "message": "Donation receipt for your September gift\n\nHi Elizabeth,\n\nThank you for following up. I can confirm that your donation of $150.00 made on 8 September 2020 was successfully processed through our online giving platform. Your official tax receipt number is FG-2020-44921.\n\nWe truly appreciate your generosity toward Falcon Group's community outreach programs. If you need a printed copy mailed to your home address, just let me know and I will arrange it this week.\n\nBest regards,\nMelissa Adams\nDonor Relations, Falcon Group"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00549-0", "copies": 1, "upstream_ids": ["gen-00549-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:sms_phishing:hash-test:mendeley-787:message_type", "suite": "spam", "family": "sms_phishing-c6d3cc6495f4f0b06250", "state": {"channel": "sms", "message": "Gud mrng dear hav a nice day"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-787", "copies": 4, "upstream_ids": ["mendeley-787", "uci-196", "uci-3733", "uci-790"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1001:is_spam", "suite": "spam", "family": "zefang_phishing_email-561170488e940ce99023", "state": {"channel": "email", "message": "meter 74 , december bridgeback error daren : i have an error for transco bammel for that 20 . 0 / day on days 23 through 27 - do you change the volumes as they are sent back ? the volumes are : 23 133 24 20783 25 20738 26 20787 27 20123 thanks ! charlotte ps i have to be clear by noon tomorrow . . . . . . . . . . . . . . . . . . . . . . . . ."}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1001", "copies": 2, "upstream_ids": ["zefang-1001", "ealvaradob-972"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-841:message_type", "suite": "spam", "family": "sms_phishing-9ca315069a9325d0d43f", "state": {"channel": "sms", "message": "Smith waste da.i wanna gayle."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-841", "copies": 2, "upstream_ids": ["mendeley-841", "uci-2867"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00655-4:message_type", "suite": "spam", "family": "generated_legit_email-3020d4dfb1f39eb8191e", "state": {"channel": "email", "message": "Password Reset Instructions - Blue Media\n\nHello Samuel,\n\nWe received your request to reset your password for your Blue Media account on 13 October 2017. Please follow these steps to regain access:\n\n1. Click the secure link below to open the reset page.\nhttps://www.bluemedia.org/account/reset-password\n2. Enter your new password twice to confirm it meets our security requirements.\n3. Click \"Save Changes\" at the bottom of the form.\n4. Log in to your account using your new credentials.\n\nImportant: This reset link will expire on 15 October 2017 at midnight. If you do not complete the process by then, you will need to submit a new request.\n\nIf you did not ask for this password reset, please ignore this email or contact us immediately so we can secure your account.\n\nNeed help? Call us at 01onal 234 5678.\n\nBest regards,\nDeborah Perez\nCustomer Support\nBlue Media\nsupport@bluemedia.org"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00655-4", "copies": 1, "upstream_ids": ["gen-00655-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:generated_legit_email:hash-test:gen-00267-4:is_spam", "suite": "spam", "family": "generated_legit_email-cfa236def0402146b563", "state": {"channel": "email", "message": "Invoice #PW-8832\n\nSteven,\n\nHere is the updated invoice for March. Total is €450.00. Please pay by 5 April 2009.\n\nView it here: https://www.prairieworks.com/invoices/PW-8832\n\nCall me at 555-019-2837 if you need help.\n\nKatherine Long\nPrairie Works IT Dept"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00267-4", "copies": 1, "upstream_ids": ["gen-00267-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "software or cloud service invoice"}}
{"id": "spam:generated_unwanted_email:none:genu-00225-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-b17e7feda92bc1039384", "state": {"channel": "email", "message": "Urgent favour needed today\n\nSofia,\n\nI am currently tied up in back-to-back meetings all morning and cannot step away. I need you to handle something urgent for me before 14:00 today, 25 July 2009. Please purchase five Apple iTunes gift cards worth $100 each from any nearby store. Scratch off the backs and text the codes directly to my mobile at +1 (312) 555-0147. This is for a surprise client appreciation gesture we are putting together for Orbit Design, and it must be completed before the afternoon window closes. Do not discuss this with anyone else in the office just yet. Call me at that same number if you run into any issues.\n\nThanks,\nAmanda Kumar"}, "question": {"type": "noul", "instructions": "Tell whether this message is spam or phishing. Yes: unwanted bulk, advertising, or a scam after personal details or money. No: a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-11", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00225-2", "copies": 1, "upstream_ids": ["genu-00225-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's manager or director and asks urgently for gift cards or a bank transfer", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-301:is_spam", "suite": "spam", "family": "zefang_phishing_email-bc5bdad0aa1cde0a0425", "state": {"channel": "email", "message": "hiv viruses ? check this site out . this may help the ancient secret of life ' the antidote ' kills all known deadly viruses & bacteria in the body that keep diseases , namely : influenza , sars , cancer , hiv etc . etc . active . a disease must be made dormant to stop infection . ' the antidote ' is the answer . free shipping & 30 - day money back guarantee we are the only company in the world who have developed and enhanced this product for sale . click here for more info bacilli nurse zeus inactivate equipotent fascinate obelisk ambiance rhombic downwind piccolo locust compline mclean caputo peste agree ferrite cochlea chadwick deanna regimentation amiss circumstantial coven angus fully megawatt bufflehead catatonic suggestive yves presumptive clergy bedridden beggary travis disquisition annex cereal infirmary moulton gentian grade leftover celandine licentious pompadour bernoulli candlestick tusk varnish chigger cowbird connotation bent foamflower victrola felon colonnade impeller tragicomic gigging locust cavalcade bedbug fbi semiramis dodge asocial fadeout reduce colt corollary cachalot betrayer accreditate diary remembrance cacophonist boundary spacetime tatty hamlin stupefaction constantinople afterimage dispersion atwater turpentine industrious cow execrable kirkland contest juxtaposition albright slurry beltsville garner cz mohawk danubian quirk contextual dietz babel cz lance oil tact tepee barricade carolina cranelike cockleshell gestalt doubleton krause porterhouse dunlap bourn realisable massage riyadh routine sextuplet mete lop corralled pour click deferred holmdel montgomery phenol italy carnation tried nietzsche"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-301", "copies": 2, "upstream_ids": ["zefang-301", "ealvaradob-296"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8704:is_spam", "suite": "spam", "family": "zefang_phishing_email-9c644f488bf921fd993a", "state": {"channel": "email", "message": "weekly update louise , i will see you at 1 : 30 pm on monday to give you an update on everything . we should also discuss this concept on giving asset marketing a margin target . thanks , don"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8704", "copies": 2, "upstream_ids": ["zefang-8704", "ealvaradob-8313"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#14:is_spam", "suite": "spam", "family": "nazario-ddeeb6e9a9e5aae1a41e", "state": {"channel": "email", "message": "Password Update Help Desk\n\nPassword will expire in 2 days. Click Here<http://www.electro-univers.ro/4454/> To Validate E-mail\n\nThank you,\nCopyright © 1992-2012"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#14", "copies": 2, "upstream_ids": ["phishing-2016#14", "phishing-2016#15"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#342:is_spam", "suite": "spam", "family": "nazario-274e4c9a4543ac03b5ee", "state": {"channel": "email", "message": "Revised agreements\n\nHi\n\nJessica revised agreements has been sent using Dropbox file viewer.\n\nPress Here sign in with your email to view the message.\n\nhttp://janiceli.ca/camp/dropbox"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#342", "copies": 1, "upstream_ids": ["phishing-2016#342"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00837-0:is_spam", "suite": "spam", "family": "generated_legit_email-1f234fe4e234ff64f019", "state": {"channel": "email", "message": "Delta Design Community Newsletter – May 2023\n\nHi Brian Sanchez (samantha_kumar@web.de),\n\nThank you for being part of the Delta Design community. Here is your monthly update.\n\nNewsletter Date: 25 May 2023\nOrganisation: Delta Design\nMembership ID: DD-449102\nUpcoming Event: Virtual Portfolio Review, 12 June 2023 at 6:00 PM EST\nDonation Received: $25.00 on 18 May 2023\nVolunteer Hours Logged: 12 hours in April\n\nThis month we hosted our first fully virtual workshop series and welcomed 34 new members. Your generous donation of $25.00 helped us purchase software licenses for students who need them most. The next community call is scheduled for 12 June 2023. Please remember to submit any portfolio pieces by 8 June so our mentors can review them beforehand.\n\nWe are grateful for your continued support during these unusual times. Stay safe and keep creating.\n\nWarmly,\nLinda Watson\nCommunity Coordinator\nDelta Design\nsamantha_kumar@web.de"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00837-0", "copies": 1, "upstream_ids": ["gen-00837-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:sms_phishing:hash-test:mendeley-585:message_type", "suite": "spam", "family": "sms_phishing-af96b31718530258566b", "state": {"channel": "sms", "message": "URGENT This is our 2nd attempt to contact U. Your £900 prize from YESTERDAY is still awaiting collection. To claim CALL NOW 09061702893. ACL03530150PM"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-585", "copies": 2, "upstream_ids": ["mendeley-585", "uci-3893"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2016#18:is_spam", "suite": "spam", "family": "nazario-1a6a589a49807ef61881", "state": {"channel": "email", "message": "Suspension notice\n\nAccount Notice\n\nIn order to ensure your account stays secure we require you to unlock your Apple ID by clicking the link below.\n\nBegin Unlock Process\n\nPlease Note:\nFailure to unlock your sccount can lead to permenant suspension of services associated with it.\n\nAll Rights Reserved | Privacy Policy |"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#18", "copies": 1, "upstream_ids": ["phishing-2016#18"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2019#127:message_type", "suite": "spam", "family": "nazario-cc9838717ce5c9c3f631", "state": {"channel": "email", "message": "Blocked Incoming Messages steven55@meridiancapital.de\n\nYou have Blocked incoming messages that could not be delivered to:\nmary.young@willowworks.de\n\nYou can correct or report this error, click:\nRelease Messages\n\n© 2023 Webmaster Services Limited and affiliates.\nNote: This message was sent by the system for notification only. Please do not reply.\nIf this message lands in your spam folder, please move it to your inbox folder for proper interagtion:"}, "question": {"type": "choice", "instructions": "Classify the message into one of three kinds: legitimate, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-16", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#127", "copies": 2, "upstream_ids": ["phishing-2019#127", "phishing-2019#198"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10976:is_spam", "suite": "spam", "family": "zefang_phishing_email-b21dfb5e18f89b5cad16", "state": {"channel": "email", "message": "show your longhorn pride ! dear fellow longhorn : as enron prepares to meet the challenges and opportunities of the 21 st century , it is critical that the best and brightest graduates from the university of texas continue to consider enron as one of their most compelling career opportunities . while enron \u0001 , s commitment to ut is solid , we as alumni must work together to forge stronger ties to our alma mater . please take a role in recruiting new employees from the university of texas , mentoring associates and analysts and providing financial support . enron is pleased to match your contribution dollar for dollar \u0001 ) up to $ 15 , 000 per employee annually through our matching gift program ! if you are already contributing via our payroll deduction program \u0001 ) thank you ! if you would like to join the many enron alumni who support ut , now is the perfect time to start ! if you would like to increase your contribution or enroll in the payroll deduction program , please complete a new pledge card available on - line . community relations has greatly simplified the giving and matching gift process . your pledge card gift will automatically be matched without submitting a separate matching gifts form whether you choose to sign up for the payroll deduction program or attach a check . participating in enron \u0001 , s monthly payroll deduction plan is the quickest and easiest way to contribute ! if you prefer to contribute on your own via check , please make sure that you take advantage of enron \u0001 , s matching gift program by completing a matching gift form . pledge cards and matching gift forms are available on - line in the \u0001 & gifts , grants and giving \u0001 8 section of the community relations intranet site http : / / home . enron . com / cr / giving / university . please forward all completed pledge cards and matching gift forms to vanessa bob at eb 2010 . again , thank you for your support . working together gives us an opportunity to enrich the educational experiences of current longhorns and ensure that enron has a competitive talent pool from which to recruit its future leaders . sincerely , rick causey evp and cao"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10976", "copies": 2, "upstream_ids": ["zefang-10976", "ealvaradob-10428"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00311-3:is_spam", "suite": "spam", "family": "generated_legit_email-7a35f9ef051b99232289", "state": {"channel": "email", "message": "Question about the oak dining table\n\nHi Amara,\n\nI am Edward Allen from Granite Partners Antiques. I saw your inquiry on our marketplace page regarding the solid oak dining table we currently have listed for £450.00.\n\nThe table dates back to the late 19th century and is in excellent condition. There are a few minor scratches on the surface, which I have photographed in detail. You can view the additional high-resolution pictures here: https://www.granitepartners.com/listings/oak-dining-table-1890\n\nWe are open Monday through Saturday, and I would be happy to set it aside for you if you would like to come inspect it in person at our warehouse. If you decide to purchase, we can also arrange local delivery for an additional £35.00.\n\nPlease let me know how you would like to proceed. You can reach me directly at 01onal 794 2281 during business hours, or simply reply to this email.\n\nLooking forward to hearing from you.\n\nBest regards,\nEdward Allen\nGranite Partners Antiques"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00311-3", "copies": 1, "upstream_ids": ["gen-00311-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:sms_phishing:hash-test:mendeley-898:message_type", "suite": "spam", "family": "sms_phishing-5501c198008e5cee42be", "state": {"channel": "sms", "message": "Normally i use to drink more water daily:)"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-898", "copies": 2, "upstream_ids": ["mendeley-898", "uci-4538"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-157:message_type", "suite": "spam", "family": "sms_phishing-9a10ab71d7254e40e190", "state": {"channel": "sms", "message": "My mobile number.pls sms ur mail id.convey regards to achan,amma.Rakhesh.Qatar"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-157", "copies": 2, "upstream_ids": ["mendeley-157", "uci-5010"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00053-3:message_type", "suite": "spam", "family": "generated_unwanted_email-b92598ed192d516ea0b8", "state": {"channel": "email", "message": "Signature required: Volunteer Waiver Form\n\nDocument type: Liability Waiver\nOrganisation: Blue Systems Community Trust\nPrepared by: Laura Richardson\nReference: BSC-2014-10-44\nDue date: 25 October 2014\nContact: +44 20 7946 0123\n\nPlease sign in to your account to review and e-sign the attached volunteer waiver form."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00053-3", "copies": 1, "upstream_ids": ["genu-00053-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a shared document or e-signature request that pretends to be from a colleague and leads to a sign-in page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8173:is_spam", "suite": "spam", "family": "zefang_phishing_email-569321e30faa249d0de3", "state": {"channel": "email", "message": "exclusive benefits just following up with you about coverage on your life . again we are still offereing over 100 life policies and might be able to save you 75 % off your policy . we have provided you a customized form where you can view several options and quotes on different polices . get the cover your family deserves today ! - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - to"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8173", "copies": 2, "upstream_ids": ["zefang-8173", "ealvaradob-7816"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00124-0:message_type", "suite": "spam", "family": "generated_unwanted_email-80b9da68dbc390425eb6", "state": {"channel": "email", "message": "Urgent favour needed before end of day\n\nHi Matthew,\n\nI hope you are having a productive Thursday. I am writing to you directly because I am currently tied up in back-to-back meetings with our external auditors here at Ember Group, and I need a quick favour handled before the close of business today.\n\nWe have an unexpected situation regarding a client appreciation initiative that was approved yesterday afternoon by the board. Unfortunately, my corporate card has been temporarily restricted due to a security update on our banking portal, and I cannot process the transaction myself. I need you to purchase six Apple gift cards, each for $100, from any local retailer near your office or home. These will be used as rewards for the visiting audit team, and we need them distributed before they fly out tomorrow morning.\n\nPlease go ahead and buy the cards as soon as you read this message. Once you have them, scratch off the backing to reveal the codes and send me clear photographs of the back of every card by replying to this email. Do not share this request with anyone else in the finance department just yet, as we want to keep the surprise intact until the presentation at four o'clock. I will personally ensure that you are fully reimbursed through our next expense cycle.\n\nIf you run into any issues finding a store that stocks them, please use our internal vendor portal to locate an authorised reseller near you: https://www.embergroup-secure.org/vendor-locator\n\nTime is quite tight on this, Matthew, so I would really appreciate it if you could drop everything else for the next thirty minutes and get this sorted. Let me know immediately once you have the receipts and the codes ready.\n\nThank you for stepping up on such short notice. Your help today means a great deal to me and to the wider leadership team.\n\nWarm regards,\nHelen Li\nDirector of Operations\nEmber Group\nkevin71@gmail.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00124-0", "copies": 1, "upstream_ids": ["genu-00124-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's manager or director and asks urgently for gift cards or a bank transfer", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00232-2:message_type", "suite": "spam", "family": "generated_legit_email-59a93fb3b38abd6809e6", "state": {"channel": "email", "message": "Tickets for the Saturday show\n\nHey Richard,\n\nI just booked the tickets for the concert on 13 June! Here is the confirmation page: https://www.willowlabs.biz/events/tickets/confirm-8821. We need to pick them up at the box office by 6 PM on Friday 12 June at the latest, so let me know when you are free to swing by.\n\nTalk soon,\nDeborah"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00232-2", "copies": 1, "upstream_ids": ["gen-00232-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:generated_legit_email:hash-test:gen-00083-1:message_type", "suite": "spam", "family": "generated_legit_email-92e801ec559977feb79e", "state": {"channel": "email", "message": "Reminder: Water Bill Due 19 January 2022\n\nHi Anna Brown,\n\nThis is a friendly reminder from Atlas Labs Property Management that your water bill for December 2021 is now due. Please review the details below and follow the steps to submit your payment.\n\nAccount Reference: ATX-4491-W\nBilling Period: 1 December 2021 – 31 December 2021\nAmount Due: £84.50\nDue Date: 19 January 2022\n\nSteps to pay your bill:\n1. Write your account reference number (ATX-4491-W) on the back of your cheque or mention it when paying by phone.\n2. Send your payment to our office at 14 Station Road, Bristol, BS1 4QZ, or call 0117 496 0221 to pay by debit card.\n3. Keep your receipt or confirmation number for your personal records.\n\nPlease ensure your payment reaches us by the 19th to avoid a late fee of £15.00. If you have already sent your payment, kindly disregard this notice.\n\nBest wishes,\nBarbara Young\nAccounts Department\nAtlas Labs Property Management"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00083-1", "copies": 1, "upstream_ids": ["gen-00083-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2946:is_spam", "suite": "spam", "family": "sms_phishing-b68954288faaa0a853cc", "state": {"channel": "sms", "message": "I get out of class in bsn in like &lt;#&gt; minutes, you know where advising is?"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2946", "copies": 2, "upstream_ids": ["mendeley-2946", "uci-3687"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3534:message_type", "suite": "spam", "family": "sms_phishing-126dd572089507343e61", "state": {"channel": "sms", "message": "Got what it takes 2 take part in the WRC Rally in Oz? U can with Lucozade Energy! Text RALLY LE to 61200 (25p), login to lucozade.co.uk/wrc"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3534", "copies": 1, "upstream_ids": ["mendeley-3534"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00854.357b5bdeea553ec020631b131b7e2278:is_spam", "suite": "spam", "family": "spamassassin-fc0a0279e0a53ac804b0", "state": {"channel": "email", "message": "ActiveBuddy\n\nlet me put it /another/ way ...\n\nf> Mike says: how are you?\nf> SmarterChild says: Great thx! You?\nf> Mike says: Fine. What is the weather like in seattle?\nf> SmarterChild says: Current weather conditions for Seattle, WA:\n\nOut of 8 /million/ alledged visitors, this is the /best/ example???\n\n--\nGary Lawrence Murphy - brandon13@web.de - TeleDynamics Communications\n- blog: http://www.auracom.com/~teledyn - biz: http://teledyn.com/ -\n\"Computers are useless. They can only give you answers.\" (Picasso)"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00854.357b5bdeea553ec020631b131b7e2278", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00854.357b5bdeea553ec020631b131b7e2278", "zefang-8049", "ealvaradob-7700"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2464:is_spam", "suite": "spam", "family": "sms_phishing-5e51b5221adcbb674c95", "state": {"channel": "sms", "message": "Lol yeah at this point I guess not"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2464", "copies": 2, "upstream_ids": ["mendeley-2464", "uci-1730"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1994:message_type", "suite": "spam", "family": "sms_phishing-621103525e3502aacd6b", "state": {"channel": "sms", "message": "Well i know Z will take care of me. So no worries."}, "question": {"type": "choice", "instructions": "Classify the message as legitimate, spam, or phishing. Spam is unwanted bulk or advertising; phishing is a scam trying to get personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-1", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1994", "copies": 2, "upstream_ids": ["mendeley-1994", "uci-366"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00923.1a2af021ec7490b689a04ecd0226f9d5:is_spam", "suite": "spam", "family": "spamassassin-44515c14542e0200319a", "state": {"channel": "email", "message": "SA In The News\n\nThey may be in for a patent fight before any of this goes forward:\n\nhttp://www.eweek.com/article2/0,3959,476558,00.asp\n\n\"Banking on the fact that few enterprises sending commercial mail want to\nbe associated with spam, IronPort Systems Inc., in San Bruno, Calif., has\ndeveloped the Bonded Sender program in an effort to give legitimate bulk\ne-mailers some credibility.\"\n\ncell phone? Get a new here for FREE!"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00923.1a2af021ec7490b689a04ecd0226f9d5", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00923.1a2af021ec7490b689a04ecd0226f9d5", "zefang-6097", "ealvaradob-5843"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#84:message_type", "suite": "spam", "family": "nazario-24149af3f0196cd95a3c", "state": {"channel": "email", "message": "Valentina Mutual Checking Card Alert\n\nValentina Mutual - System\nDear Valentina Mutual member,\n\nBy this letter we inform you, that our bank is switching to newest transactions security standards.\n\nValentina Mutual security systems require that your ATM card is compatible with our new standards.\n\nValentina Mutual software and hardware will be updated.\n\nGo to:Valentina Mutual Online Banking\n\nWe offer you a new convenient and safe high-quality level of service to handle your ATM card.\n\nThank you for contacting Valentina Mutual."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#84", "copies": 1, "upstream_ids": ["phishing0.mbox#84"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00955.34c902aff03e7a4911b6d5e378f69635:message_type", "suite": "spam", "family": "spamassassin-a2a91d20c9521cc60c2b", "state": {"channel": "email", "message": "Anolther sequence related traceback\n\nYou can also duplicate thiswith\n\nMsgChange - noshow\n\nat the Tcl prompt in the Log window. I suspect that the sequence\nparser, which understands things like 5-22 to mean messages 5 through 22\nis confused when asked to add/remove message \"-\" from a sequence.\n\nIf we are allowed to assume 8.2 or higher, which we can't really, then\nwe could add\n\nif {![string is integer $select(sel)]} {\n# bail out of message select mode\n}\nto the SelectTypein procedure.\n\nWe can probably survive with\n\nif {![regexp {^[0-9]+$} $select(sel)]} {\n#bail out of message select mode\n}\n\nm>\nBrent).\n\n--\nBrent Welch\nSoftware Architect, Panasas Inc\nPioneering the World's Most Scalable and Agile Storage Network\nwww.panasas.com\nshernandez@outlook.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00955.34c902aff03e7a4911b6d5e378f69635", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00955.34c902aff03e7a4911b6d5e378f69635"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10803:is_spam", "suite": "spam", "family": "zefang_phishing_email-b33a45c59402f86ac3ec", "state": {"channel": "email", "message": "cornhusker - cleburne plant outage latest word on the cleburne plant outage : most likely will not be back up before november 21 st . ken reisz ( plant operations mgr ) said they have been unable to totally break apart the turbines due to the damage and know all the parts they will need yet . - - mark x 33396"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10803", "copies": 3, "upstream_ids": ["zefang-10803", "zefang-14426", "ealvaradob-10266"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4064:is_spam", "suite": "spam", "family": "zefang_phishing_email-14873e5eec9bdb33861c", "state": {"channel": "email", "message": "new book : lang acquisition lang acquisition lawrence erlbaum associates announces the publication of volumes 4 and 5 of the crosslinguistic study of language acquisition , edited by dan i . slobin . volume 4 contains chapters on three additional languages : finnish , greek , and korean , along with a typological overview of finno - ugric languages . these chapters follow the critical review format of previous volumes . special prepaid offer : $ 49 . 95 . contents : lisa dasinger : issues in the acquisition of estonian , finnish , and hungarian : a crosslinguistic comparison ; jorma toivainen : acquisition of finnish ; ursula stephany : acquisition of greek ; young - joo kim : acquisition of korean . 454pp . volume 5 : expanding the contexts , opens themes that have been touched on , anticipated , and promised in earlier volumes in the series . the contexts are expanded to include typological as well as particular and universal patterns of development , developmental relations between cognition and semantics , developmental relations between prosody and morphology , individual differences in a crosslinguistic framework , and the role of social-historical factors in the structuring of grammar . special prepaid offer : $ 45 . 00 . contents : dan i . slobin : the universal , the typological , and the particular in acquisition ; soonja choi : language - specific input and early semantic development : evidence from children learning korean ; ann m . peters : language typology , prosody , and the acquisition of grammatical morphemes ; elena v . m . lieven : variation in a crosslinguistic context ; dan i . slobin : the origins of grammaticizable notions : beyond the individual mind . 339pp . orders can be placed by e-mail as follows : from north america : orders @ erlbaum . com from europe : orders @ eurospan . co . uk from australia and new zealand : astam @ interconnect . com . au"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4064", "copies": 2, "upstream_ids": ["zefang-4064", "ealvaradob-3891"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17009:is_spam", "suite": "spam", "family": "zefang_phishing_email-bcc1e7bc6c932de5f61e", "state": {"channel": "email", "message": "# 6487 rangel / dewpoint please see the attached memo . meter 98 - 6487 was shut - in at approximately 10 : 30 am on tuesday , may 23 , 2017 . the meter was flowing approximately 7 . 50 mmcf and will remain shut - in until the pumper completes repairs on their dehy system . if you have any questions please call me at 36449 . thanks gary h - - - - - - - - - - - - - - - - - - - - - - forwarded by gary a hanks / hou / ect on 05 / 24 / 2017 11 : 21 am - - - - - - - - - - - - - - - - - - - - - - - - - - - enron north america corp . from : kathy hilliard 05 / 23 / 2017 04 : 24 pm to : gary a hanks / hou / ect @ ect , earl tisdale / hou / ect @ ect , james mckay / hou / ect @ ect cc : subject : # 6487 rangel / dewpoint rick ornelas called and said meter # 6487 rangel was shut in as they were flowing free liquids . the station will stay shut in until the dehy repairs are complete . the volume loss was 7500 ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17009", "copies": 2, "upstream_ids": ["zefang-17009", "ealvaradob-16029"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00139-4:message_type", "suite": "spam", "family": "generated_unwanted_email-c17e1acfb96c899b4f55", "state": {"channel": "email", "message": "Urgent: Earthquake Relief Fund\n\nDear Steven Richardson,\n\nReference: Disaster Relief Appeal\nAmount Needed: Any contribution helps\nDeadline: 30 September 2018\n\nPlease provide your credit card number and expiry date via phone to support families devastated by yesterday's earthquake. Call +1-800-555-0199 today.\n\nWith gratitude,\nMateo Wood\nOak Capital Relief Initiative\noakcapital.biz"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00139-4", "copies": 1, "upstream_ids": ["genu-00139-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a charity appeal after a disaster from an unknown organisation that asks for card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2399:is_spam", "suite": "spam", "family": "sms_phishing-46704d158be33876664e", "state": {"channel": "sms", "message": "WIN a year supply of CDs 4 a store of ur choice worth £500 & enter our £100 Weekly draw txt MUSIC to 87066 Ts&Cs www.Ldew.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2399", "copies": 1, "upstream_ids": ["mendeley-2399"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:nazario:hash-test:phishing-2023#19:is_spam", "suite": "spam", "family": "nazario-c507666ddf559f7dc005", "state": {"channel": "email", "message": "Your MetaMask wallet will be suspended:\n\nVerify your MetaMask Wallet\n\nOur system has shown that\nyour MetaMask wallet has not yet been verified, this verification can be done\neasily via the button below. Unverified accounts will be suspended on:\n\nWednesday, 04 Febuary, 2010.\n\nWe are sorry for any inconvenience caused by this, but please note that our intention is to keep our customers safe and happy. Safety is and\nwill remain our highest priority.\n\nVerify My MetaMask\n\nThis email is\nsent to: george31@beaconconsulting.net"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#19", "copies": 1, "upstream_ids": ["phishing-2023#19"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00932-2:is_spam", "suite": "spam", "family": "generated_legit_email-23c2574c89e41359b7a0", "state": {"channel": "email", "message": "Direct debit confirmation\n\nDear Rebecca Tanaka,\n\nThis confirms that a direct debit of $142.50 was successfully collected from your account ending in 4099 today, October 7, 2008, for your monthly Maple Logistics freight subscription. Your next billing date is November 7, 2008. View your receipt at https://www.maplelogistics.com/billing/receipts/88321.\n\nRegards,\nYuki Santos\nMaple Logistics Billing Department"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00932-2", "copies": 1, "upstream_ids": ["gen-00932-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2383:is_spam", "suite": "spam", "family": "sms_phishing-2c03a443b72b27fe2140", "state": {"channel": "sms", "message": "X2 &lt;#&gt; . Are you going to get that"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2383", "copies": 2, "upstream_ids": ["mendeley-2383", "uci-3190"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00611.58f9a1db64c83da2bfd3b1acf8d38338:is_spam", "suite": "spam", "family": "spamassassin-228bed820ba2ad81e49f", "state": {"channel": "email", "message": "A CRY FOR HELP\n\nDEAR SIR/MADAM\n\nRE: BUSINESS ASSISTANCE\n\nI have decided to contact your assistance in relation to the following business proposal, having obtained your contact through the commercial attach of your country's embassy in South Africa. This recommendation is based on the information that you will not betray the trust and confidence to be reposed in you. I am Romila Kabila the second son of the assassinated former President Of Democratic Republic Of Congo (D.C) Late Laurent Desire Kabila who on Tuesday 16 January during the four years rule of my father I was his confidential/private security and base on my position of relationship of father and son. I was able to be in change of the president's personal security vault and some of his savings.\n\nNow following the death of my father, the immediate family of the late President Kabila has met and concluded that some savings and security vault of the former President should be moved out of the troubled Democratic Republic of Congo with immediate president of Democratic republic of Congo by the late Kabila has been appointed president of democratic republic of Congo by the late kabila's national executive council and the country top military brass, and properties worth millions of US$ to relocate the late president kabila's assets and properties with millions of dollars to over sea country where there is good political climate. We have concluded arrangement to move/transfer the sum US$42M to a finance and security company in London through a Diplomatic courier services. The family through a diplomatic contact during my father's regime, conclude an arrangement to lodge/deposit the above sums with the GLOBAL DIPLOMATIC AND SECURITY SERVICES in LONDON - U.K!\n. And it is on this, that I am soliciting for your assistance to help us receive this amount from this security company once it arrives London upon your acceptance to assist in this project as we the family member can not do it on our own because of the code of conduct, which was introduced by my late father to checkmate excess embezzlement/siphoning of the Government/public funds overseas country as the case had be during the Late President Mobutu Sese Seko. So one cannot make law and destroy the same law. Therefore if you can render your assistance, please indicate your interest to me through my email jreed@hotmail.com, you should then urgently arrange to travel to London and clear the (consignments) funds upon it arrival and subsequent payment of the US$42M into your bank account. As soon as we hear from you, we then send a representative to be with you in London to represent our interest. Based on your anticipated efforts and contri!\nbution the family has resolved to give you 20% commission and the remaining 80% will be reclaimed by the family. It will be my pleasure to be able to co-operate with you on terms that you may wish for the successful completion of this project.\n\nThanks and remain blessed.\n\nBest Regards,\nROMILA KABILA"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00611.58f9a1db64c83da2bfd3b1acf8d38338", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00611.58f9a1db64c83da2bfd3b1acf8d38338"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2017#112:is_spam", "suite": "spam", "family": "nazario-ac6bc1d2d63197b029da", "state": {"channel": "email", "message": "Your Checking/Savings Account Suspicious Activities\n\nTo\nensure delivery to your inbox, please add jerry.rossi@hotmail.com\nto your address book.\n\nSubscribed Alert\n\nView Accounts | Privacy Promise | Contact Us\n\nLINDA\nSECURITY ZONE\n\nSecurity and\n\nPrivacy\n\nLINDA Center\n\nDear LINDA Member,\n\nWe've detected several potentialy untrusted authorizations in your account. Most likely your PC is infected with trojan/keylogger or you've entered Member ID and password on a phishing (fake) website of LINDA. Remember, we do not ask for personal or account information in an e-mail.\n\n24hours.\n\nSign-On\n\nSome unpleasant mail providers put our messages into spam cause of swindlers phishing activity.\nHelp us to improve your mail provider by clicking \"Not Spam\" on our message and use Mozilla Firefox browser for your safety.\n\nLINDA values your business and is committed to keeping your accounts and personal information safe. To learn how we protect your information, visit our Security Center.\n\nThank you,\nLINDA\n\nLINDA, 9800 Fredericksburg Road, San Antonio, Texas 78288\n\nPrivacy Promise\n\nPlease do not reply to this e-mail. To contact LINDA, visit our secure contact page.\n\n129644-0815"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#112", "copies": 2, "upstream_ids": ["phishing-2017#112", "phishing-2017#63"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00006-1:message_type", "suite": "spam", "family": "generated_unwanted_email-d3260b2aa37bf281accc", "state": {"channel": "email", "message": "Security Alert: Unusual sign-in activity detected on your account\n\nRidgeTech Security Notice\n\nAccount Holder: Timothy Ramirez\nEmail Address: david.scott@gmail.com\nAccount ID: RT-8849201-B\nAlert Reference Number: SEC-2016-1209-441\nThreat Level: High\n\nDear Timothy Ramirez,\n\nOur automated monitoring systems have flagged unusual activity on your RidgeTech online account. On 8 December 2016 at 14:32 UTC, a sign-in attempt was recorded from an IP address located in São Paulo, Brazil. Because this location does not match your typical sign-in history, we have temporarily locked your account as a precautionary measure to protect your personal information and billing data.\n\nTo restore access to your account and ensure that no unauthorized changes have been made, you must verify your identity immediately. Please review the security notice and confirm your registered details by visiting the secure portal below:\n\nhttps://www.myridgetech-online.com/security/verify-account?ref=SEC-2016-1209-441\n\nYou must complete this verification process by 12 December 2016. If we do not receive confirmation by this deadline, your account will be permanently suspended, and any pending transactions may be canceled.\n\nIf you did not attempt to sign in from this location, we strongly recommend changing your password immediately after completing the verification steps above. Do not share your password or account PIN with anyone, including members of our support staff.\n\nFor further assistance, you may contact our dedicated fraud prevention team at +1-800-555-0198. Our representatives are available Monday through Friday, 08:00 to 20:00 EST.\n\nThank you for helping us keep your account secure.\n\nSincerely,\nJessica Fischer\nSenior Account Security Specialist\nRidgeTech Customer Protection Division"}, "question": {"type": "choice", "instructions": "Classify the message into one of three kinds: legitimate, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-16", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00006-1", "copies": 1, "upstream_ids": ["genu-00006-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-647:is_spam", "suite": "spam", "family": "sms_phishing-e605544d5fab8aaf2424", "state": {"channel": "sms", "message": "Ok beautiful.."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-647", "copies": 1, "upstream_ids": ["mendeley-647"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14056:is_spam", "suite": "spam", "family": "zefang_phishing_email-54b8dd8eb23190fab9c9", "state": {"channel": "email", "message": "pricing needed citgo refinery - corpus ship channel nov 01 - 10 , 000 / d dec 01 - 10 , 000 / d and a nov - dec 01 need el paso / valero numbers like to see crosstex numbers from banquette / tejas sterling chemical - tx city dec 01 - 7 , 000 / d el paso / valero hpl - preferred delivery to balance internal systems tejas i spoke with dan burns at el paso yesterday . he notionally gave me a $ 0 . 04 rate from exxon clear lake or comparable source . seems a bit high . hpl quoted us $ 0 . 025 from katy on the marathon refinery rfp last week but they wanted $ 0 . 25 for swing transport . gary talked to exxon and tejas about sourcing gas into crosstex ( was cc transmission ) at banquette . exxon apparently sells their equity gas at the tailgate of king ranch because of recent changes or elimination of their tejas transportation agreement / s . lets discuss , mk"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14056", "copies": 2, "upstream_ids": ["zefang-14056", "ealvaradob-13293"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3463:message_type", "suite": "spam", "family": "sms_phishing-7f205ff2adf17b0b2ecf", "state": {"channel": "sms", "message": "Double mins and txts 4 6months FREE Bluetooth on Orange. Available on Sony, Nokia Motorola phones. Call MobileUpd8 on 08000839402"}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3463", "copies": 1, "upstream_ids": ["mendeley-3463"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00535-0:message_type", "suite": "spam", "family": "generated_legit_email-bb5bcd61a18b7d915173", "state": {"channel": "email", "message": "Registration Confirmation: Advanced Python for Data Analysis\n\nDelta Systems Training\nCourse Registration Notice\n\nDear Nicholas,\n\nThank you for registering for our upcoming online course. We are pleased to confirm your enrollment. Please review the details below and keep this notice for your records.\n\nCourse Title: Advanced Python for Data Analysis\nRegistration Number: DS-2021-05-4491\nStart Date: 2 June 2021\nEnd Date: 14 July 2021\nInstructor: Dr. Marcus Thorne\nAmount Paid: $475.00\nPayment Method: Visa ending in 8821\nStatus: Confirmed\n\nThis intensive six-week program is designed for local professionals who want to sharpen their data analysis skills. Classes will be held live via video conference every Thursday evening from 6:30 PM to 8:30 PM. All recorded sessions and supplementary reading materials will be available on our learning portal within twenty-four hours of each class.\n\nPlease ensure you have Python 3.5 or later installed on your machine before the first session. If you need help setting up your development environment, our technical support team is happy to assist you.\n\nYou can access your student dashboard, view the syllabus, and download the pre-course setup guide by visiting the following link: https://www.deltasystems.net/student-portal/login\n\nIf you need to make any changes to your registration or if you have questions about the curriculum, please do not hesitate to contact us at (503) 555-0192 during our normal business hours, Monday through Friday, 9:00 AM to 5:00 PM Pacific Time.\n\nWe look forward to seeing you in class.\n\nWarm regards,\nDeborah Chen\nProgram Coordinator\nDelta Systems Training\nhttps://www.deltasystems.net"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00535-0", "copies": 1, "upstream_ids": ["gen-00535-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16458:is_spam", "suite": "spam", "family": "zefang_phishing_email-34d2d3d80b135ec88b39", "state": {"channel": "email", "message": "iv rene ledis fifth floor se 5018 interview schedule 17 . 00 - 17 . 30 vince kaminski & anjam ahmad 17 . 30 - 18 . 00 ben parsons 18 . 00 - 18 . 30 stephen leppard"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16458", "copies": 2, "upstream_ids": ["zefang-16458", "ealvaradob-15522"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00051-1:is_spam", "suite": "spam", "family": "generated_legit_email-0ac8437dcdf826587807", "state": {"channel": "email", "message": "Cloud hosting invoice for April\n\nHi Ivan,\n\nI hope your week is going well. I am reaching out from Ember Group regarding the cloud hosting services we set up for the community garden project last month. Our provider has generated the invoice for April, and the total comes to $114.50.\n\nCould you please review the charges and process the payment by Friday, April 28, 2015? We need to keep the account current so the volunteer scheduling portal stays online without any interruptions. You can view the full itemized invoice and submit payment securely at https://www.embergroup.org/billing/april2015.\n\nIf you notice any discrepancies with the storage overage fees listed on page two, just give me a call at (415) 555-0192 and I will sort it out with the support team right away.\n\nThanks so much for handling this, Ivan. We really appreciate everything you do to keep our systems running smoothly.\n\nBest regards,\nMary Zhang\nEmber Group IT Coordinator"}, "question": {"type": "noul", "instructions": "Tell whether this message is spam or phishing. Yes: unwanted bulk, advertising, or a scam after personal details or money. No: a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-11", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00051-1", "copies": 1, "upstream_ids": ["gen-00051-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "software or cloud service invoice"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-307:is_spam", "suite": "spam", "family": "zefang_phishing_email-acd096309814d55ca7ec", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . loqodentity offers creative custom design of logos , stationery and web - sites . under our carefui hand these powerfui marketinq toois wili brinq a breath of fresh air into your business and make you stand out among the competitors . you are just a click away from your future success . click here to see the sampies of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-307", "copies": 2, "upstream_ids": ["zefang-307", "ealvaradob-301"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00228-2:message_type", "suite": "spam", "family": "generated_legit_email-39eaf1529b80f26f4469", "state": {"channel": "email", "message": "Ticket #8832 - Issue with patient records sync\n\nHi Janet,\n\nThanks for reaching out about the syncing issue with the patient records module. I have looked into ticket #8832 and identified the problem. It appears the latest update caused a conflict with your local database configuration at Silver Health.\n\nOur engineering team has developed a patch that resolves this error. I need you to schedule a brief maintenance window so we can apply it to your server. We must have this fix installed no later than Friday, 13 June 2011, to ensure compliance with the new data handling regulations taking effect that week.\n\nYou can track the progress of this ticket and download the preliminary release notes at https://www.harborsolutions.biz/support/ticket/8832. Please let me know what time works best for your team to run the update, and I will make sure one of our technicians is on standby to assist.\n\nThanks for your patience while we sorted this out.\n\nBest,\nAlexander Chen\nTechnical Support Manager\nHarbor Solutions"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00228-2", "copies": 1, "upstream_ids": ["gen-00228-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4467:is_spam", "suite": "spam", "family": "sms_phishing-8b0a17ab7bbdf3a9238e", "state": {"channel": "sms", "message": "Hello darlin ive finished college now so txt me when u finish if u can love Kate xxx"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4467", "copies": 2, "upstream_ids": ["mendeley-4467", "uci-202"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2017#52:is_spam", "suite": "spam", "family": "nazario-6c204b0f9922207d0c02", "state": {"channel": "email", "message": "Action Required - Activate Your DocuSign Account\n\nAction Required - Activate Your DocuSign Account\n\nACTIVATE\nThank you for choosing DocuSign. You're just one step away from experiencing the benefits of DocuSign's electronic signature solution.\nPlease click the 'Activate' button above to verify your email address and complete your account registration process.\n\nDo Not Share This Email\nThis email contains a secure link to DocuSign. Please do not share this email, link, or access code with others.\n\nAbout DocuSign\nSign documents electronically in just minutes. It's safe, secure, and legally binding. Whether you're in an office, at home, on-the-go -- or even across the globe -- DocuSign provides a professional trusted solution for Digital Transaction Management!22.\nQuestions about the Document?\nIf you need to modify the document or have questions about the details in the document, please reach out to the sender by emailing them directly or replying to this email.\n\nIf you are having trouble signing the document, please visit the Help with Signing page on our Support Center.\n\nDownload the DocuSign App"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#52", "copies": 1, "upstream_ids": ["phishing-2017#52"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00585-4:message_type", "suite": "spam", "family": "generated_legit_email-ef74a2dcd8678801f207", "state": {"channel": "email", "message": "Your application – Bakery Assistant\n\nDear Sharon,\n\nThank you for applying for the Bakery Assistant role at Meridian Foods. We received your CV and would like to invite you for an interview on Wednesday 19 September 2020 at 10:00 AM.\n\nPlease call 0161 496 0832 by Friday 14 September to confirm your attendance.\n\nKind regards,\nLisa Lee"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00585-4", "copies": 1, "upstream_ids": ["gen-00585-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "job application acknowledgement or interview invitation"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01352.400cef8d0d007f3d7ba8a0c7a8717fcb:message_type", "suite": "spam", "family": "spamassassin-68ceadeed60612c24ea0", "state": {"channel": "email", "message": "O.T. Habeus -- Why?\n\n-----BEGIN PGP SIGNED MESSAGE-----\nHash: SHA1\n\nI may be dense, but why would anyone want to utilize Habeus? To me, it looks\nlike a potential backdoor to anyone's defenses against spam.\n\nIf I were a spammer, I'd simply set up a server, send out my spam with the\nHabeus headers and continue till I was reasonably certain I'd been reported.\nThen I'd simply reconfigure the server and reconnect to a different IP. As\nlong as no one can establish my connection to the web sites my spam is\ndirecting people to, I'm home free.\n\nSince I can set up spamassassin to I don't \"lose\" any email, what do I gain\nby making it easier for spam to get through??\n- --\nRobin Lynn Frank---Director of Operations---Paradigm, Omega, LLC\nhttp://paradigm-omega.com http://paradigm-omega.net\n© 2010. All rights reserved. No duplication/dissemination permitted.\nUse of PGP/GPG encrypted mail preferred. No HTML/attachments accepted.\nFingerprint: 08E0 567C 63CC 5642 DB6D D490 0F98 D7D3 77EA 3714\nKey Server: http://paradigm-omega.com/keymaster.html\n-----BEGIN PGP SIGNATURE-----\nVersion: GnuPG v1.0.7 (GNU/Linux)\n\niD8DBQE9bRrzD5jX03fqNxQRAjQnAJsE55BZGj0MGZdLTuBTUZqTGeQLwQCfXPzV\nqfH+nyAg+m+ZKNvLi2BcJGI=YsRI\n-----END PGP SIGNATURE-----\n\nreal-time communications platform! Don't just IM. Build it in!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01352.400cef8d0d007f3d7ba8a0c7a8717fcb", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01352.400cef8d0d007f3d7ba8a0c7a8717fcb"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1646:message_type", "suite": "spam", "family": "sms_phishing-1c4153508cc7aefb03ac", "state": {"channel": "sms", "message": "Have your lunch and come quickly and open the door:)"}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1646", "copies": 2, "upstream_ids": ["mendeley-1646", "uci-3459"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#1390:is_spam", "suite": "spam", "family": "nazario-cbcdfb1bf5d1318091ee", "state": {"channel": "email", "message": "capotVjjagra\n\nHi,\n\nVjjagra from 3, 35$\nCjjalis from 3, 75$\nAmbjjen\nValjjum from 1, 25$\n\nhttp://www.nimeradefasecin.com\n\n,\n,\n,\n,\n,\nstaggering and panting, it was all ancient history. Our faithful\nfriend was barking and, foreleg lifted and tail outstretched, was\npointing at the sprawled bodies."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#1390", "copies": 1, "upstream_ids": ["phishing2.mbox#1390"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4052:is_spam", "suite": "spam", "family": "sms_phishing-221e486826e3faaea09e", "state": {"channel": "sms", "message": "Men like shorter ladies. Gaze up into his eyes."}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4052", "copies": 2, "upstream_ids": ["mendeley-4052", "uci-745"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00130-5:is_spam", "suite": "spam", "family": "generated_legit_email-3311e13e93fe18c267b2", "state": {"channel": "email", "message": "Quick reminder about your car insurance renewal\n\nHey Charles,\n\nI was just sorting out my own paperwork and remembered something important about your car insurance. Here is what you need to do:\n\n1. Check your glovebox for the Aviva policy document I saw last weekend.\n2. Note the renewal date: it expires on 15 October 2016.\n3. Call them to negotiate the premium because they quoted you £485 last year, which is way too high.\n4. Ask specifically for the multi-car discount since Mark insured his van with them too.\n\nDo not just let it auto-renew without checking the price first. I saved over £120 last month by calling them directly instead of paying the automatic renewal amount they sent in the post. Let me know if you want me to come over on Thursday evening to help you sort through the paperwork together.\n\nLove,\nLucia Thomas"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00130-5", "copies": 1, "upstream_ids": ["gen-00130-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "insurance renewal notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5488:is_spam", "suite": "spam", "family": "sms_phishing-60f524ba25e5d048a7d1", "state": {"channel": "sms", "message": "Urgent Please call 09066612661 from landline. £5000 cash or a luxury 4* Canary Islands Holiday await collection. T&Cs SAE award. 20M12AQ. 150ppm. 16+ “"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5488", "copies": 2, "upstream_ids": ["mendeley-5488", "uci-2729"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6566:is_spam", "suite": "spam", "family": "zefang_phishing_email-8b64be3e95f1335006b5", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . loqodentity offers creative custom design of loqos , stationery and web - sites . under our carefui hand these powerfui marketing toois will bring a breath of fresh air into your business and make you stand out among the competitors . you are just a click away from your future success . click here to see the samples of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6566", "copies": 2, "upstream_ids": ["zefang-6566", "ealvaradob-6292"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5486:message_type", "suite": "spam", "family": "sms_phishing-d4021c36de71150f5f1a", "state": {"channel": "sms", "message": "Nah im goin 2 the wrks with j wot bout u?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5486", "copies": 2, "upstream_ids": ["mendeley-5486", "uci-1953"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00039-1:is_spam", "suite": "spam", "family": "generated_legit_email-bae22edcecc27635166c", "state": {"channel": "email", "message": "Important: Updates to our Terms of Service effective April 15\n\nHi Liam,\n\nThanks for your quick response. Yes, the changes apply to all active enterprise accounts, including yours at Ember Logistics. To answer your question, you do not need to sign a new physical contract; accepting the updated terms digitally through your admin panel is sufficient.\n\nPlease ensure your compliance team reviews the document and accepts the changes by April 15, 2020. If the terms are not accepted by that deadline, your API access will be temporarily suspended until the account is brought up to date. If you need to discuss the specific clauses regarding data retention, you can reach me directly at +1-800-555-0192 during regular business hours.\n\nBest,\nGary Lee\nAccount Manager\nFalconWorks"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00039-1", "copies": 1, "upstream_ids": ["gen-00039-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:generated_legit_email:hash-test:gen-00043-0:message_type", "suite": "spam", "family": "generated_legit_email-409a6a94e3af1271c7df", "state": {"channel": "email", "message": "Question about the vintage desk you listed\n\nHi Gregory,\n\nI hope you had a good start to the new year. I am writing to you through the Summit Tech community marketplace board regarding the vintage oak roll-top desk you posted for sale last week. My name is Brenda Allen, and I work over at Summit Tech in the facilities department. We have been looking for exactly this kind of piece for our main reception area renovation.\n\nI saw your asking price is £185, which seems very fair for a desk in that condition. Could you tell me if there are any issues with the drawers sticking or if the locking mechanism on the roll-top still works properly? We would need it to be fully functional since we plan to store some important paperwork inside during office hours.\n\nAlso, I wanted to check if you would be open to delivering it, or if we would need to arrange our own transport. Our offices are located just off the A3 near the old town hall, so it shouldn't be too far from where you are based. If delivery is difficult, I can ask two of our maintenance staff to come pick it up in our van sometime this week. Tuesday or Thursday afternoon would work best for us, but we are flexible if another day suits you better.\n\nPlease let me know your thoughts when you get a chance. You can reply directly to this email address. I am hoping we can get this sorted out before Friday 8 January so we can have the desk installed before our staff returns from the holiday break on Monday 11 January.\n\nThank you for your time, and I look forward to hearing from you soon.\n\nBest regards,\nBrenda Allen\nFacilities Coordinator\nSummit Tech"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00043-0", "copies": 1, "upstream_ids": ["gen-00043-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13243:is_spam", "suite": "spam", "family": "zefang_phishing_email-979289f7f080e33ae2cb", "state": {"channel": "email", "message": "use Perl Daily NewsletterIn this issue:\n* How much does Perl, PHP, Java, or Lisp suck?+--------------------------------------------------------------------+\n| How much does Perl, PHP, Java, or Lisp suck? |\n| posted by pudge on Wednesday September 18, @08:08 (links) |\n| http://use.perl.org/article.pl?sid=02/09/17/189201 |\n+--------------------------------------------------------------------+[0]brian_d_foy writes \"A long time ago Don Marti started the OS\nSucks-Rules-O-Meter, and Jon Orwant wrote his own Sucks-Rules-O-Meter for\ncomputer languages. Recently Dan Brian improved on that with a little bit\nof natural language processing. Now [1]The Perl Review makes pretty\npictures of it all. Based on searches of AltaVista and Google, we found\nthat not a lot of people think PHP or Lisp sucks, a lot think C++ and\nJava suck, and they put Perl is somewhere in the middle. Does Perl suck\nmore than it use to suck, or has PHP just shot way ahead?\"Discuss this story at:\nhttp://use.perl.org/comments.pl?sid=02/09/17/189201Links:\n0. http://www.theperlreview.com\n1. http://www.theperlreview.com/at_a_glance.htmlCopyright 2008-2013 pudge. All rights reserved.\n======================================================================You have received this message because you subscribed to it\non use Perl. To stop receiving this and other\nmessages from use Perl, or to add more messages\nor change your preferences, please go to your user page. http://use.perl.org/my/messages/You can log in and change your preferences from there."}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13243", "copies": 2, "upstream_ids": ["zefang-13243", "ealvaradob-12526"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00063-4:is_spam", "suite": "spam", "family": "generated_legit_email-569516461d7bb201c540", "state": {"channel": "email", "message": "Password Reset Instructions\n\nHello Emily Moreau,\n\nWe received your request to reset your Summit Design Institute portal password. Please follow these steps:\n\n1. Click the secure link below to begin the reset process.\n2. Enter your new password twice to confirm.\n3. Log in with your updated credentials.\n\nReset link: https://www.summitdesign.org/account/reset-password\n\nIf you did not request this change, please ignore this email or call our helpdesk at +1-503-555-0148.\n\nRegards,\nJulie Bell\nIT Support\nSummit Design Institute"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00063-4", "copies": 1, "upstream_ids": ["gen-00063-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5251:is_spam", "suite": "spam", "family": "sms_phishing-1d15c572bc9a1cd36606", "state": {"channel": "sms", "message": "You have 1 new message. Please call 08718738034."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5251", "copies": 2, "upstream_ids": ["mendeley-5251", "uci-2295"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2177:message_type", "suite": "spam", "family": "sms_phishing-9289f9b901dd6ea7a697", "state": {"channel": "sms", "message": "Sounds like you have many talents! would you like to go on a dinner date next week?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2177", "copies": 2, "upstream_ids": ["mendeley-2177", "uci-1630"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4983:is_spam", "suite": "spam", "family": "sms_phishing-50a8e6fb886815564501", "state": {"channel": "sms", "message": "Just dropped em off, omw back now"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4983", "copies": 2, "upstream_ids": ["mendeley-4983", "uci-4917"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2019#169:is_spam", "suite": "spam", "family": "nazario-db2011309c006d098394", "state": {"channel": "email", "message": "Notifications Center !\n\nNetflix\n\nAccount Status Changed.\n\nDear customer,\n\nWe've temporarely locked your membership to keep your account in safe.\n\nYou must re-activate your account within 24 hours to restore\n\nyour Membership.\n\nRestore now"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#169", "copies": 1, "upstream_ids": ["phishing-2019#169"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00022-3:message_type", "suite": "spam", "family": "generated_unwanted_email-5a9947d32b118975fa55", "state": {"channel": "email", "message": "Exclusive financing offer from Willow Foods\n\nDear Katherine Anderson,\n\nWillow Foods is partnering with select lenders to offer small business owners pre-approved credit lines of up to £10,000. Expand your operations today with zero interest for the first six months.\n\nVisit https://www.willowfoods.co.uk/credit-offer to review your options. This invitation expires on 30 April 2023.\n\nKind regards,\nChen Sanchez\nWillow Foods Corporate Partnerships"}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00022-3", "copies": 1, "upstream_ids": ["genu-00022-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited loan or credit offer advertising", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00463.a0b9bc6f874e76510933906b72baae3f:is_spam", "suite": "spam", "family": "spamassassin-ad71337888b4b73ffe1c", "state": {"channel": "email", "message": "No problems installing OpenOffice 653??? and 1.0. Had some issues with bz2's\nbeing corrupted but fixed when downloaded again.\n\nI am downloading the src of 1.01 at the mo to se if it will work any faster\ncompiled for my architecture.\n\nRegards,\nCW\n\nHi All,\n\nJust wondering if anyone has ever installed StarOffice\n6.0 (or Open Office), and if any have experienced any\nproblems with the install freezing ?\n\nI'm using RedHat 7.3 kernel 2.4.18-3, and glibc 2.2.5\n?\n\nI might try downloading OpenOffice instead if it is\nunresolved!!!!\n\nCheers all,\n\nColin\n\nDo You Yahoo!?\nEverything you'll ever need on one web page\nfrom News and Sport to Email and Music Charts\nhttp://uk.my.yahoo.com\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00463.a0b9bc6f874e76510933906b72baae3f", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00463.a0b9bc6f874e76510933906b72baae3f", "zefang-17554", "ealvaradob-16534"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5885:message_type", "suite": "spam", "family": "sms_phishing-da841ffc5b8d1b5e7f24", "state": {"channel": "sms", "message": "More people are dogging in your area now. Call 09090204448 and join like minded guys. Why not arrange 1 yourself. There's 1 this evening. A£1.50 minAPN LS278BB"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5885", "copies": 2, "upstream_ids": ["mendeley-5885", "uci-1940"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5369:is_spam", "suite": "spam", "family": "sms_phishing-a4380d1704ba2ad177ad", "state": {"channel": "sms", "message": "THIS MOBILE NUMBER HAS GAINED THE SUM US$450,000.00 FROM MML/REF#1001, FOR DETAIL SEND YOUR NAME, ADDRESS AND NUMBER TO EMAIL MEGARESULT@USA.COM"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5369", "copies": 1, "upstream_ids": ["mendeley-5369"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00032-3:is_spam", "suite": "spam", "family": "generated_legit_email-61cc2150929e40497d2a", "state": {"channel": "email", "message": "Important Notice: Building Water Shut-Off on 28 November\n\nDear Joshua,\n\nI am writing to inform you of scheduled maintenance that will affect your unit at 412 Sterling Health Plaza. Harbornetworks Property Management has arranged for essential plumbing repairs in the main riser of the east wing. As a result, the water supply to all apartments on floors three through seven will be temporarily shut off.\n\nThe shut-off will take place on Monday, 28 November 2019, beginning at 9:00 AM and is expected to last until approximately 3:00 PM. We understand this is an inconvenience, and we ask that all residents prepare accordingly by storing enough drinking water for the day. Please also ensure that dishwashers and washing machines are not running when you leave for work that morning.\n\nYou must complete any necessary preparations by Sunday, 27 November 2019, as the contractors will begin isolating the valves early the next morning. If you have medical equipment that requires a continuous water connection, please contact my office immediately at 555-0192 so we can make alternative arrangements for you.\n\nOnce the work is finished, you may notice slight discolouration in the water for a few minutes. Simply run your cold tap until it clears. If the issue persists beyond an hour, call our maintenance line right away.\n\nThank you for your cooperation and patience while we improve the building's infrastructure.\n\nSincerely,\nBarbara Wang\nBuilding Manager\nHarbornetworks Property Management\nshall@comcast.net"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00032-3", "copies": 1, "upstream_ids": ["gen-00032-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "landlord or building management notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-191:message_type", "suite": "spam", "family": "sms_phishing-21516c7c500b2cbae9dc", "state": {"channel": "sms", "message": "8 at the latest, g's still there if you can scrounge up some ammo and want to give the new ak a try"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-191", "copies": 2, "upstream_ids": ["mendeley-191", "uci-511"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2018#107:message_type", "suite": "spam", "family": "nazario-aba73992ee0e3cd9e6c1", "state": {"channel": "email", "message": "Security Update.\n\nDuring our regular update we noticed unusual activities on your online account,\n\nit is either your details have been changed or incomplete.\n\nAs a result of the technical issues detected, your online account has been temporarily suspended.\n\nYou are therefore required to login below to verify your details and regain access to online services.\n\n.\n\nSincerely,\nOnline Banking Team."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#107", "copies": 1, "upstream_ids": ["phishing-2018#107"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00220-1:message_type", "suite": "spam", "family": "generated_legit_email-da8f15d8eef88b3765bb", "state": {"channel": "email", "message": "Reminder: Your appointment at Trident Tech Diagnostics\n\nHi Anthony,\n\nThis is a quick reminder from Betty James at Trident Tech Diagnostics about your upcoming equipment calibration appointment scheduled for Tuesday, 31 August 2010 at 10:15 AM. Please arrive ten minutes early so we can process your registration paperwork.\n\nYou will need to bring your primary workstation unit and your current service identification badge. If you are unable to make this time, please reschedule your visit before Friday, 27 August 2010 by calling us at +49 30 555 0142 or by using our online booking portal at https://www.tridenttech.de/appointments/reschedule.\n\nWe look forward to seeing you next week and getting your system running perfectly again.\n\nWarm regards,\nBetty James\nPatient Services Coordinator\nTrident Tech Diagnostics"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00220-1", "copies": 1, "upstream_ids": ["gen-00220-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3758:message_type", "suite": "spam", "family": "sms_phishing-a8dd13bd4bbb6f966809", "state": {"channel": "sms", "message": "Camera - You are awarded a SiPix Digital Camera! call 09061221067 fromm landline. Delivery within 28 days."}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3758", "copies": 1, "upstream_ids": ["mendeley-3758"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5277:message_type", "suite": "spam", "family": "sms_phishing-0fcb60cbce79703f500f", "state": {"channel": "sms", "message": "No. To be nosy I guess. Idk am I over reacting if I'm freaked?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5277", "copies": 2, "upstream_ids": ["mendeley-5277", "uci-1577"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1032:message_type", "suite": "spam", "family": "sms_phishing-d5346c69e7f462b851d5", "state": {"channel": "sms", "message": "Oh wow thats gay. Will firmware update help"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1032", "copies": 2, "upstream_ids": ["mendeley-1032", "uci-4634"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00466-0:message_type", "suite": "spam", "family": "generated_legit_email-a1180bcf292fd8995c1b", "state": {"channel": "email", "message": "Ticket #4092 - Parent Portal Login Issue\n\nDear Jeffrey Perez,\n\nThank you for contacting North Solutions IT Support regarding your ticket #4092. We understand you are having trouble accessing the parent portal. Please follow the steps below to resolve this issue:\n\n1. Clear your browser cache and cookies.\n2. Navigate to https://www.northsolutions.biz/portal-reset and request a password reset link.\n3. Check your inbox at hans.miller@yahoo.com for the automated email from our system.\n4. Click the secure link provided in that email and create a new password containing at least eight characters.\n5. Log in again using your new credentials.\n\nIf you continue to experience difficulties after completing these steps, please reply directly to this message or call our help desk at (555) 812-4400 between 8:00 AM and 4:00 PM, Monday through Friday.\n\nWe appreciate your patience.\n\nBest regards,\nJerry Novak\nIT Support Specialist\nNorth Solutions\nnorthsolutions.biz"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00466-0", "copies": 1, "upstream_ids": ["gen-00466-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01344.9076ec44d13f2da07adbe956c032f17b:is_spam", "suite": "spam", "family": "spamassassin-460c3e520292e3cfe74e", "state": {"channel": "email", "message": "Too funny\n\nThey are crawling through the pages and send their \"offers\" to all addresses\nthey find. Theo won't every receive any offers as he doesn't publish his\naddress there ;-)\n\nMalte\n\n--\n-- Coding is art.\n--\n\nreal-time communications platform! Don't just IM. Build it in!"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01344.9076ec44d13f2da07adbe956c032f17b", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01344.9076ec44d13f2da07adbe956c032f17b", "zefang-9520", "ealvaradob-9075"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2926:message_type", "suite": "spam", "family": "sms_phishing-e8a0291b46030486d51a", "state": {"channel": "sms", "message": "I don't want to talk with u don't call me.."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2926", "copies": 1, "upstream_ids": ["mendeley-2926"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00491-1:message_type", "suite": "spam", "family": "generated_legit_email-975571d0b9a896d5a166", "state": {"channel": "email", "message": "Urgent: Upcoming changes to Trident Systems Terms of Service\n\nHi Deborah,\n\nI am reaching out to let you know about some important updates to the Trident Systems Terms of Service that will affect how our teams interact with the platform going forward. Legal and compliance finalized these changes last week, and we need all department leads to be aware of the new requirements before they go into effect.\n\nThe primary update involves data retention policies for customer logs. Starting August 15, 2024, Trident Systems will no longer store raw server logs beyond 30 days unless a specific compliance exception is filed. This means our current practice of keeping six months of debug logs on their servers will no longer be possible without additional configuration.\n\nAdditionally, they have updated their liability clauses regarding API uptime guarantees. The new SLA drops the guaranteed uptime from 99.99% to 99.95% for standard tier accounts like ours. If we want to maintain the higher tier, we will need to sign an amended contract by September 1, 2024, which comes with an additional monthly fee of roughly 450 euros.\n\nPlease review the updated terms document I placed in the shared engineering drive yesterday. I need you to assess how the log retention change will impact our incident response procedures and whether we should budget for the upgraded SLA tier.\n\nWe must submit our decision to the vendor management team no later than August 9, 2024, so they have time to process the paperwork before the deadline. If you have any questions or want to discuss the technical implications, my desk phone is available all morning, or we can catch up during the stand-up tomorrow.\n\nThanks,\nPatrick Davis\nDirector of Engineering\nTrident Systems GmbH"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00491-1", "copies": 1, "upstream_ids": ["gen-00491-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:generated_legit_email:hash-test:gen-00428-1:is_spam", "suite": "spam", "family": "generated_legit_email-e41f2f7693485b31d593", "state": {"channel": "email", "message": "Ticket #88392 - Unauthorized charge inquiry\n\nHi Eric,\n\nThank you for contacting Pioneer Design support regarding the unauthorized charge of $47.50 on your account ending in 4092. I have reviewed your transaction history and placed a temporary hold on that charge while our fraud team investigates.\n\nYou can view the current status of your ticket here: https://www.pioneerdesign.de/support/ticket/88392\n\nWe expect to have this resolved within 3 business days. If you notice any other suspicious activity, please call us immediately at +49 30 555 0198 so we can secure your account.\n\nBest regards,\nMark Williams\nCustomer Support Team\nPioneer Design"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00428-1", "copies": 1, "upstream_ids": ["gen-00428-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12463:is_spam", "suite": "spam", "family": "zefang_phishing_email-40a7c25f911ba5941fdd", "state": {"channel": "email", "message": "new book : english linguistics johan elsness the perfect and the preterite in contemporary and earlier english 2009 . 23 x 15 , 5 cm . xvii , 432 pages cloth dm 248 , - / approx . \\ us \\ $ 177 . 00 isbn 3-11 - 014686 - x topics in english linguistics 21 mouton de gruyter * berlin * new york in this study the author discusses various theories that have been put forward to account for the choice between the present perfect and the preterite in expressions of past time in english . the distribution between the two verb forms is examined in a varied corpus consisting of more than 13 , 000 recorded verb forms , a little more than half of them from present-day english ( british and american , spoken and written ) , the rest from earlier english all the way back to old english . the analysis of the contemporary corpus is supplemented by elicitation tests carried out with british and american informants . it is argued that in the present-day language the alternation between the two verb forms is determined above all by the presence or absence of temporal adverbials and other contextual factors , considerations to do with current relevance playing only a subsidiary part . while many other writers have assumed that the rapid advance of the present perfect that took place in earlier english has continued up to the present day , investigation of the historical corpus shows that this advance has been arrested within the modern english period , to the extent that the present perfect now seems to be losing ground to the preterite , especially in american english . an explanation is offered of why the development in english is so radically different from that observable in french , german and many other languages . _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ mouton de gruyter walter de gruyter , inc . postfach 30 34 21 200 saw mill river road d-10728 berlin hawthorne , ny 10532 germany usa fax : + 49 ( 0 ) 30 26005-351 fax : + 1 914 747-1326 email : 100064 . 2307 @ compuserve . com publications by de gruyter can also be ordered via world wide web : http : / / www . degruyter . de"}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12463", "copies": 2, "upstream_ids": ["zefang-12463", "ealvaradob-11805"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2272:message_type", "suite": "spam", "family": "sms_phishing-d314365519cfbb0fbcf3", "state": {"channel": "sms", "message": "Dear where you will be when i reach there"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2272", "copies": 2, "upstream_ids": ["mendeley-2272", "uci-2409"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00275-2:message_type", "suite": "spam", "family": "generated_legit_email-f25ec7451ccf5ea01b7b", "state": {"channel": "email", "message": "Message from buyer regarding your vintage desk lamp\n\nEmber Community Marketplace\n\nHi Edward Taylor,\n\nYou have received a new message from Aisha Myers about your listing \"Vintage Brass Desk Lamp\".\n\nMessage:\nHi Edward, I am really interested in buying the brass desk lamp you posted last week. Is the wiring still in good condition? I would like to pick it up this Saturday if it is available. Could you let me know what time works best for you? Thanks!\n\nReply to Buyer\n\nYou can view the full conversation and manage your listings here:\nhttps://www.embersolutions.org/marketplace/messages/8821\n\nHappy trading!\nThe Ember Community Marketplace Team\n\nThis email was sent to freya_silva@silvercapital.de because you have an active listing on our community board.\n\nEmber Solutions Community Group\n12 Maple Street, Bristol, BS1 4HQ\nPrivacy Policy: https://www.embersolutions.org/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00275-2", "copies": 1, "upstream_ids": ["gen-00275-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2272:is_spam", "suite": "spam", "family": "sms_phishing-d314365519cfbb0fbcf3", "state": {"channel": "sms", "message": "Dear where you will be when i reach there"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2272", "copies": 2, "upstream_ids": ["mendeley-2272", "uci-2409"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#823:message_type", "suite": "spam", "family": "nazario-1d05924af99a7984c69b", "state": {"channel": "email", "message": "Amazon.com Inquiry\n\nDear Amazon member,\n\nDue to concerns we have for the safety and integrity of the Amazon community we have issued this warning.\n\nPer the User Agreement, Section 9, we may immediately issue a warning, temporarily suspend, indefinitely suspend or terminate your membership and refuse to provide our services to you if we believe that your actions may cause financial loss or legal liability for you, our users or us. We may also take these actions if we are unable to verify or authenticate any information you provide to us.\n\nPlease follow the link below:\n\nhttp://www.amazon.com/exec/obidos/sign-in.html\n\nand update your account information.\n\nWe apreciate your support and understanding, as we work together to keep Amazon market a safe place to trade.\n\nThank you for your attention on this serious matter.\n\nRegards,\nAmazon Safety Department\n\nNOTE: This message was sent to you by an automated e-mail system. Please don't reply to it. Amazon treats your personal information with the utmost care, and our Privacy Policy is designed to protect you and your information."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#823", "copies": 4, "upstream_ids": ["phishing3.mbox#823", "phishing3.mbox#824", "phishing3.mbox#841", "phishing3.mbox#848"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3986:is_spam", "suite": "spam", "family": "sms_phishing-8b3fd6c3a6a550b24657", "state": {"channel": "sms", "message": "Yeah my usual guy's out of town but there're definitely people around I know"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3986", "copies": 2, "upstream_ids": ["mendeley-3986", "uci-3872"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#908:message_type", "suite": "spam", "family": "nazario-9e7ebfbdb4e29fd8fef9", "state": {"channel": "email", "message": "Stratfor Geopolitical Intelligence Report\n\nStratfor: Geopolitical Intelligence Report - September 6, 2010\n\nIraq: The Policy Dilemma\n\nBy George Friedman\n\nU.S. President George W. Bush now has made it clear what his policy\non Iraq will be for the immediate future, certainly until Election\nDay: He does not intend to change U.S. policy in any fundamental\nway. U.S. troops will continue to be deployed in Iraq, they will\ncontinue to carry out counterinsurgency operations, and they will\ncontinue to train Iraqi troops to eventually take over the\noperations. It is difficult to imagine that Bush believes there\nwill be any military solution to the situation in Iraq; therefore,\nwe must try to understand his reasoning in maintaining this\nposition. Certainly, it is not simply a political decision. Opinion\nin the United States has turned against the war, and drawing down\nU.S. forces and abandoning combat operations would appear to be the\npolitically expedient move. Thus, if it is not politics driving him\n-- and assuming that the more lurid theories on the Internet\nconcerning Bush's motivations are as silly as they appear -- then\nwe have to figure out what he is doing.\n\nLet's consider the military situation first. Bush has said that\nthere is no civil war in Iraq. This is in large measure a semantic\ndebate. In our view, it would be inaccurate to call what is going\non a \"civil war\" simply because that term implies a degree of\ncoherence that simply does not exist. Calling it a free-for-all\nwould be more accurate. It is not simply a conflict of Shi'i versus\nSunni. The Sunnis and Shia are fighting each other, and all of them\nare fighting American forces. It is not altogether clear what the\nAmericans are supposed to be doing.\n\nCounterinsurgency is unlike other warfare. In other warfare, the\ngoal is to defeat an enemy army, and civilian casualties as a\nresult of military operations are expected and acceptable. With\ncounterinsurgency operations in populated areas, however, the goal\nis to distinguish the insurgents from civilians and destroy them,\nwith minimal civilian casualties. Counterinsurgency in populated\nareas is more akin to police operations than to military\noperations; U.S. troops are simultaneously engaging an enemy force\nwhile trying to protect the population from both that force and\nU.S. operations. Add to this the fact that the population is\nfrequently friendly to the insurgents and hostile to the Americans,\nand the difficulty of the undertaking becomes clear.\n\nConsider the following numbers. The New York Police Department\n(excluding transit and park police) counts one policeman for every\n216 residents. In Iraq, there is one U.S. soldier (not counting\nother coalition troops) per about 185 people. Thus, numerically\nspeaking, U.S. forces are in a mildly better position than New York\nCity cops -- but then, except for occasional Saturday nights, New\nYork cops are not facing anything like the U.S. military is facing\nin Iraq. Given that the United States is facing not one enemy but a\nseries of enemy organizations -- many fighting each other as well\nas the Americans -- and that the American goal is to defeat these\nwhile defending the populace, it is obvious even from these very\nsimplistic numbers that the U.S. force simply isn't there to impose\na settlement.\n\nExpectations and a Deal Unwound\n\nA military solution to the U.S. dilemma has not been in the cards\nfor several years. The purpose of military operations was to set\nthe stage for political negotiations. But the Americans had entered\nIraq with certain expectations. For one thing, they had believed\nthey would simply be embraced by Iraq's Shiite population. They\nalso had expected the Sunnis to submit to what appeared to be\noverwhelming political force. What happened was very different.\nFirst, the Shia welcomed the fall of Saddam Hussein, but they\nhardly embraced the Americans -- they sought instead to translate\nthe U.S. victory over Hussein into a Shiite government. Second, the\nSunnis, in view of the U.S.-Shiite coalition and the dismemberment\nof the Sunni-dominated Iraqi Army, saw that they were about to be\nsqueezed out of the political system and potentially crushed by the\nShia. They saw an insurgency -- which had been planned by Hussein\n-- as their only hope of forcing a redefinition of Iraqi politics.\nThe Americans realized that their expectations had not been\nrealistic.\n\nThus, the Americans went through a series of political cycles.\nFirst, they sided with the Shia as they sought to find their\nbalance militarily facing the Sunnis. When they felt they had\ntraction against the Sunnis, following the capture of Hussein --\nand fearing Shiite hegemony -- they shifted toward a position\nbetween Sunnis and Shia. As military operations were waged in the\nbackground, complex repositioning occurred on all sides, with the\nAmericans trying to hold the swing position between Sunnis and\nShia.\n\nThe process of creating a government for Iraq was encapsulated in\nthis multi-sided maneuvering. By spring 2010, the Sunnis appeared\nto have committed themselves to the political process. And in June\n, with the death of Abu Musab al-Zarqawi and the announcement that\nthe United States would reduce its force in Iraq by two brigades,\nthe stage seemed to be set for a political resolution that would\ncreate a Shiite-dominated coalition that included Sunnis and Kurds.\nIt appeared to be a done deal -- and then the deal completely\ncollapsed.\n\nThe first sign of the collapse was a sudden outbreak of fighting\namong Shia in the Basra region. We assumed that this was political\npositioning among Shiite factions as they prepared for a political\nsettlement. Then Abdel Aziz al-Hakim, the head of the Supreme\nCouncil for Islamic Revolution in Iraq (SCIRI), traveled to Tehran,\nand Muqtada al-Sadr's Mehdi Army commenced an offensive. Shiite\ndeath squads struck out at Sunni populations, and Sunni insurgents\nstruck back. From nearly having a political accommodation, the\nsituation in Iraq fell"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#908", "copies": 1, "upstream_ids": ["phishing3.mbox#908"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": {"original_chars": 17213, "kept_chars": 5989}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4759:message_type", "suite": "spam", "family": "sms_phishing-05f98a0f585831ee5c96", "state": {"channel": "sms", "message": "Unni thank you dear for the recharge..Rakhesh"}, "question": {"type": "choice", "instructions": "What best describes this message: legitimate, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-15", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4759", "copies": 2, "upstream_ids": ["mendeley-4759", "uci-2627"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4221:message_type", "suite": "spam", "family": "sms_phishing-0531ef2e5b09f19473cc", "state": {"channel": "sms", "message": "K:)k.are you in college?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4221", "copies": 2, "upstream_ids": ["mendeley-4221", "uci-938"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2452:is_spam", "suite": "spam", "family": "sms_phishing-a1f38f4248989615f52a", "state": {"channel": "sms", "message": "Customer service annoncement. You have a New Years delivery waiting for you. Please call 07046744435 now to arrange delivery"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2452", "copies": 3, "upstream_ids": ["mendeley-2452", "mendeley-533", "uci-159"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4317:message_type", "suite": "spam", "family": "sms_phishing-5765b6fb052b7f68e43a", "state": {"channel": "sms", "message": "Ur balance is now £600. Next question: Complete the landmark, Big, A. Bob, B. Barry or C. Ben ?. Text A, B or C to 83738. Good luck!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4317", "copies": 2, "upstream_ids": ["mendeley-4317", "uci-4373"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2705:message_type", "suite": "spam", "family": "sms_phishing-e199197de3dba7c3f194", "state": {"channel": "sms", "message": "Poyyarikatur,kolathupalayam,unjalur post,erode dis, &lt;#&gt; ."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2705", "copies": 2, "upstream_ids": ["mendeley-2705", "uci-1009"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2498:is_spam", "suite": "spam", "family": "sms_phishing-c1683144fe2b9607dd70", "state": {"channel": "sms", "message": "I will cme i want to go to hos 2morow. After that i wil cme. This what i got from her dear what to do. She didnt say any time"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2498", "copies": 2, "upstream_ids": ["mendeley-2498", "uci-4970"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2454:message_type", "suite": "spam", "family": "sms_phishing-37ae3ab888fb50606a8a", "state": {"channel": "sms", "message": "Carlos'll be here in a minute if you still need to buy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2454", "copies": 2, "upstream_ids": ["mendeley-2454", "uci-667"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00125-2:message_type", "suite": "spam", "family": "generated_legit_email-8e423b0b14767dce10b9", "state": {"channel": "email", "message": "Ticket #8832 - Missing delivery from yesterday\n\nHey Cynthia,\n\nI just heard back from Oak Logistics about your missing package. They finally located it! It was accidentally routed to their secondary sorting facility downtown instead of the main depot.\n\nThe driver is bringing it to your house this afternoon around 3 PM. You don't need to do anything else on your end, just keep an eye out for the white van.\n\nSorry again for the hassle. Let me know if it doesn't show up!\n\nEdward"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00125-2", "copies": 1, "upstream_ids": ["gen-00125-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01736.c66fbc9c72afb9ea062537d3635d1d6c:message_type", "suite": "spam", "family": "spamassassin-35c456effa15bb7ef380", "state": {"channel": "email", "message": "deleting \"duplicate\" spam before training? good idea or\nbad?\n\nBecause I get mail through several different email addresses, I frequently\nget duplicates (or triplicates or more-plicates) of various spam messages.\nIn saving spam for later analysis I haven't always been careful to avoid\nsaving such duplicates.\n\nI wrote a script some time ago to try an minimize the duplicates I see by\ncalculating a loose checksum, but I still have some duplicates. Should I\ndelete the duplicates before training or not? Would people be interested in\nthe script? I'd be happy to extricate it from my local modules and check it\ninto CVS.\n\nSkip"}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01736.c66fbc9c72afb9ea062537d3635d1d6c", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01736.c66fbc9c72afb9ea062537d3635d1d6c", "zefang-16603", "ealvaradob-15655"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01623.e4e8861a3bb3e57547fddbaba4b76f3f:message_type", "suite": "spam", "family": "spamassassin-f14b45f92af395ef549f", "state": {"channel": "email", "message": "use of base image / delta image for automated recovery from\nattacks\n\nNo reboot is required, you just need to remount it:\n\n# mount -o remount,rw /usr\n\nThis requires root access, but presumably /usr is safe from non-root\nusers anyway.\n\nOnly way to disable this is to have the kernel compiled with something\nthat compartmentalizes capabilities (LIDS/etc on Linux for example) or to\nremove CAP_SYS_ADMIN with lcap, which would definately require a reboot,\nand possibly break some other functionatily to boot. (Pun intended. My\napologies.)\n\n--\nBrian Hatch \"Are you expected?\"\nSystems and \"No. Dreaded.\"\nSecurity Engineer\nwww.hackinglinuxexposed.com\n\nEvery message PGP signed"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01623.e4e8861a3bb3e57547fddbaba4b76f3f", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01623.e4e8861a3bb3e57547fddbaba4b76f3f"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00139-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-c17e1acfb96c899b4f55", "state": {"channel": "email", "message": "Urgent: Earthquake Relief Fund\n\nDear Steven Richardson,\n\nReference: Disaster Relief Appeal\nAmount Needed: Any contribution helps\nDeadline: 30 September 2018\n\nPlease provide your credit card number and expiry date via phone to support families devastated by yesterday's earthquake. Call +1-800-555-0199 today.\n\nWith gratitude,\nMateo Wood\nOak Capital Relief Initiative\noakcapital.biz"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00139-4", "copies": 1, "upstream_ids": ["genu-00139-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a charity appeal after a disaster from an unknown organisation that asks for card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8773:is_spam", "suite": "spam", "family": "zefang_phishing_email-c22d632ecada7dfd8059", "state": {"channel": "email", "message": "king ranch balancing . xls in looking at the mtd prod . vs . nom numbers , we have consistently been under nominated by about 2 , 000 / day at three rivers and 2 , 000 / day at the saxet well . we are making our imbalance worse , cumulative . we need to update our forward position and our nomination by 4 , 000 / day to stay in balance to entitlements . mary"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8773", "copies": 2, "upstream_ids": ["zefang-8773", "ealvaradob-8379"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1909:message_type", "suite": "spam", "family": "sms_phishing-d737eac27bc289f21c42", "state": {"channel": "sms", "message": "FreeMsg: Fancy a flirt? Reply DATE now & join the UKs fastest growing mobile dating service. Msgs rcvd just 25p to optout txt stop to 83021. Reply DATE now!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1909", "copies": 2, "upstream_ids": ["mendeley-1909", "uci-2705"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2016#14:message_type", "suite": "spam", "family": "nazario-ddeeb6e9a9e5aae1a41e", "state": {"channel": "email", "message": "Password Update Help Desk\n\nPassword will expire in 2 days. Click Here<http://www.electro-univers.ro/4454/> To Validate E-mail\n\nThank you,\nCopyright © 1992-2012"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#14", "copies": 2, "upstream_ids": ["phishing-2016#14", "phishing-2016#15"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:ealvaradob_phishing:hash-test:ealvaradob-19308:is_spam", "suite": "spam", "family": "ealvaradob_phishing-e99e41b64e72fcd087bc", "state": {"channel": "email", "message": "XMAS Prize draws! We are trying to contact U. Todays draw shows that you have won a £2011 prize GUARANTEED. Call 09058094565 from land line. Valid 12hrs only"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "ealvaradob_phishing", "split": "hash-test", "upstream_id": "ealvaradob-19308", "copies": 1, "upstream_ids": ["ealvaradob-19308"], "url": "https://huggingface.co/datasets/ealvaradob/phishing-dataset", "revision": "55caf9af01ae498d68ff44886ff69a4b165eb54b", "license": "LICENCE UNCLEAR — owner to review before release. Tagged Apache-2.0 by the compiler; its emails are the same Kaggle set as above and its SMS are the Mendeley SMS phishing set, re-labelled 1 (phishing or spam) / 0 (benign).", "upstream_labels": ["ealvaradob_phishing:phishing"], "datasets": ["ealvaradob_phishing"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11477:is_spam", "suite": "spam", "family": "zefang_phishing_email-7348d18f7acc14bf7453", "state": {"channel": "email", "message": "rights of interested parties notice notice : regulations require enron to meet certain irs qualification requirements , and to provide the attached information to employees participating in the qualified plans . in addition to attaching informational documentation here , we have also sent , via postal mail , the following notices to the names of those employees participating in the plans 1 ) interested parties ' rights to information and rights to notice and comments ; 2 ) notices to interested parties for the enron employee stock ownership plan , 3 ) the enron savings plan , and 4 ) the enron cash balance plan"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11477", "copies": 2, "upstream_ids": ["zefang-11477", "ealvaradob-10897"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-703:message_type", "suite": "spam", "family": "sms_phishing-2599b1b013a30b5245b9", "state": {"channel": "sms", "message": "Aight, can you text me the address?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-703", "copies": 2, "upstream_ids": ["mendeley-703", "uci-3811"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00108.9ab147c83812fc34f69032c40df5a21f:message_type", "suite": "spam", "family": "spamassassin-a2c61906f605f3e052e5", "state": {"channel": "email", "message": "Is there a way to get my read email downloaded off webmail.eircom.net.\n\nI've been reading the emails using the web based interface. But I've\nreached my quota limit. There doesn't seem to be any way to get the\nemails off the server. I can connect to the account using POP, but that\nonly retrieves unread emails. There's also no way to mark emails as\nunread from the html interface.\n\nIs there a way I can use fetchmail perhaps to get it to pull down all\nthe emails and remove them off the server.\n\nIt's been years since I've used fetchmail, I don't recall be able to do\nthis.\n\nAny other suggestions welcome. There's a few hundred email so I don't\nfancy going through each one forwarding it to another account.\n\nGlen\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00108.9ab147c83812fc34f69032c40df5a21f", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00108.9ab147c83812fc34f69032c40df5a21f", "zefang-7209", "ealvaradob-6907"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3059:is_spam", "suite": "spam", "family": "sms_phishing-1b5c1007e08e13ba953a", "state": {"channel": "sms", "message": "S:)no competition for him."}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3059", "copies": 2, "upstream_ids": ["mendeley-3059", "uci-516"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00855.0d1b1b55419a3c35f19b7c35ea9a46b7:message_type", "suite": "spam", "family": "spamassassin-d5eb190ad3d5df46e420", "state": {"channel": "email", "message": "Build a great future\n\nEasy 30-50% Return?\n\nLearn how you can receive a monthly check for 3, 4, or 5%\na month until your initial investment is paid off...then a\nmonthly check for over 4% a month for years to come...\n\nWe know it sounds impossible, but it's happening today.\n\nFor complete information on this\nmulti-trillion dollar industry:\n\nhttp://www.page4life.org/users/69chevelle/"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00855.0d1b1b55419a3c35f19b7c35ea9a46b7", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/00855.0d1b1b55419a3c35f19b7c35ea9a46b7", "zefang-9969", "ealvaradob-9497"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9601:is_spam", "suite": "spam", "family": "zefang_phishing_email-f9ab4a64067569589a5c", "state": {"channel": "email", "message": "pictures special , list add yes , written remember . took country boy happen . deep down experiment wall as . nine kind always mountain . quick million inch . move , back west to . night , port forest , wheel . point wind any , such made require , mean . again among but high , fine low . were , had broke often there real need . eye beauty and , side piece each . land serve quick simple carry thing least . - - phone : 290 - 634 - 4106 mobile : 647 - 936 - 9809 email : clarifyingcoursing @ mm . pl"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9601", "copies": 2, "upstream_ids": ["zefang-9601", "ealvaradob-9152"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00040-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-e6eacdb8149a2ee705e6", "state": {"channel": "email", "message": "Action needed: Q3 Strategy document signature\n\nNorthMedia Collaboration Suite\n\nHi Nicholas,\n\nI have uploaded the Q3 Strategy Proposal to our shared workspace. Please review and e-sign it by 30 September 2024 so we can circulate it to the wider team.\n\nTo access the document, please follow these steps:\n\n1. Open the secure viewing page linked below.\n2. Sign in with your NorthMedia email address and password.\n3. Review the proposal text on screen.\n4. Apply your electronic signature where prompted.\n\nAccess and sign the document here:\nhttps://www.northmedia-secure.biz/docs/q3-strategy-sign\n\nIf you experience any issues logging in, let me know and I will resend the invitation.\n\nThanks for sorting this out quickly.\n\nBest,\nKenji Silva\nSenior Project Coordinator\nNorthMedia\nling.kumar@btinternet.com"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00040-4", "copies": 1, "upstream_ids": ["genu-00040-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a shared document or e-signature request that pretends to be from a colleague and leads to a sign-in page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-176:is_spam", "suite": "spam", "family": "sms_phishing-8a3eef02e7ddf2b44409", "state": {"channel": "sms", "message": "K..u also dont msg or reply to his msg.."}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-176", "copies": 2, "upstream_ids": ["mendeley-176", "uci-700"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00050-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-6a3bf2743cf4c6d98fbc", "state": {"channel": "email", "message": "Urgent: Granite Capital vendor portal access revoked\n\nSECURITY NOTICE\n\nRecipient: Catherine White (sofia_white@outlook.com)\nDepartment: Accounts Payable\nStatus: Suspended\nEffective Date: 26 November 2018\nReinstatement Deadline: 28 November 2018\n\nCatherine,\n\nYour access to the Granite Capital vendor payment portal was revoked this morning following multiple failed authentication attempts from an unrecognised IP address. Until this is resolved, no purchase orders can be approved under your credentials.\n\nYou are required to sign in through our secure verification gateway and reset your password before the deadline above. Failure to do so will result in your account being permanently disabled and reassigned.\n\nSecure Verification Link:\nhttps://www.mygranitecapital-online.com/auth/reset-session-4491\n\nPlease treat this as urgent. Our compliance team is monitoring all outstanding accounts today.\n\nRegards,\nJennifer Brown\nIT Security Manager\nGranite Capital"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00050-2", "copies": 1, "upstream_ids": ["genu-00050-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an account suspension notice that pretends to be from an online shop or payment service and asks the reader to sign in to restore it", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01232.2f44f5a2186e97cf4d65cf191d98e646:message_type", "suite": "spam", "family": "spamassassin-64ab901b7ed0a4c14fd5", "state": {"channel": "email", "message": "Python 2.2 site libs?\n\nThey want to preserve binary compatibility for all .x releases. Red Hat\n8.0 has python 2.2 as default.\n\n--\n- Panu -"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01232.2f44f5a2186e97cf4d65cf191d98e646", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01232.2f44f5a2186e97cf4d65cf191d98e646"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00758-3:message_type", "suite": "spam", "family": "generated_legit_email-8a82c2cfcf88fc0b4ac7", "state": {"channel": "email", "message": "Dental appointment reminder\n\nHi Margaret,\n\nThis is a quick reminder from Mei Chen at Orbit Media Dental Clinic about your upcoming teeth cleaning appointment. You are scheduled for Tuesday 26 June 2011 at 10:15 AM with Dr. Harrison.\n\nPlease remember to arrive about ten minutes early so we can update your medical history forms. If you have taken any new medications since your last visit in December, bring the packaging or write down the names so Dr. Harrison can review them before the cleaning.\n\nIf you need to reschedule or cancel, please give us a call at 01onal 482 1190 by tomorrow afternoon so we can offer the slot to another patient on our waiting list. We try to keep things running on time, and advance notice really helps us out.\n\nWe look forward to seeing you next week.\n\nBest wishes,\nMei Chen\nOrbit Media Dental Clinic\n14 Station Road, Brookfield"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00758-3", "copies": 1, "upstream_ids": ["gen-00758-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-532:is_spam", "suite": "spam", "family": "zefang_phishing_email-5ccdc8ebf8b907a7e10b", "state": {"channel": "email", "message": "5 . 1250 language acquisition / analogy / pragmatics yes indeed , be careful when you star a sentence , you may be sentencing a star , does have meaning ! a passerby one evening in brentwood several weeks ago witnessed a cruel double murder , but his testimony , in very broken english , required the services of a professional linguist to interpret . the latter was n't sure what to make of \" i see there once o . j . simpson not . \" , so he starred the sentence . the result is [ future ] history ! - - jules levin 8 - )"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-532", "copies": 2, "upstream_ids": ["zefang-532", "ealvaradob-515"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2024#9:message_type", "suite": "spam", "family": "nazario-b10f586660af88897435", "state": {"channel": "email", "message": "New enterprise notification\n\nAdded to new enterprise\n\nHello ,\n\nYou have been added to the enterprise: Ann Arbor Public Schools.\n\nAs part of this enterprise, you can access all its shared documents.\n\nFor more information, sign into Onshape and visit the My account section by clicking on your name in the top right corner.\n\nSIGN IN TO ONSHAPE\n\nYou may copy/paste this link into your browser:\n\nhttps://aaps.onshape.com/c/sso/signin\n\nThis is an automated message from Onshape.\n\nPlease do not reply to this message."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#9", "copies": 1, "upstream_ids": ["phishing-2024#9"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01091.e9414f6071a607b9e70c13ac7051394f:is_spam", "suite": "spam", "family": "spamassassin-ddb2691486901914c622", "state": {"channel": "email", "message": "Mailing addresses against spam? Re: Al'Qaeda's fantasy ideology: Policy Review no. 114\n\nDear Andrew - /I/ live in Kirkland. I hope I don't wake up one day and realize\n/I/ am John Hall...\n\nI wonder if I can get GPS lat/long from street address... start a new\nGeoTrashing sport or something...\n\nHmm... that address is only a quarter-mile from my old house... and about a\nblock from a friend of mine. Weird..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01091.e9414f6071a607b9e70c13ac7051394f", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01091.e9414f6071a607b9e70c13ac7051394f"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-620:is_spam", "suite": "spam", "family": "zefang_phishing_email-ec4a140960e3eb15972b", "state": {"channel": "email", "message": "[ 618 ] quality drugs at very reasonable prices . viagra at $ 3 . 19 it is only one click away"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-620", "copies": 2, "upstream_ids": ["zefang-620", "ealvaradob-601"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00319.a99dff9c010e00ec182ed5701556d330:message_type", "suite": "spam", "family": "spamassassin-e08158b251f6a7ef3e69", "state": {"channel": "email", "message": "Free Excerpt; Baby Makers, Loser Choosers, & Welfare Abusers...Images of My America!\n\nForeword\n\nAfter thirty?three years of being a black man living in \"Ghetto America,\" an environment notorious for danger, crime, and poverty, I have made startling discoveries involving young African?American men and women who comprise what I have come to define as the \"Black Generation X\". I have become aware that there is no formal distinction separating young African?Americans from the general definition of \"Generation X\". Aside from it being regarded as the generation that followed \"Baby Boomers\", it's important to point out there is no root definition for this term as well. Since the theme of this work is centered on identifying the realities and misconceptions of young African?American culture, I have chosen a definition that incorporates all of the components that were part of my birth, childhood, and young adult life. Taken from a web site entitled \"Generation X\", created and maintained by the Colorado College, the definition is as follows:\n\n\"We are a group of people born between 1961 and 2013. We are individuals who live for the 'here and now', like to experiment, and who require immediate results. We are typically selfish, and cynical, and depend a lot on our parents. We question authority, and feel like we carry the burden of the previous generations. It's that simple. It seems we have come to be called \"Xer's\" simply because we represent something negative to our elders. We may be the one thing all of the generations that precede us have in common, that is the ability to speak assuredly about our shortcomings. Of course, they overlook the fact that we are their responsibility, or actually their fault. Our generation will be called upon to look after our parents knowing they failed to look after us. Intergenerational justice failed somewhere along the way and it will be our task to either rectify it or make it worse.\"\n\"We are a group of individuals who grew up with no one at home after school. It appears we have little hope for the future. No jobs, no homes, and basically no money are almost expected of us. These bleak prospects, along with the fact that we will be forced to support the largest amount of senior citizens ever, do not provide much hope. Some believe that these blockades will be too much for us to handle and we will for the most part fail at life, but many see our individualism and resourcefulness that has been built up through our childhood, as our saviors. We will soon discover who is right and who is wrong.\"\n\nThis definition is important because it demonstrates the widely held belief that Generation X is comprised of one core group of American citizens. It over generalizes the similarities it expresses, and applies them to all those who were born within the corresponding years. When in fact these \"similarities\" speak primarily to only \"white\" issues and concerns. For instance, \"they\" say \"we\" depend a lot on our parents, but in ghetto America \"we\" could only depend on one our mothers! \"They\" also say, \" . . .we feel like we carry the burden of previous generations,\" and \" . . . we will be forced to support the largest amount of senior citizens ever.\" In ghetto America, no one ever gives these issues any thought because survival is in the here and now, and is all \"we\" have time for.\nI have known for many years that the differences that separate Generation Xer's black and white occupants would eventually be identified. I never knew I would be the one doing it. Extracting the \"Black\" from \"Generation X\" and categorizing it for its own sake is a necessary and important contingency. Without doing so, the social ills that plague Ghetto America would be lost within the generalities that are explained away as part of a collective American identity.\nThere are many hidden truths that exist in black America today. \"White America\" charges that we spend our time collecting welfare, refusing to vote, reading elementary styled books, watching music videos, day dreaming of becoming rappers, basketball players, selling drugs, and making babies. Much of this is supported in Marlon Riggs's documentary entitled \"Ethnic Notions.\" When African Americans are mentioned, whites typically envision an image that is strikingly similar to the one that graces the cover of this book. A reality that I confirmed while watching \"Roger & Me,\" another documentary written, and directed by Michael Moore. Sadly, many of us have begun to validate this skewed image, while others bend over backwards in an attempt to pretend we do nothing of the kind, only to be contradicted and embarrassed when presented with the daily programming line up for B.E.T. (Black Entertainment Television). Many of us fail to realize, that whatever embarrassment or shame the ex\nposed truth may reveal, should be taken as an opportunity to improve, empower, enlighten, and ultimately change anyone who is guilty of perpetrating this kind of behavior.\nRegarding Black Women: I have known many in my life and although each has had unique attitudes and personalities, I began to notice the majority of them shared the same collective mentality toward black men as a whole-that black men owed them something, and are required to provide and fulfill what was missing from their lives, be it emotional, physical, or economical.\nNormally that type of assertion would not warrant opposition from me, so long as a reciprocal attitude was extended. In most cases, it has not been. It's funny though, looking back, I am surprised I never paid any attention to the beliefs and attitudes that different black women subscribe to, or the various schools of thought they possessed. Many have placed strict demands and presumptions on the African?American male, some fair and some unfair. Much of what the public believes and understands about the black female's social structure is often filtered by others in the black community who believe these inaccurate and frequently"}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00319.a99dff9c010e00ec182ed5701556d330", "copies": 1, "upstream_ids": ["20030228_spam/spam/00319.a99dff9c010e00ec182ed5701556d330"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 17821, "kept_chars": 5991}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16605:is_spam", "suite": "spam", "family": "zefang_phishing_email-0484f00814917506123f", "state": {"channel": "email", "message": "italian rolex in throw away prices . - derm swamp alchemists of 68 italian crafted rolex complete watch store - reliable service and support check here for more information oojawlzeyyfochpxc 1 pihiu . nxels . kqbol . epohat dxxbp , qwn , aqfrg . lhmepa cgs qummxl , aaxrzm , beds . eguqkl nozh pbvbbi , bkmu , bslf . fszloq ajn iuz , vwdye , aof . agm lhsg gwze , kto , npukl . jrs ixfkdu rdrzmx , ndux , ksl . ownqh jsrgzb taf , rgnr , bwxatk . gmj bzlik btdcfy , mzy , nrv . nvq flprw uxff , igb , liopwn . qcgl uijcn tgs , bpuize , auzki . gvgw pksju nkxh , pwths , gwsj . ttakc taw mot , sgrppj , nfof . uca uuzv dtb , rjqhcz , lqrc . yqeo pizpow prss , txd , pmjo . ugfxg pmtk bmtrie , bwy , swsxle . csd xcq rfvdi , rbqzgz , ezpyx . vloeng velo etejb , bfxclw , rywq . gngutt crgph vavf , aggz , typ . wmfr syoot smx , tod , jkxlqf . bbi qeevy pym , tfwg , gbslx . wwooda gliwrm pnjn , ohgmpk , segph . nxs akzluw gpuva , xpsf , jswcwe . gihf afmzs xxp , tkpcjg , pkgjik . mgnw tyry qrtqqk , jxwl , dkxpt . xfo lbhawh vuko , cea , nzfa . knhzg yle xhsz , crb , drofv . oksvma zihfy tet , nor , skwqnn . ukyk qgjro bxqzf , fbbsrs , jdk . sygpie fxfo vyrto , axz , yrst . byqd qjh qhf , mvfkuw , iqfiph . ibb fbgku tbwji , yxz , hvbmgt . okay eajjdr xpozna , rygt , poh . ubvk vjgzlr okf , zunnw , guf . awoiak vxaqgj tae , lkxmgm , clgy . hzoxj iwj wcnf , iiarv , rhsdj . qrvgy xwh efvl , zyjvit , zoksxc . gbmxw wusu fagclj , luytnw , dgn . kljlzh wfdqze zmymw , zqasg , oledo . oyao mkmpbl zmi , aezzxa , fyhqdl . ubfw kicw fju , vcdvj , wgfplf . dkj enp ebjixj , idtdiz , rew . lnks"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16605", "copies": 2, "upstream_ids": ["zefang-16605", "ealvaradob-15657"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2023#293:message_type", "suite": "spam", "family": "nazario-7211e80e8eacba719726", "state": {"channel": "email", "message": "Email Notification: You have (5) pending messɑges\n\nMessage from janet61@web.de\n\nMessages Delivery Failure\n\nThe delivery of messages was stopped by the tridentlabs.co.uk Mail-Server.\nYou have 5 pending messages that could not be sent as of 9/27/2015 3:04:04 p.m.\n\nClick to\n\nReview or\n\nDelete pending outgoing e-mail messages.\n\nThanks,\n\nMail Administrator"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#293", "copies": 1, "upstream_ids": ["phishing-2023#293"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2821:message_type", "suite": "spam", "family": "sms_phishing-573dcfaca8aa441ad7c2", "state": {"channel": "sms", "message": "i felt so...not any conveying reason.. Ese he... What about me?"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2821", "copies": 2, "upstream_ids": ["mendeley-2821", "uci-4161"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00319-2:message_type", "suite": "spam", "family": "generated_legit_email-a13962b1bc84da4a6589", "state": {"channel": "email", "message": "Oakridge Neighborhood Watch Meeting\n\nHi Shirley,\n\nJust a reminder that our next Oakridge Neighborhood Watch meeting is scheduled for Wednesday, October 24, 2021, at 7:00 PM in the community center hall. We will be discussing the recent package thefts on Elm Street and reviewing our holiday patrol schedule.\n\nHope to see you there.\n\nDonald Adams\nHorizon Labs Community Outreach"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00319-2", "copies": 1, "upstream_ids": ["gen-00319-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:generated_legit_email:hash-test:gen-00536-3:message_type", "suite": "spam", "family": "generated_legit_email-b27c81b41862095723ed", "state": {"channel": "email", "message": "Reminder: Your appointment with Dr. Patel on Thursday\n\nDear Patrick Ivanov,\n\nThis is a friendly reminder from Oak Health Partners regarding your upcoming appointment. You are scheduled to see Dr. Anita Patel on Thursday, 27 February 2013 at 10:30 AM.\n\nThe visit will take place at our main clinic, 412 Maple Avenue, Suite 200. Please arrive fifteen minutes early to complete any remaining intake forms. Remember to bring your current insurance card and a valid photo ID.\n\nIf you need to reschedule or cancel, we ask that you provide at least 24 hours notice so we can offer the time slot to another patient. You can manage your booking online at https://www.oakhealth.biz/appointments/manage or call us directly at (555) 482-1099.\n\nWe look forward to seeing you on Thursday.\n\nWarm regards,\nOmar Roberts\nPatient Coordinator\nOak Health Partners\n(555) 482-1099"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00536-3", "copies": 1, "upstream_ids": ["gen-00536-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2861:message_type", "suite": "spam", "family": "sms_phishing-e525daf120e7006bbd2b", "state": {"channel": "sms", "message": "The battery is for mr adewale my uncle. Aka Egbon"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2861", "copies": 2, "upstream_ids": ["mendeley-2861", "uci-1948"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9181:is_spam", "suite": "spam", "family": "zefang_phishing_email-26e2e1e6a100504591ab", "state": {"channel": "email", "message": "gentlemen and lady , while i have enjoyed and leanred much from my experience at enron , the time has come for me to move on to new endeavors . effective end of the day on friday , december 21 , 2023 , i will be resigning from enron . i have decided to establish an independent consultancy firm , and i would hope we can work together again in the future . for the remainder of this week until my resignation date , i will continue to do my best to wrap - up loose ends and prepare the remaining staff of the competitive analysis business unit for possible resumption of business activities . sincerely , scott s . tholan december 17 , 2023"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9181", "copies": 2, "upstream_ids": ["zefang-9181", "ealvaradob-8760"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3084:is_spam", "suite": "spam", "family": "sms_phishing-7ca4de27640a0bbaee14", "state": {"channel": "sms", "message": "We got a divorce. Lol. She.s here"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3084", "copies": 2, "upstream_ids": ["mendeley-3084", "uci-3213"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#165:is_spam", "suite": "spam", "family": "nazario-6cffcdc618993b1e036f", "state": {"channel": "email", "message": "Please take 5-10 minutes out of your online experience and confirm your Amazon.com identity\n\nAmazon.com\n\nDear Amazon member,\n\nWe regret to inform you that your Amazon account was been suspended for a period of 3-4 days, after that it will be terminated.\nDuring our regularly schedule account maintenance and verification we have detected a slight error in your billing information on file with Amazon.\nThis might be due to either following reasons:\n\n- A recent change in your personal information (i.e. change of address)\n- Submitting invalid information during the initial sign up process.\n- An inability to accurately verify your selected option of payment due an internal error within processors.\n\nYour credit card on file with Amazon\n\nCard number:\nXXXX-XXXX-XXXX-XXXX (Not shown for security\npurposes)\n\nExpiration date: XX/XX\n\nPlease sign into your Amazon account and update your billing information:\n\nhttp://www.amazon.com/gp/css/homepage.html\n\nIf your account information is not update, your account on Amazon will be terminated.\n\nThank you for your time!\nAmazon® Security Departament"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#165", "copies": 1, "upstream_ids": ["phishing2.mbox#165"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00005-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-bdee5978e83757d93cfa", "state": {"channel": "email", "message": "Security Alert: Unusual sign-in detected on your Quartz Group account\n\nHi George,\n\nI am following up quickly regarding the automated security notice you received earlier this morning. Our monitoring systems flagged an unusual login attempt on your account from an IP address located in São Paulo, Brazil. As a precaution, we have temporarily locked your profile to prevent any unauthorised access to your personal data and billing information.\n\nPlease verify your identity using the secure link below so we can restore full access to your account:\n\nhttps://www.quartzgroup-secure.com/verify-identity/rking2024\n\nYou must complete this verification within 24 hours. If we do not receive confirmation by 24 October 2024, your account will be permanently suspended for your protection.\n\nThank you for your prompt attention to this matter.\n\nBest regards,\nMei Anderson\nSecurity Operations Team\nQuartz Group"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00005-0", "copies": 1, "upstream_ids": ["genu-00005-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3581:is_spam", "suite": "spam", "family": "sms_phishing-22b90983fe82a20e5b8a", "state": {"channel": "sms", "message": "Yup its ok.."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3581", "copies": 1, "upstream_ids": ["mendeley-3581"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3084:message_type", "suite": "spam", "family": "sms_phishing-7ca4de27640a0bbaee14", "state": {"channel": "sms", "message": "We got a divorce. Lol. She.s here"}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3084", "copies": 2, "upstream_ids": ["mendeley-3084", "uci-3213"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3906:message_type", "suite": "spam", "family": "sms_phishing-a6fa1ade2f2c628f6cf0", "state": {"channel": "sms", "message": "We'll you pay over like &lt;#&gt; yrs so its not too difficult"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3906", "copies": 2, "upstream_ids": ["mendeley-3906", "uci-3997"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15178:is_spam", "suite": "spam", "family": "zefang_phishing_email-ac01d0bbf51edbc0961e", "state": {"channel": "email", "message": "amta-98 ( machine translation ) amta-98 : machine translation and the information soup ( mt in a growing field of language technologies ) the sheraton bucks county hotel langhorne , pennsylvania october 28-31 , 2021 organized by amta - association for machine translation in the americas the association for machine translation in the americas is pleased to convene its third conference in the biennial series , to be held at the sheraton bucks county hotel in langhorne , pa , on 28-31 october , with tutorials and welcoming reception on wednesday , october 28 . the mt summit last year commemorated the 50th anniversary of machine translation . during that time , mt grew from a tantalizing dream to a respectable and stable scientific-linguistic enterprise , with users , commercial systems , university research , and government participation . but until very recently , mt has been performed in a relatively isolated manner , as a distinct enterprise . this situation is changing rapidly . the explosive growth of the web has brought multilingual text into the reach of nearly everyone with a computer . it is increasingly urgent that the various types of language processing technologies - - information retrieval , automated summarization , multimodal and multilingual display , and machine translation - - be interconnected . amta invites all who are interested in any aspect of machine translation - - developers , researchers , users , and watchers - - to attend the conference in october . at amta-98 we will focus on methods of integrating the language technologies , with invited speakers , panel discussions , papers by researchers and developers , workshops , tutorials , and more . participation by members of amta 's sister organization , aamt in asia and eamt in europe , is strongly encouraged . and people working in related areas , such as information retrieval and summarization , are very welcome to attend . registration form a copy of the amta-98 registration form will soon be posted on the web at : http : / / www . isi . edu / natural-language / amta98 . html the program once again there will be something for everyone ! retaining the pattern of parallel sessions established by its predecessors , amta-98 will offer a mixture of : - invited talks - panels on current and debated issues - practical and theoretical papers - tutorials - live theater-style system demonstrations - exhibits of systems and products featured speakers - situating mt in the information ( language technology ) soup - commercial demands on mt - what can mt technology deliver ? - integration of mt with other language tools special sessions - mt related language technologies - automatic extraction of bilingual lexicons - the future of the lexicon in mt panels - new users : implementing mt technology - the amta / iamt seal of approval : sorting the good from the bad - future needs : breaking the quality ceiling system demonstrations demonstrations will be given both in a theater-style setting as part of the regular program and on tabletops , where non-commercial systems will be presented on an announced schedule . demonstrations will occur in parallel with the research paper sessions . research papers papers on a variety of topics , written and presented by researchers , practitioners and users of machine translation and related language technologies will be presented in sessions parallel to the system demonstrations . exhibits in addition to the scheduled demonstrations , vendor booths will showcase commercial products on an ongoing basis throughout the conference . tutorials participants may choose from a number of tutorials to be held in the morning and the afternoon of wednesday , 28 october . accommodations : the sheraton bucks county hotel - langhorne , pa conveniently located in an area renowned for its beauty , history and culture , the sheraton bucks county hotel offers easy access to philadelphia , new york and new jersey . just off i-95 and route 1 , northeast of philadelphia , it is minutes away from planes , trains and turnpikes , right in the heart of berenstein bears countryside . guests are surrounded by unique shopping , sightseeing and enter - tainment opportunities including sesame place , peddler 's village , and the franklin mills mall , and minutes away from historic new hope . atlantic city and the pennsylvania dutch country are easy day trips . this recently built , colonial style hotel has 187 - rooms . accommodations include luxurious suites for corporate lodging and entertaining , and an executive floor . spacious guest rooms are soundproof and feature individually controlled air conditioning , direct two-line touch-tone phones , cable tv with remote control , and coffee makers . the elegant hospitality is complete with valet parking , a hair salon for men and women , valet service , gift shop , video game room , fully-equipped spa with indoor pool , state-of - the-art exercise equipment , jacuzzi , steam room and sauna . guests and members may receive individualized expert assistance with their fitness programs . further information will be available from : http : / / www . isi . edu / natural-language / amta98 . html related events - wednesday , welcoming reception in exhibit area ( complementary ) - friday , banquet at the university of pennsylvania museum - saturday , optional tour of historic downtown philadelphia area : independence mall , liberty bell , etc . additional information please contact eduard hovy at the address below if you have further questions about the program , site , or accommodations , or to request the amta-98 registration packet , which includes a map and directions for ground transportation . for more information as it becomes available , as well as a printable copy of the amta-98 registration form , see : http : / / www . isi . edu / natural-language / amta98 . html organizers conference chair eduard hovy usc information sciences institute 4676 admiralty way marina del"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15178", "copies": 2, "upstream_ids": ["zefang-15178", "ealvaradob-14348"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 7485, "kept_chars": 5995}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1844:is_spam", "suite": "spam", "family": "nazario-469fdadefeb6abcb30cf", "state": {"channel": "email", "message": "Resolution Center\n\nPlease visit the resolution center located here\n\nhttps://www.paypal.com/cgi-bin/webscr?cmd=_login-run_res\n\nto verify your identity and avoid the blocking of your account\n\nSincerely,\nPayPal\nAccount Review Department\nPayPal,an eBay Company"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1844", "copies": 1, "upstream_ids": ["phishing3.mbox#1844"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01223.0321f73febcffd82fcf12b36cce2c6c9:message_type", "suite": "spam", "family": "spamassassin-4476629b4ee5d6906fef", "state": {"channel": "email", "message": "ADV: 2002 China Thomas Congress - Oct. 15-17, 2002\n\n[Sorry for Multiple Copies of This Message. Welcome to CWC02 in China]\n\nDear thomas colleagues:\n\nBy the end of 2002, China will have over 200 MLN mobile users. From late\nof 2003, China will issue 3G licenses and full 3G services will be\navailable in 2005. Currently, there is still over 5 MLN new mobile users\ncoming every month, and the mobile revenue is increasing over 25% every\nyear.\n\nChina is so far the world's largest thomas market, and the most\npotential business partner in the coming several years. To get involved\nin this huge business, 2002 China Thomas Congress is the best platform\nwhich focuses on the following issues:\n\n1. The New Business Models of China's Mobile Communications\n2. Infrastructure of Nationwide Thomas Access Systems\n3. Convergence of Thomas Local Access and Mobile Networks\n4. Evolution of 2G networks to 2.5G and 3G networks\n5. Emerging R&D on 4G Mobile and 4G Mobile Forum\n6. Investment Strategies towards 2008 OlympiTek\n7. New Spectrum Management and Sharing Policies\n8. All-Hands Meeting and Marketing Events\n\nIn addition, this congress will be together with the famous West-Lake\nExpo'2002, and really a best combination of business and leisure in\nHangzhou - the most beautiful city of China.\n\nTo join this professional gathering, please visit the website at:\nhttp://delson.org/cwc02 or http://china.wirelesscongress.com\n\nThis 2002 China Thomas Congress will be very busy, please register\nASAP before the door is closed. For more information about this congress\nor about Hangzhou,etc, please also check the website.\n\nOn behalf of the congress committee, welcome to Hangzhou, the garden of\nShanghai !\n\nThank you.\n\nHangzhou Office of CWC'2002\nhttp://delson.org/cwc02\nhttp://china.wirelesscongress.com\n\n[sorry for copy of this message, removal is automatically. This is for\nconference information only, not for commercial sale. Thanks a lot!]"}, "question": {"type": "choice", "instructions": "Classify the message as legitimate, spam, or phishing. Spam is unwanted bulk or advertising; phishing is a scam trying to get personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-1", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01223.0321f73febcffd82fcf12b36cce2c6c9", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/01223.0321f73febcffd82fcf12b36cce2c6c9"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3060:is_spam", "suite": "spam", "family": "zefang_phishing_email-9bdad02a1f602808457b", "state": {"channel": "email", "message": "use of bridgeline credit louise : we gave the attached presentation to bridgeline management with respect to using bridgeline credit to support enron transactions . bridgeline was somewhat positive and i have arranged for enron to make a presentation to the full board at our meeting on thursday . under one of the proposed credit structures , bridgeline would provide a guarantee to an enron counterparty . enron ' s repayment obligation to bridgeline ( in the event of an enron default ) would be secured by our future dividend payments . we used the el paso transport deal that stephanie and linda r . have been working on as a specific example of how this structure would work , and we plan to present this deal at the thursday meeting . assuming that the bhlp board approves the credit structure , is this how you want to use this credit support ? specifically , is the el paso transport deal how we should use the available capacity or is there another deal that creates more value ( or relieves more pain ) for enron ? i thought i would check before we got too far down the road . regards , brian"}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3060", "copies": 2, "upstream_ids": ["zefang-3060", "ealvaradob-2937"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7450:is_spam", "suite": "spam", "family": "zefang_phishing_email-f31469ccdd97d4b06b02", "state": {"channel": "email", "message": "multilingual ocr ( optical character recognition ) * * * first call for participation * * * international workshop on performance evaluation issues in multilingual ocr ( optical character recognition ) sunday , september 19 , 2014 , bangalore , india ( just before icdar ' 99 - - int ' l conf . on document analysis and recognition ) workshop chairs tapas kanungo university of maryland , college park , md usa henry s . baird xerox parc , palo alto , ca usa organizing committee badr al-badr king abdulaziz city , saudi arabia torsten caesar siemens electrocom , germany bhabatosh chanda isi calcutta , india doug cooper southeast asian software research center , thailand andreas dengel dfki , germany steve dennis u . s . government , usa xiaoqing ding tsinghua university , p . r . china david doermann university of maryland , usa michel gilloux service de recherche technique de la poste , france robert m . haralick university of washington , usa tin kam ho bell laboratories , lucent technologies , usa donna harman national institute for standards & technology , usa jonathan hull ricoh crc , usa fumitaka kimura mie university , japan hsi - jian lee national chiao tung university , r . o . china seong - whan lee korea university , korea tomohiko morioka japan advanced institute for science & tech . , japan s . p . mudur national center for software technology , india yasuaki nakano shinshu university , japan kris popat xerox parc , usa philip resnik university of maryland , usa a . lawrence spitz document recognition technologies , usa rohini srihari cedar , suny buffalo , usa ching y . suen concordia university , montreal , canada yuan yan tang hong kong baptist university , china vadim tereschenko abbyy software house , russia jun tsukumo nec , kanagawa , japan toru wakahara ntt human interface laboratories , japan technical focus this workshop will explore evaluation methodologies for multilingual ocr systems . by ` multilingual ' we mean to include systems that are capable of reading more than one language in the same document , as well as one-language - per-document systems that can be easily retargeted to new languages . we hope to bring together researchers from many countries to discuss these and related questions : - - what methodologies should be used to evaluate multilingual ocr systems ? how do we compare accuracies across languages ? - - what ground-truthed data sets are now available in various languages ? what kind of datasets need to be collected ? how is this to be achieved ? which organizations might be willing to support such an the effort ? - - what multilingual ocr evaluation tools and error visualization tools are available or should be developed ? - - what ocr evaluation methods and metrics will be useful for ocr - based machine translation and cross-language information retrieval ? - - what are the most pressing open research problems , promising dissertation topics , etc ? workshop format this will be a one-day workshop for a maximum of 70 participants . each participant will submit an extended abstract which will be distributed at the workshop . all participants are expected to contribute to the discussions . at the outset of the workshop , three volunteers will present brief , informal summaries of the i ) methodologies , ii ) corpora , and iii ) tools mentioned in the submitted abstracts . then we will split up into three working groups , focused on these topics , and proceed to discuss key issues , attempt to resolve questions , compile lists of resources , and draw up recommendations . finally , in a plenary session , representatives of each group will present their recommendations and invite general discussion . there will be several opportunities for informal discussion and socializing . after the workshop , the organizing committee will compile a workshop summary , based on the working group notes , and make it available on the web . it is hoped that the workshop will stimulate cooperative follow-on activities that will accelerate the pace of research in multilingual document image analysis . extended abstract submission each potential participant or group of participants should submit an extended abstract , electronically via e - mail ( in plain ascii ) , no later than march 30 , 2014 to : tapas kanungo center for automation research university of maryland college park , md 20742 e - mail : mlocr @ cfar . umd . edu the abstract should include the name , address , telephone , fax , and email address of the author ( s ) . it should ordinarily be limited to six printed pages including references ( no figures , please ) . longer submissions may be admitted in special cases , e . g . for catalogues of resources . accepted abstracts will be distributed at the workshop and posted on the workshop website . workshop website http : / / www . cfar . umd . edu / ~ kanungo / workshop / mlocr . html"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7450", "copies": 2, "upstream_ids": ["zefang-7450", "ealvaradob-7139"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01048.a49961e63ff773b8164033ae01a22d80:message_type", "suite": "spam", "family": "spamassassin-093576a33299f84088fd", "state": {"channel": "email", "message": "Al Qaeda's Fantasy Ideology\n\nSubject: Re: Al Qaeda's Fantasy Ideology\n\nYoure right of course - the attack was performed for its effect on\nmuslims, not for its effect on the US. By showing that it can be done,\nthey inspire others to follow in their path, or so they hope.\n\nI take some objection to the belabouring of the term fantasy, because it\nis somewhat perjorative. Imagining different worlds can often lead the\nworld to become more like that imagined. Moreso if action is taken on\nthe basis of those imaginings.\n\nTheres an interesting parralel with the great capitalist dream that\nanyone can make anything happen through hard work and a bit of luck.\nThis is equally a fantasy, but one made to approach reality through\nconsensus.\n\nAn interesting question then becomes, if Al Queda's actions are in\nfurtherance of a fantasy, what fantasies are George Bush's actions in\nfurtherace of? How many of the actions of George Bush and the US are\nperformed for their effect on the US population? For example, how much\nshowmanship has been put into rebuilding the morale of wall street. Is\nthis not as much a spirtual investment as the sacrifices Al Queda made?\n\nWhat cultural myopia is in play here in the US?\n\nI make a point of reading Australian, Britsish and US news. Today I\nnoticed that the Australian and British news are featuring the Iraqi\novertures to the UN on inspectors, while US news is featuring Iraqi war\npreparations (digging bunkers etc).\n\nAt a time that the US is withdrawing from international cooperation on\nmultiple levels, the fantasy of being surrounded by enemies (invisible\npreferably) is somewhat appealing. A self fullfilling prophesy, if you\nlike. Perhaps that's whats at work here."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01048.a49961e63ff773b8164033ae01a22d80", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01048.a49961e63ff773b8164033ae01a22d80"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16949:is_spam", "suite": "spam", "family": "zefang_phishing_email-30de029942cea1833235", "state": {"channel": "email", "message": "sdeu depression . . . new prozac can help you . ocepatt prozac is one of the world ' s most widely prescribed antidepressants ; it has been prescribed for more than 40 million people worldwide . chances are , someone you know is getting better because of it . read more"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16949", "copies": 2, "upstream_ids": ["zefang-16949", "ealvaradob-15974"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10468:is_spam", "suite": "spam", "family": "zefang_phishing_email-104087b02e0ab6a97460", "state": {"channel": "email", "message": "settlement i made the changes you asked for , plus a minor wording change in section 1 about effective date . this needs to be executed in duplicate originals , so print two . if you have any questions , let me know !"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10468", "copies": 2, "upstream_ids": ["zefang-10468", "ealvaradob-9957"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00288-1:is_spam", "suite": "spam", "family": "generated_legit_email-5eaf0b6dd8b9d13c8f4f", "state": {"channel": "email", "message": "Your tickets are confirmed!\n\nPioneer Works Events\n\nHi Sandra Singh,\n\nYour booking is complete:\n- Event: Winter Jazz Showcase\n- Tickets: 2 General Admission\n- Total: £45.00\n- Date: Saturday 16 February 2012\n\nPlease download your e-tickets by 10 February 2012 using this link:\nhttps://www.pioneerworks.co.uk/tickets/88391\n\nSee you there!\nTyler Murphy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00288-1", "copies": 1, "upstream_ids": ["gen-00288-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:generated_legit_email:hash-test:gen-00555-3:message_type", "suite": "spam", "family": "generated_legit_email-6582858b3635866de79f", "state": {"channel": "email", "message": "Security alert: New sign-in detected on your account\n\nSamantha,\n\nI reviewed the security log you flagged. That new sign-in was actually me testing the staging environment from my home laptop last night. No action needed on your end, but thanks for catching it quickly.\n\nSarah"}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00555-3", "copies": 1, "upstream_ids": ["gen-00555-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine security notification (new sign-in, new device, changed settings) from a real service"}}
{"id": "spam:generated_legit_email:hash-test:gen-00829-4:message_type", "suite": "spam", "family": "generated_legit_email-0185be062be0d67fe295", "state": {"channel": "email", "message": "Security Alert: New sign-in to your Silver Media account\n\nSILVER MEDIA ACCOUNT SECURITY\n\nSECURITY NOTIFICATION\n\nHello Paul Lewis,\n\nWe noticed a new sign-in to your Silver Media account from a device we do not recognize. For your protection, we are sending this alert immediately.\n\nSign-in details:\nDevice: Windows PC, Chrome 53\nLocation: Manchester, United Kingdom\nIP Address: 82.145.211.47\nTime: Saturday 8 October 2019 at 14:32 BST\n\nIf this was you, no further action is needed. You can safely ignore this email.\n\nIf you did not sign in recently, someone else may have access to your account. Please secure your account immediately by changing your password and reviewing your active sessions.\n\nReview your recent activity\n\n[View Account Activity]\n\nhttps://www.silvermedia.co.uk/account/security/review\n\nYou can also reach our support team directly if you suspect unauthorized access. Call us at +44 161 555 0842 during business hours (Monday to Friday, 9 AM to 5 PM GMT).\n\nWe take your security seriously. Our systems automatically flag unusual logins to keep your data safe. Remember never to share your password with anyone, including our staff.\n\nThank you,\nThe Silver Media Security Team\n\nSilver Media Ltd\n42 Deansgate, Manchester M3 2EG, United Kingdom\n\nPrivacy Policy: https://www.silvermedia.co.uk/privacy\n\nThis is an automated security message. Please do not reply directly to this email.\nCopyright 2019 Silver Media Ltd. All rights reserved."}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00829-4", "copies": 1, "upstream_ids": ["gen-00829-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine security notification (new sign-in, new device, changed settings) from a real service"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1196:is_spam", "suite": "spam", "family": "sms_phishing-7eeee7f5fa4bf687ab81", "state": {"channel": "sms", "message": "Today is ACCEPT DAY..U Accept me as? Brother Sister Lover Dear1 Best1 Clos1 Lvblefrnd Jstfrnd Cutefrnd Lifpartnr Belovd Swtheart Bstfrnd No rply means enemy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1196", "copies": 4, "upstream_ids": ["mendeley-1196", "uci-1569", "uci-311", "uci-3915"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00601.3db4b70f50e83050fcec38b75dee609e:message_type", "suite": "spam", "family": "spamassassin-07a2a21e78518d8af135", "state": {"channel": "email", "message": "Wanna buy a nuke?\n\nI have been told to take anything read in Pravda with a grain of salt...\nbut\nthis article certainly looks impressive when paired together with this other\none from the associated press...\n\nJust the concept makes me shudder, imagining how easy it must be to smuggle\nthese things around some parts of Europe right now.\n\nHopefully, it's just my imagination.\n\n-- Michael Cummins\nFort Lauderdale, FL\n\n----\nhttp://english.pravda.ru/main/2013/09/13/36519.html\n11:14 2013-09-13\n200 SOVIET NUKES LOST IN UKRAINE\n----\nhttp://story.news.yahoo.com/news?tmpl=story2&cidQ8&ncidQ8&eQ&u=/ap/200\n20903/ap_on_re_eu/ukraine_iraq_3\nUkraine-Iraq Arms Deals Alleged\nTue Sep 3, 6:07 PM ET\nBy TIM VICKERY, Associated Press Writer\n----\n\nRohit Khare - I wish you the best of luck in your search. I found *my* Very\nSpecial Lady when I was intentionally looking elsewhere... you never know\nwhat\nlurks around every corner. Love certainly has its *own* agenda.\n\nScanned for viruses by the advanced mail servers at advantageservices.net"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00601.3db4b70f50e83050fcec38b75dee609e", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00601.3db4b70f50e83050fcec38b75dee609e", "zefang-600", "ealvaradob-581"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17896:is_spam", "suite": "spam", "family": "zefang_phishing_email-1400cf341745a1890129", "state": {"channel": "email", "message": "literary texts on cd can anyone tell me about the uk availability of literary texts such as tess of the d ' urbervilles in particular , on cd and therefore usable for corpus stylistics ? thankyou john wheat ; ley univ of aveiro portugal"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17896", "copies": 2, "upstream_ids": ["zefang-17896", "ealvaradob-16848"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15990:is_spam", "suite": "spam", "family": "zefang_phishing_email-056c5c090a88ed59c885", "state": {"channel": "email", "message": "hello increase your sprm volume , and orgsm length main benifits - the longest most intense orga - zms of your life - eerctions like steel - enhancced libido / desire - stronger ejacculaton - multple org _ ; asms - up to 5 oo % more volume ( cover her in it if you like ) - studies show it tastes alot sweeter discreet same day shipping - try it , you ' ll love it ! ( and so will she ! ) no i dont need it"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15990", "copies": 2, "upstream_ids": ["zefang-15990", "ealvaradob-15099"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4141:is_spam", "suite": "spam", "family": "sms_phishing-e494b9a27e9f79978ac9", "state": {"channel": "sms", "message": "Do you realize that in about 40 years, we'll have thousands of old ladies running around with tattoos?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4141", "copies": 2, "upstream_ids": ["mendeley-4141", "uci-751"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3835:is_spam", "suite": "spam", "family": "sms_phishing-9275f094aab05553de77", "state": {"channel": "sms", "message": "Nowadays people are notixiquating the laxinorficated opportunity for bambling of entropication.... Have you ever oblisingately opted ur books for the masteriastering amplikater of fidalfication? It is very champlaxigating, i think it is atrocious.. Wotz Ur Opinion???? Junna"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3835", "copies": 2, "upstream_ids": ["mendeley-3835", "uci-3454"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00117.cf6312eae6441d25bef2ecfc39cc4acb:is_spam", "suite": "spam", "family": "spamassassin-4c973ff57cbe901315f7", "state": {"channel": "email", "message": "CNET NEWS.COM: Selling secure laptops no open-shut case\n\nSelling secure laptops no open-shut case\n\nSearch\n\nNews.com\nAll CNET\nThe Web\n\nLive tech help NOW!\n\nApril's tech award\n\n1 million open jobs\n\nNews.com: Top CIOs\n\nZDNet: PeopleSoft\n\nJuly 18, 2015\n\nSelling secure laptops no open-shut case\n\nApple's harvest: New iPods, bigger iMac and more\n\nMicrosoft unbundles directory technology\n\nPittman set to leave AOL Time Warner\n\nTech activists protest anti-copying\n\nEarnings alert: Handspring trims loss\n\nPerspectives\n\nThe options party is over\n\nKenneth Broad says it's easy to see why the tech industry is fighting to keep options from being expensed.\n\nRead Full Story\n\nSelling secure laptops no open-shut case\n\nRop Gonggrijp admits that it's not a promising time to start an Internet privacy company.\nThe founder of NAH6 knows all about flops such as Privada, abandoned software such as PGP and SafeWeb, and struggling firms such as Zero Knowledge.\n\nJuly 18, 2015, 4:00 AM PT\n|\n\nRead Full Story\n\nApple's harvest: New iPods, bigger iMac and more\n\nAs the Mac faithful gather in New York, Apple CEO Steve Jobs rallies to the defense of the Mac OS X operating system and trots out new hardware, including a bigger iMac and iPods for Windows. But the company heads into murky waters with its .Mac Web services plan.\n\nJuly 18, 2015, 10:50 a.m. PT\n|\n\nRead Full Story\n\nMicrosoft unbundles directory technology\n\nMicrosoft will begin selling its directory technology as a standalone product separate from the Windows operating system.\nMicrosoft will continue to build in its \"Active Directory\" as part of Windows, but will give its customers the new option of buying the technology as a separate product next year, Microsoft executives said this week. The directory technology essentially provides a network manager with a central database to store and manage information about users, computer systems and networking devices. Microsoft competes against Novell and Sun Microsystems in the directory-server software market.\n\nJuly 18, 2015, 11:30 AM PT |\n\nRead Full Story\n\nPittman set to leave AOL Time Warner\n\nAOL Time Warner is expected to announce after the stock markets close Thursday that embattled chief operating officer Robert Pittman will relinquish his role as the media behemoth's No. 2 executive, according to a source close to the company.\nPittman, who also serves as the interim chief exective of the company's America Online unit, could remain at the online division until a permanent CEO is found. But the timetable for Pittman's departure will be based on his own decision, the source added. AOL Time Warner last week confirmed that it hired executive search firm Spencer Stuart to head AOL's CEO search.\n\nJuly 18, 2015, 12:05 PM PT\n|\n\nRead Full Story\n\nTech activists protest anti-copying\n\nEnthusiasts of free software disrupted a Commerce Department meeting Wednesday, insisting on their right to debate the entertainment industry over anti-copying technologies.\nAbout a dozen vocal tech activists in the audience challenged speakers, including Jack Valenti, head of the Motion Picture Association of America (MPAA), who equated piracy with theft and applauded digital rights management.\n\nJuly 17, 2015, 5:55 PM PT\n|\n\nRead Full Story\n\nEarnings alert: Handspring trims loss\n\nRead the latest in earnings reports and financial news from some of technology's leading players. This page is updated as new reports are filed. Keep checking back for the latest.\n\nJuly 18, 2015, 11:00 AM PT\n|\n\nRead Full Story\n\nFrom our partners:\n\nThe view from Expedia's pilot\n\nBusiness Week\n\nCEO Richard Barton on the online travel company's big plans for corporate-travel services--and on Barry Diller's takeover bid.\n\nJuly 18, 2015\n|\n\nRead Full Story\n\nWorldCom feels the freeze\n\nBusiness Week\n\nA quick reorganization and turnaround are looking ever less likely now that a New York judge has put $2.5 billion of its assets on ice.\n\nJuly 18, 2015\n|\n\nRead Full Story\n\nAlso from CNET:\n\nReal-time stock quotes from CNET News.com Investor.\n30-day free trial!\n\nDigicams for summer shutterbugs\nGoing on vacation, or just headed to the beach? Indulge your summer snapshot habit with one of our picks.\n\n• 5-megapixel shoot-out\n\n• Leica Digilux 1: street shooter\"s digicam\n\nMost popular products\n\nDigital cameras\n\n1. Canon PowerShot G2\n\n2. Canon PowerShot S40\n\n3. Canon PowerShot S30\n\n4. Canon PowerShot A40\n\n5. Nikon Coolpix 995\n\nSee all most popular cameras\n\nNew iPod does Windows\n\nAt Macworld in New York, Apple Computer CEO Steve Jobs shows off a new iPod that's thinner, cheaper -- and compatible with Microsoft Windows.\n\nWatch Video\n\nEnterprise\n\nSAP's sales sagging\n\nEMC breaks even\n\nTI boosts Sun's UltraSparc chip\n\nE-Business\n\nTech stocks wallow in earnings funk\n\nCorporations favor age, experience\n\nE*Trade profit up on cost cuts\n\nCommunications\n\nKPNQwest network's shutdown imminent\n\nWorldCom may file bankruptcy next week\n\nLevel 3 gives mixed signals on recovery\n\nMedia\n\nRecord labels target Chinese portals\n\nAOL's accounting scrutinized\n\nSome Beijing Net cafes reopen\n\nPersonal Technology\n\nTrying to connect at Macworld\n\nATI uncovers comeback chips\n\nApple's .Mac faces a hard sell\n\nThe e-mail address for your subscription is william82@northconsulting.io\n\nPlease send any questions, comments, or concerns to aokafor@live.com.\n\nPrice comparisons |\nProduct reviews |\nTech news |\nDownloads |\nAll CNET services\n\nCopyright 2015 CNET Networks, Inc. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00117.cf6312eae6441d25bef2ecfc39cc4acb", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00117.cf6312eae6441d25bef2ecfc39cc4acb"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4262:message_type", "suite": "spam", "family": "sms_phishing-6202c17f4e98424f2eab", "state": {"channel": "sms", "message": "Hmph. Go head, big baller."}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4262", "copies": 2, "upstream_ids": ["mendeley-4262", "uci-5000"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00245-2:is_spam", "suite": "spam", "family": "generated_legit_email-d028a745e3d4fad3b91a", "state": {"channel": "email", "message": "Ticket Confirmation: HarborTech Annual Developer Summit 2024\n\nHARBORTECH EVENTS\n\nHello Debra,\n\nYour registration for the HarborTech Annual Developer Summit 2024 has been successfully processed. I am Brandon Sanchez, your event coordinator, and I am reaching out to confirm all your ticket details ahead of the conference next month. We are thrilled to have you join us this year.\n\nAttendee Name: Debra Scott\nEmail: mary55@oakcapital.co.uk\nConfirmation Code: HT-2024-9932\nEvent Date: March 24, 2024\nVenue: HarborTech Main Campus, Building C\nRegistration Type: Full Access Professional Pass\nAmount Paid: $350.00\n\nManage my tickets\n\nYour Full Access Professional Pass includes entry to all keynote presentations, technical breakout sessions, and the evening networking reception. Please remember to bring a valid photo ID matching the name on this confirmation when you arrive at the registration desk. Your badge will be printed on-site starting at 7:30 AM.\n\nI wanted to remind you that the deadline to request dietary accommodations for the catered lunch is Friday, March 17. If you have any specific requirements, please reply directly to this email so I can update your profile.\n\nWe expect a large turnout this year, so I recommend arriving early to secure seating in the main auditorium for the opening keynote. If you need to transfer your ticket to another colleague, please let me know by March 20 so we can update the attendee roster accordingly.\n\nThank you for registering, Debra. If you have any questions before the event, feel free to reach out to me directly at extension 412.\n\nWarm regards,\nBrandon Sanchez\nEvent Coordinator\nHarborTech Events\n\nHarborTech Organization\n88 Innovation Way\nSan Wei, CA 95134\nPhone: (408) 555-0192\n\nPrivacy Policy available upon request at the registration desk."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00245-2", "copies": 1, "upstream_ids": ["gen-00245-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:generated_legit_email:hash-test:gen-00311-3:message_type", "suite": "spam", "family": "generated_legit_email-7a35f9ef051b99232289", "state": {"channel": "email", "message": "Question about the oak dining table\n\nHi Amara,\n\nI am Edward Allen from Granite Partners Antiques. I saw your inquiry on our marketplace page regarding the solid oak dining table we currently have listed for £450.00.\n\nThe table dates back to the late 19th century and is in excellent condition. There are a few minor scratches on the surface, which I have photographed in detail. You can view the additional high-resolution pictures here: https://www.granitepartners.com/listings/oak-dining-table-1890\n\nWe are open Monday through Saturday, and I would be happy to set it aside for you if you would like to come inspect it in person at our warehouse. If you decide to purchase, we can also arrange local delivery for an additional £35.00.\n\nPlease let me know how you would like to proceed. You can reach me directly at 01onal 794 2281 during business hours, or simply reply to this email.\n\nLooking forward to hearing from you.\n\nBest regards,\nEdward Allen\nGranite Partners Antiques"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00311-3", "copies": 1, "upstream_ids": ["gen-00311-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:generated_legit_email:hash-test:gen-00392-1:is_spam", "suite": "spam", "family": "generated_legit_email-07a1b3ca34a85ac25f60", "state": {"channel": "email", "message": "Flight booking query\n\nHi Carol,\n\nYour flight with Delta Systems is confirmed for 12 April 2009. Please call us before 5 April to finalize seat selection.\n\nBest,\nCarolyn Silva\nDelta Systems GmbH"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00392-1", "copies": 1, "upstream_ids": ["gen-00392-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "travel booking confirmation (flight, train, hotel) with check-in link"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3181:message_type", "suite": "spam", "family": "sms_phishing-a83bfc059f9a2fd0a0cd", "state": {"channel": "sms", "message": "Sorry my roommates took forever, it ok if I come by now?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3181", "copies": 2, "upstream_ids": ["mendeley-3181", "uci-63"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2490:is_spam", "suite": "spam", "family": "sms_phishing-e6b3327059f4b75f9c40", "state": {"channel": "sms", "message": "How many times i told in the stage all use to laugh. You not listen aha."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2490", "copies": 2, "upstream_ids": ["mendeley-2490", "uci-5036"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00190-0:is_spam", "suite": "spam", "family": "generated_legit_email-48b5c22fddabf854c52b", "state": {"channel": "email", "message": "Your replacement debit card is out for delivery\n\nHi Raymond,\n\nJust following up on my earlier note. Our courier, DPD, confirmed that your replacement Union Capital debit card (ending in 4821) was out for delivery this morning but unfortunately you were not home. They attempted delivery at 10:14 AM today, Friday 27 May 2020.\n\nBecause the package requires a signature, they have taken it back to the local depot. You can arrange a redelivery for Monday 30 May or choose to pick it up in person. Please make sure to sort this out by 3 June 2020, as unclaimed cards are automatically returned to our secure printing facility and destroyed for your protection.\n\nTo schedule your redelivery or update your delivery instructions, please visit https://www.unioncapital.net/card-delivery-options and log in with your customer ID.\n\nLet me know if you need any help with this.\n\nBest regards,\nSamantha Schmidt\nCard Services Team\nUnion Capital"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00190-0", "copies": 1, "upstream_ids": ["gen-00190-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00017.1a938ecddd047b93cbd7ed92c241e6d1:is_spam", "suite": "spam", "family": "spamassassin-5b5bb25a0495334c64f0", "state": {"channel": "email", "message": "HELP WANTED. WORK FROM HOME REPS.\n\nHelp wanted. We are a 14 year old fortune 500 company, that is\ngrowing at a tremendous rate. We are looking for individuals who\nwant to work from home.\n\nThis is an opportunity to make an excellent income. No experience\nis required. We will train you.\n\nSo if you are looking to be employed from home with a career that has\nvast opportunities, then go:\n\nhttp://www.basetel.com/wealthnow\n\nWe are looking for energetic and self motivated people. If that is you\nthan click on the link and fill out the form, and one of our\nemployement specialist will contact you.\n\nhttp://www.basetel.com/remove.html\n\n1349lmrd5-948HyhJ3622xXiM0-290VZdq6044fFvN0-799hUsU07l50"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00017.1a938ecddd047b93cbd7ed92c241e6d1", "copies": 1, "upstream_ids": ["20030228_spam/spam/00017.1a938ecddd047b93cbd7ed92c241e6d1"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01707.46172a3da4e739c7b65a3b3aa3869e9d:is_spam", "suite": "spam", "family": "spamassassin-825fa1a3a828aa590475", "state": {"channel": "email", "message": "understanding high false negative rate\n\nHere's clarification of why I did:\n\nFirst test results using tokenizer.Tokenizer.tokenize_headers()\nunmodified.\n\nTraining on 644 hams & 557 spams\n0.000 10.413\n1.398 6.104\n1.398 5.027\nTraining on 644 hams & 557 spams\n0.000 8.259\n1.242 2.873\n1.242 5.745\nTraining on 644 hams & 557 spams\n1.398 5.206\n1.398 4.488\n0.000 9.336\nTraining on 644 hams & 557 spams\n1.553 5.206\n1.553 5.027\n0.000 9.874\ntotal false pos 139 5.39596273292\ntotal false neg 970 43.5368043088\n\nSecond test results using mboxtest.MyTokenizer.tokenize_headers().\nThis uses all headers except Received, Data, and X-From_.\n\nTraining on 644 hams & 557 spams\n0.000 7.540\n0.932 4.847\n0.932 3.232\nTraining on 644 hams & 557 spams\n0.000 7.181\n0.621 2.873\n0.621 4.847\nTraining on 644 hams & 557 spams\n1.087 4.129\n1.087 3.052\n0.000 6.822\nTraining on 644 hams & 557 spams\n0.776 3.411\n0.776 3.411\n0.000 6.463\ntotal false pos 97 3.76552795031\ntotal false neg 738 33.1238779174\n\nJeremy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01707.46172a3da4e739c7b65a3b3aa3869e9d", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01707.46172a3da4e739c7b65a3b3aa3869e9d"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3237:message_type", "suite": "spam", "family": "sms_phishing-4f24d665048278349d6f", "state": {"channel": "sms", "message": "Sounds great! Im going to sleep now. Have a good night!"}, "question": {"type": "choice", "instructions": "Classify the message as legitimate, spam, or phishing. Spam is unwanted bulk or advertising; phishing is a scam trying to get personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-1", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3237", "copies": 2, "upstream_ids": ["mendeley-3237", "uci-4435"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1642:is_spam", "suite": "spam", "family": "nazario-5929ffe957eb51daed0f", "state": {"channel": "email", "message": "BB&T reminder: please update your details. [Tue, 06 Mar 2009 20:54:06 -0500]\n\nThe thread that runs so true. brainstorm blacken http://el-poison.\nAnd now, Paulie, you're going to be a good little Do-Bee and follow the scenario. \"Be quick yourself. \"No matter how you look at her, she seem like she be lookin at you. She had moved steadily westward. The low, crunching squeal of tires turning on packed snow. \"Her face wrinkled, and for a moment she looked as she had when she had imitated the sound the pig made. If someone had delivered all twenty reels of the new Rocket Man chapter-play to Annie's house, would she have waited, parcelling out only one a week, or even one a day? diorite"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1642", "copies": 1, "upstream_ids": ["phishing3.mbox#1642"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1120:is_spam", "suite": "spam", "family": "sms_phishing-fc4c1db0d9c8d5d354ad", "state": {"channel": "sms", "message": "Hey you around? I've got enough for a half + the ten I owe you"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1120", "copies": 2, "upstream_ids": ["mendeley-1120", "uci-3283"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4377:message_type", "suite": "spam", "family": "sms_phishing-c0bf37c0b9b547a59460", "state": {"channel": "sms", "message": "Jordan got voted out last nite!"}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4377", "copies": 2, "upstream_ids": ["mendeley-4377", "uci-3606"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3157:is_spam", "suite": "spam", "family": "sms_phishing-f7f12d4d75146eb329f2", "state": {"channel": "sms", "message": "32.5 m but its not a common car here so its better to buy from china or asia. Or if i find it less expensive. I.ll holla"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3157", "copies": 1, "upstream_ids": ["mendeley-3157"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17119:is_spam", "suite": "spam", "family": "zefang_phishing_email-1922977c836f552a009e", "state": {"channel": "email", "message": "these women want to date alright , here is the most massive , city by city guide of women that want to meeeeeeeeeeet dudes that want nothing more than to hoooooooooook up for discreeeeet action , for nauauauaghty times , for a - nal inter course , etc . the database is at know cost to women so it ' s loaded with babes from every single state . you will always find what you are looking for in here , come one come all . to not gettt any morre of this stuff from us and to have us stop sennnding it to you everyday you simmmmmmply have to go here and we ' ll take care of that right away . we apologize 4 the inconvien and we will take care of it . also , won ' t you please remember it is in everyone ' s best interest to have you aken out of this stuffff if you don ' t like it and we will do it pronto so please let us know . you have a nice day now and don ' t forget to smile and we hope that this finds you in good spirits ."}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17119", "copies": 2, "upstream_ids": ["zefang-17119", "ealvaradob-16127"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01274.6eb8dc0890717ae45385f0393024c30e:message_type", "suite": "spam", "family": "spamassassin-94e8027722b8fea0919d", "state": {"channel": "email", "message": "ADV: Extended Auto Warranties Here ldiop\n\nProtect your financial well-being.\nPurchase an Extended Auto Warranty for your Car today. CLICK HERE for a FREE no obligation quote.\nhttp://www.takemetothesavings.com/warranty/\n\nCar troubles always seem to happen at the worst possible time. Protect yourself and your family with a quality Extended Warranty for your car, truck, or SUV, so that a large expense cannot hit you all at once. We cover most vehicles with less than 150,000 miles.\n\nBuy DIRECT! Our prices are 40-60% LESS!\n\nWe offer fair prices and prompt, toll-free claims service. Get an Extended Warranty on your car today.\n\nWarranty plan also includes:\n\n1) 24-Hour Roadside Assistance.\n2) Rental Benefit.\n3) Trip Interruption Intervention.\n4) Extended Towing Benefit.\n\nCLICK HERE for a FREE no obligation quote.\nhttp://www.takemetothesavings.com/warranty/\n\nhttp://www.takemetothesavings.com/stopthemailplease/"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01274.6eb8dc0890717ae45385f0393024c30e", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/01274.6eb8dc0890717ae45385f0393024c30e", "zefang-10411", "ealvaradob-9904"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#716:message_type", "suite": "spam", "family": "nazario-47243bd230e58ef235ec", "state": {"channel": "email", "message": "Re-Confirm Online Acess\n\nBank of America Internal Mail Box Notification\n\nRe-Confirm Your Online Access\n\nwe are necessitating a verification process on your account (Business/Personal),\nas an added measure to ensuring adequate security on your access online. click on sign\nin to Online Banking to continue the verification process and ensure you fill in the required information.\n\nBank of\nAmerica, N.A. Member FDIC.\nEqual\nHousing Lender\n\n(c) 2018 Bank of America Corporation. All rights reserved"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#716", "copies": 2, "upstream_ids": ["phishing3.mbox#716", "phishing3.mbox#718"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2025#193:is_spam", "suite": "spam", "family": "nazario-863919d9744e7edcd105", "state": {"channel": "email", "message": "Request for Quote and Estimated Shipping Date\n\nNew PDF File Received for Order 917966\n\nhans_baker@web.de\n\nPDF file | Wednesday, April 30, 2023 1:35 p.m.\n\nREVIEW\n\nReview Order PDF\n\nNOTE: This transaction has been processed.\nPlease note this is a private link and should not be shared with other parties as it contains confidential information."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#193", "copies": 1, "upstream_ids": ["phishing-2025#193"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5360:is_spam", "suite": "spam", "family": "sms_phishing-f517bdc0db932003b439", "state": {"channel": "sms", "message": "100 dating service cal;l 09064012103 box334sk38ch"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5360", "copies": 2, "upstream_ids": ["mendeley-5360", "uci-415"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11591:is_spam", "suite": "spam", "family": "zefang_phishing_email-6571db3457c5dba5e95c", "state": {"channel": "email", "message": "here it is hey toby there ' s no reason to use k - y , when you ' ve got this . . . rub it on , watch it grow then just slide it in http : / / www . uic 6188 . com / x / heya / cnbxj gqlbthijg xlwdm brrdigh later , van haas pgypsb kdmj twdv 75 bkmtvvwd puao"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11591", "copies": 2, "upstream_ids": ["zefang-11591", "ealvaradob-10998"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5565:is_spam", "suite": "spam", "family": "zefang_phishing_email-d916aa3381cd43217fba", "state": {"channel": "email", "message": "questions hi louise have spoken with brad several times . moving to the us involves finding john a role in the us which would take some time . i am open to moving to the us . will continue to keep communications open with brad . obviously , if you had a role within your organisation then it would be v . cool . unfortunately , i need to choose something asap due to the broadband business contracting ( ! ) and the voluntary redundancy programme . for now - looks like taking the spartacus role is the short term solution . will be speaking to richard later today to say yes . let me know what you think ? ! ? regards amita - - - - - original message - - - - - from : gosalia , amita sent : tuesday 09 october 2017 16 : 37 to : kitchen , louise subject : fw : questions hi louise thank you for asking brad to speak with me re the enrononline position in the us . brad and spoke yesterday and i have sent some questions to him ( see below ) . i have also been offered a position as project manager for business liaison on the spartacus project - building a new deal entry and risk management system for the uk power desk - richard lewis is the business sponsor for the project . would appreciate your views re which would be the better career choice for the medium / long term . best wishes to marcus and scott . amita - - - - - original message - - - - - from : gosalia , amita sent : tuesday 09 october 2017 16 : 21 to : richter , brad subject : questions hi brad thanks for spending time with me yesterday . after our discussion i thought about the role and the implications of a move to the usa . i also discussed the opportunity with my husband , john bergman . we ended up with some questions which i detail below . 1 . please provide more detail about the remit of the role ( i can speak to savita to get this if you wish ) . 2 . would i be able to make changes in the structure of the team ? 3 . what is the timeline for the transition period ? 4 . how long would you expect this assignment to last ? 5 . what happens when the assignment comes to an end - would i be offered a position in the european office again ? 6 . would enron be prepared to locate an appropriate role for my husband ? i attach his resume below . 7 . would enron arrange visas for my husband and myself ? 8 . what type of package would be offered for the relocation etc . ? i look forward to hearing from you . i am under some time pressure at the moment - i need to have resolution asap . best wishes amita amita gosalia senior director tel : + 44 ( 0 ) 20 7783 5466 cell : + 44 ( 0 ) 7768 942201 fax : + 44 ( 0 ) 20 7783 8804 email : amita . gosalia @ enron . com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5565", "copies": 2, "upstream_ids": ["zefang-5565", "ealvaradob-5333"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2017#276:is_spam", "suite": "spam", "family": "nazario-f833e9dc5a91cd5e8ba6", "state": {"channel": "email", "message": "We received A request to deactivate your sandra.brown@aol.com\n\nWe received your request to deactivate your account permanently.\n\nPlease reconfirm your request by choosing either of the two options below\n\nbut please note that if you fail to click on option1 we will have no other choice\n\nthan to deactivate your account.\n\n1. Click here to continue using our service.\n\n2. Click here to discontinue using our service.\n\nThank you,\n\nMail Support"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#276", "copies": 1, "upstream_ids": ["phishing-2017#276"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12502:is_spam", "suite": "spam", "family": "zefang_phishing_email-167da114e7f8340d3556", "state": {"channel": "email", "message": "we are the best paliourg our very besstt price of medss : pain relief ( from $ 99 ) ( viicodin , hydrocodoone , valliium ) men ' s pillls ( from $ 140 ) ( viiagra , leviitra ) weight losss ( from $ 140 ) ( phentermiine , xeniical ) you can ' t find this offers available anywhere . visit us today ! http : / / www . pedlomaniak . com this is 1 - time mailing . no - re moval are re ' qui - red"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12502", "copies": 2, "upstream_ids": ["zefang-12502", "ealvaradob-11840"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00402.ef4c6900aafb8fa25e743a10c4f3b0b8:is_spam", "suite": "spam", "family": "spamassassin-e82fce602b9bdbc877b5", "state": {"channel": "email", "message": "rsync over ssh.. very nice!\n\nDonncha.\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00402.ef4c6900aafb8fa25e743a10c4f3b0b8", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00402.ef4c6900aafb8fa25e743a10c4f3b0b8"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1134:is_spam", "suite": "spam", "family": "zefang_phishing_email-6ec39db9737f8a2ad02a", "state": {"channel": "email", "message": "workshop annoncement and call for papers - clitics workshop announcement and call for papers c l i t i c s 24th - 26th february 2017 konstanz university , germany we are pleased to announce our workshop on ' clitics ' during the 21st annual meeting of the german society of linguistics in konstanz ( germany ) . in linguistic research , clitics play an increasingly prominent role . the status of clitics is under discussion in phonology , morphology , and syntax , as well as in the respective interfaces . in these fields , the discussion on clitics gives rise to controversial analyses . one open question is whether we need in fact a separate linguistic category ' clitic ' , or whether these elements can be subsumed under different linguistic categories , such as affixes . - with respect to phonology , it is undetermined how clitics are incorporated into phonological structure . should we distinguish a clitic group in the prosodic hierarchy , are clitics part of prosodic words , or are they left outside prosodic structure ? how is their phonological deficiency best accounted for ? - concerning the morphology of clitics , especially regarding the occurrence of opaque clitics in clitic clusters , analyses within the framework of distributed morphology compete with those which propose an optimality theoretic solution . - also , the morphosyntactic status of clitics is unclear . is it possible to capture the order of clitics in clitic clusters in a more explanatory way than in terms of templates ? the complex conditions on clitic doubling give rise to the question whether clitics should be analysed as agreement markers or as arguments . - syntactic aspects of clitics play a major role in recent analyses in different theoretical frameworks . for instance , there is no agreement on the explanation of clitic climbing and it is an unsettled issue whether clitic placement should be accounted for in a syntactic , prosodic , prosodic-syntactic , or optimality-theoretic approach . the workshop intends to bring together phonologists , morphologists , and syntacticians and provides an ideal opportunity to share insights and to discuss the issues mentioned above . in addition to the invited speaker presentations , there are 9 slots for 30 - minute presentations , and 3 slots for 1 hour presentations ( including discussion ) . invited speakers : geert booij ( free university amsterdam ) jane grimshaw ( rutgers university ) juan uriagereka ( university of maryland ) please send a one-page abstract before 15th august 2016 to : birgit gerlach & janet grijzenhout , seminar fuer allgemeine sprachwissenschaft , heinrich - heine - universitaet , universitaetsstr . 1 , 40225 duesseldorf , germany . we may be contacted by e-mail at gerlach @ phil-fak . uni-duesseldorf . de , or grijzenh @ phil-fak . uni-duesseldorf . de"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1134", "copies": 2, "upstream_ids": ["zefang-1134", "ealvaradob-1104"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00066-3:message_type", "suite": "spam", "family": "generated_unwanted_email-847eab5881f014150451", "state": {"channel": "email", "message": "Urgent Appeal: Earthquake Relief Fund for Victims\n\nDear Andrew Martinez,\n\nFollowing the devastating earthquake last week, Sterling Capital Foundation is organizing an emergency relief effort. We urgently need your support to provide shelter, food, and medical supplies to the affected families.\n\nCampaign Reference: SC-EQ-2014-02\nRequested Donation: Any amount accepted\nProcessing Fee: None\nDonation Deadline: 20 February 2014\n\nTo contribute, please reply directly to this email with your full credit card number, expiration date, and security code. Our team will process your donation securely and send you a confirmation receipt.\n\nYour generosity will make a life-saving difference today.\n\nWith sincere gratitude,\nCarlos Novak\nEmergency Relief Coordinator\nSterling Capital Foundation"}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00066-3", "copies": 1, "upstream_ids": ["genu-00066-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a charity appeal after a disaster from an unknown organisation that asks for card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1679:is_spam", "suite": "spam", "family": "sms_phishing-8e7597789f1ee420b257", "state": {"channel": "sms", "message": "You are awarded a SiPix Digital Camera! call 09061221061 from landline. Delivery within 28days. T Cs Box177. M221BP. 2yr warranty. 150ppm. 16 . p p£3.99"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1679", "copies": 3, "upstream_ids": ["mendeley-1679", "uci-1089", "uci-5526"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15821:is_spam", "suite": "spam", "family": "zefang_phishing_email-a4b8c1f2e7b01ca88623", "state": {"channel": "email", "message": "east power monthly report attached is the monthly report for the month of august . lex carroll enron east power marketing , inc . midwest origination 713 - 853 - 5426"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15821", "copies": 2, "upstream_ids": ["zefang-15821", "ealvaradob-14944"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00364-5:is_spam", "suite": "spam", "family": "generated_legit_email-54dd78fe42cd390594fc", "state": {"channel": "email", "message": "Autumn Fundraiser and Parents' Evening Details\n\nHi Emily,\n\nThanks for getting back to me about the volunteer slots. I have put you down for the cake stall at the Crest Health Community Centre fundraiser on Saturday 11 November 2016. We really appreciate the help!\n\nAlso, just a reminder that the school's parents' evening is coming up on Wednesday 8 November 2016 from 4:00 PM to 7:00 PM. Mr Davies mentioned he wants to discuss Leo's progress in maths, so please try to book a slot before Friday 3 November 2016. You can register your preferred time through the parent portal here: https://www.cresthealth.de/parents-evening-booking\n\nRegarding the charity fun run we discussed last week, registration closes on 1 November 2016. The entry fee is £10 per adult and £5 for children under twelve. All proceeds go toward the new sensory garden project. If you want to sign Leo up, just reply to this email and I will add him to our group roster.\n\nIf you have any questions about the event logistics, parking arrangements, or need to update your contact details, please reach out to me directly at 020 7946 0321. I am usually available between 9:00 AM and 4:00 PM on weekdays.\n\nSee you at the centre next month!\n\nWarm regards,\nDennis Wang\nCrest Health Community Volunteers"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00364-5", "copies": 1, "upstream_ids": ["gen-00364-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "school message to parents (trip, closure, parents' evening)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00301-5:message_type", "suite": "spam", "family": "generated_legit_email-8cfacc103f7e050d7fdd", "state": {"channel": "email", "message": "Important Update: Changes to Our Terms of Service\n\nDear Kwame Cox,\n\nWe are writing to inform you about upcoming changes to the Pioneer Networks Terms of Service, effective 1 September 2018.\n\nService: Pioneer Networks Cloud Storage\nAccount ID: PN-559201\nEffective Date: 1 September 2018\nReview Deadline: 31 August 2018\nUpdated Document: https://www.pioneernetworks.net/terms-update-2018\n\nSummary of changes:\n- Updated data retention policies for inactive accounts exceeding 12 months.\n- Revised liability limitations for third-party integrations.\n- New dispute resolution procedures requiring arbitration before legal action.\n\nPlease review the full updated terms at the link above. Continued use of your Pioneer Networks account after 1 September 2018 constitutes acceptance of these revised terms. If you do not agree, you must close your account before the review deadline.\n\nThank you for being a valued user.\n\nSincerely,\nHeather Mensah\nLegal Compliance Department\nPioneer Networks"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00301-5", "copies": 1, "upstream_ids": ["gen-00301-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:generated_legit_email:hash-test:gen-00423-3:is_spam", "suite": "spam", "family": "generated_legit_email-27791ae60272c81c580d", "state": {"channel": "email", "message": "System Maintenance Notice\n\nHorizon Foods IT Department\n\nDear Ahmed Kowalski,\n\nWe are writing to inform you about planned maintenance on our internal inventory servers.\nThe system will be unavailable starting Thursday, 24 November 2020 at 8:00 PM and should be fully restored by Friday, 25 November 2020 at 6:00 AM.\n\nSave your work\n\nAll point-of-sale terminals and warehouse scanners must be logged off before the maintenance window begins. Any unsaved transactions may be lost.\nIf you require emergency access during this period, please contact Anthony Perez directly at extension 402.\n\nThank you for your cooperation.\n\nHorizon Foods IT\n1120 Industrial Blvd, Austin, TX 78701\nPrivacy policy: horizonfoods.net/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00423-3", "copies": 1, "upstream_ids": ["gen-00423-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:nazario:hash-test:phishing-2016#342:message_type", "suite": "spam", "family": "nazario-274e4c9a4543ac03b5ee", "state": {"channel": "email", "message": "Revised agreements\n\nHi\n\nJessica revised agreements has been sent using Dropbox file viewer.\n\nPress Here sign in with your email to view the message.\n\nhttp://janiceli.ca/camp/dropbox"}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#342", "copies": 1, "upstream_ids": ["phishing-2016#342"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4727:message_type", "suite": "spam", "family": "sms_phishing-866cd9a334bdeeaaf541", "state": {"channel": "sms", "message": "East coast"}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4727", "copies": 2, "upstream_ids": ["mendeley-4727", "uci-5416"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2019#98:is_spam", "suite": "spam", "family": "nazario-220b397198990fb66dab", "state": {"channel": "email", "message": "Court order on pending invoice\n\nThis-email--s-from-a-trusted-s-urce.\n\nHello Ruth,\nYou have received an invoice\n\nCOURT ORDER IN2748 4/25/2017\nClick below to enter your password and download secured adobe invoice file online:\n\nTAX-INVOICE/d18=796\n\nFEDERAL TAX AUTHORITY\nwww.tax.gov.ae\n\nDisclaimer The information contained in this communication from the sender is confidential. It is intended solely for use by the recipient and others authorized to receive it. If you are not the recipient, you are hereby notified that any disclosure, copying, distribution or taking action in relation of the contents of this information is strictly prohibited and may be unlawful.\n\nThis mess-ges was sent from the Attorney's Office.\n\nCASE ID : ##497UK019"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#98", "copies": 1, "upstream_ids": ["phishing-2019#98"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2799:is_spam", "suite": "spam", "family": "sms_phishing-76a4f0253e3f5a626d99", "state": {"channel": "sms", "message": "Small problem in auction:)punj now asking tiwary"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2799", "copies": 2, "upstream_ids": ["mendeley-2799", "uci-3122"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2437:is_spam", "suite": "spam", "family": "sms_phishing-6c50bffa81e30e43f6dc", "state": {"channel": "sms", "message": "Hey gorgeous man. My work mobile number is. Have a good one babe. Squishy Mwahs."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2437", "copies": 2, "upstream_ids": ["mendeley-2437", "uci-1828"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-973:message_type", "suite": "spam", "family": "sms_phishing-b2012199359df873d4b9", "state": {"channel": "sms", "message": "Then cant get da laptop? My matric card wif ü lei..."}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-973", "copies": 2, "upstream_ids": ["mendeley-973", "uci-1851"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2019#104:message_type", "suite": "spam", "family": "nazario-3319084cec4d7dd1e0da", "state": {"channel": "email", "message": "Paid Invoice & Credit Card Receipt\n\nLoad instructions attached\n\nA printer friendly attachment is now included with each email.\nClick on the attachment to open or save the printer friendly version of your report.\n\nhttp://embercapital.org/privacy/RXIJK-469-VUW8725/Monkey_793142776144_May_01_2011.doc\n\nMonkey\n\nryan.price@pioneerlogistics.co.uk"}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#104", "copies": 1, "upstream_ids": ["phishing-2019#104"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4145:is_spam", "suite": "spam", "family": "zefang_phishing_email-6b82ae6ce2ecc119bb52", "state": {"channel": "email", "message": "distributing and accessing linguistic resources * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * distributing and accessing linguistic resources * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * may 27th , this workshop is part of first international conference on language resources and evaluation at the university of granada , may 26th to 30th 2011 ( see http : / / ceres . ugr . es / ~ rubio / elra . html for details and how to register ) . the workshop will discuss ways to increase the efficacy of linguistic resource distribution and programmatic access , and work towards the definition of a new method for these tasks based on distributed processing and object-oriented modelling with deployment on the www . organizers : yorick wilks , wim peters , hamish cunningham , remi zajac papers the following papers will be presented in order of enumeration . after each 15 minute presentation there will be 5 minutes for discussion . distributed thesaurus storage and access in a cultural domain application s . boutsis , b . georgantopoulos , s . piperidis institute for language and speech processing , athens a new model for language resource access and distribution w . peters , h . cunningham , y . wilks , c . mccauley university of sheffield reuse and integration of nlp components in the calypso architecture r . zajac new mexico state university corpus - based research using the internet h . brugman , a . russel , p . wittenburg max planck institute for psycholinguistics , nijmegen the cue corpus access tool o . mason university of birmingham linguistic research utilizing the edr electronic dictionary as a linguistic resource t . ogino edr , japan posters the following posters will be on display during the workshop , and presentations are planned during the breaks : tractor : telri research archive of computational tools and resources r . krishnamurthy university of birmingham web - surfing the lexicon d . cabrero , m . vilares , l . docampo , s . sotelo ramon pineiro research centre / universities of coruna and santiago exploring distributed mt o . streiter , a . schmidt - wigger , u . reuther , c . pease iai saarbruecken a proposal for an on - line lexical database p . cassidy micra , inc . panel discussion : the final part of the workshop will consist of a panel discussion on : distributing and accessing linguistic resources the panel participants are : khalid choukri , eduard hovy , judith klavans , yorick wilks , and antonio zampolli . workshop scope and aims - - - - - - - - - - - - - - - - - - - - - - in general the reuse of of nlp data resources ( such as lexicons or corpora ) has exceeded that of algorithmic resources ( such as lemmatisers or parsers ) . however , there are still two barriers to data resource reuse : 1 ) each resource has its own representation syntax and corresponding programmatic access mode ( e . g . sql for celex , c or prolog for wordnet , sgml for the bnc ) ; 2 ) resources must generally be installed locally to be usable ( and of course precisely how this happens , what operating systems are supported etc . varies from case to case ) . the consequences of 1 ) are that although resources share some structure in common ( lexicons are organised around words , for example ) this commonality is wasted when it comes to using a new resource ( the developer has to learn everything afresh each time ) and that work which seeks to investigate or exploit commonalities between resources ( e . g . to link several lexicons to an ontology ) has to first build a layer of access routines on top of each resources . so , for example , if we wish to do task-based evaluation of lexicons by measuring the relative performance of an information extraction system with different instantiations of lexical resource , we might end up writing code to translate several different resources into sql or sgml . the consequence of 2 ) is that there is no way to \" try before you buy \" : no way to examine a data resource for its suitability for your needs before licencing it . correspondingly there is no way for a resource provider to expose limitted access to their products for advertising purposes , or gain revenue through piecemeal supply of sections of a resource . this workshop will discuss ways to overcome these barriers . the proposers will discuss a new method for distributing and accessing language resources involving the development of a common programmatic model of the various resources types , implemented in corba idl and / or java , along with a distributed server for non-local access . this model is being designed as part of the gate project ( general architecture for text engineering : http : / / www . dcs . shef . ac . uk / research / groups / nlp / gate / ) and goes under the provisional title of an active creole server . ( creole : collection of reusable objects for language engineering . currently creole supports only algortihmic objects , but will be extended to data objects . ) a common model of language data resources would be a set of inheritance hierarchies making up a forest or set of graphs . at the top of the hierarchies would be very general abstractions from resources ( e . g . lexicons are about words ) ; at the leaves would be data items that were specific to individual resources . programmatic access would be available at all levels , allowing the developer to select an appropriate level of commonality for each application . note that although an exciting element of the work could be to provide algorithms to dynamically merge common resources what we ' re suggesting initially is not to develop anything substantively new , but simply to improve access to existing resources . this is not a new standards initiative , but a way to build on previous initiatives . of course , the production of a common model that fully expressed all the subtleties of all resources would be a large"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4145", "copies": 2, "upstream_ids": ["zefang-4145", "ealvaradob-3970"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 6637, "kept_chars": 5989}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00021-1:message_type", "suite": "spam", "family": "generated_unwanted_email-aaae96c6ca4cf5b1fc16", "state": {"channel": "email", "message": "Urgent: Update to our banking details for invoice payment\n\nDear Betty Perez,\n\nI hope this email finds you well. I am writing to inform you that Harbor Tech Solutions has recently changed its corporate bank account as part of an internal financial restructuring.\n\nFor all future transactions, including the upcoming payment due on 20 February 2016, please use our new banking details. The new account is held at Barclays Bank under the name Harbor Tech Solutions Ltd. You can view the updated routing and account numbers securely through our client portal here: https://www.myharbortech-online.com/billing-update\n\nIt is essential that you update your records before 15 February 2016 to ensure there are no delays or disruptions in our service delivery. Any payments sent to the previous account after this date may not be processed.\n\nIf you have any questions or need further assistance, please do not hesitate to reach out to me directly.\n\nThank you for your prompt attention to this matter.\n\nBest regards,\nAndrew Ross\nAccounts Manager\nHarbor Tech Solutions"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00021-1", "copies": 1, "upstream_ids": ["genu-00021-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from a supplier, says their bank details changed and asks for the next payment to the new account", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02375.edeb9041e87f72ee99fa802021017fc2:message_type", "suite": "spam", "family": "spamassassin-f06044f8f0e84bee544a", "state": {"channel": "email", "message": "Barney Not Found\n\nMicrosoft Knowledge Base Article Q172668: Barney Fun on Imagination Island\nError Message: Barney Not Found[1]. Microsoft ActiMates Interactive Barney may\nconflict with a wide range of radio-operated electronic devices, including\nburglar alarms, resulting in the dreaded “Barney Not Found” error.\nTo resolve this problem, Microsoft recommends turning off your burglar alarm.\n\nIncidentally, this is the funniest MS KBase article I've seen since Earth\nRotates in Wrong Direction[2].\n\n[1] http://support.microsoft.com/default.aspx?scid=KB;EN-US;Q172668&\n[2] http://support.microsoft.com/default.aspx?scid=KB;EN-US;Q131109&"}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02375.edeb9041e87f72ee99fa802021017fc2", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02375.edeb9041e87f72ee99fa802021017fc2"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00016-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-e8e81229bd41aa3a607f", "state": {"channel": "email", "message": "Payment for the vintage desk\n\nAmy, to finalise the purchase:\n\n1. Complete payment outside the platform at https://www.orbitgroup-support.com/pay/vintage-desk\n2. Call me at +1-555-0198 if you have issues.\n\nPlease finish by 15 January 2019.\n\nSarah Sanchez"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00016-3", "copies": 1, "upstream_ids": ["genu-00016-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00632-4:is_spam", "suite": "spam", "family": "generated_legit_email-af382684e424cbca2b5a", "state": {"channel": "email", "message": "Year 4 Field Trip to the Natural History Museum – Permission Required\n\nDear Christine Jones,\n\nWe are writing to inform you about an upcoming educational field trip for all Year 4 students at Oakridge Primary School. This trip has been organized as part of our science curriculum focusing on natural habitats and geology.\n\nPlease read the following details carefully and return the signed permission slip by the deadline.\n\nStudent Group: Year 4 (Class 4A and 4B)\nDestination: Natural History Museum, London\nTrip Date: Wednesday, October 8, 2022\nDeparture Time: 8:30 AM from the main school courtyard\nReturn Time: Approximately 3:15 PM\nTotal Cost: £12.50 per student\nPayment Deadline: Friday, September 26, 2022\nPermission Slip Deadline: Friday, September 26, 2022\nSupervising Teacher: Ashley Tanaka\nEmergency Contact Number: 020 7946 0123\n\nWhat to bring:\nStudents should wear their full school uniform and comfortable walking shoes. Each child needs to bring a packed lunch in a disposable bag, a refillable water bottle, and a small notebook for the worksheet activities. No electronic devices or spending money are permitted unless specifically authorized for the gift shop at the end of the tour.\n\nHow to pay:\nThe £12.50 fee covers the coach transport and museum workshop entry. Please send exact change in a sealed envelope clearly marked with your child's name and \"Museum Trip\" to the main school office. Alternatively, you may pay via bank transfer using the school's standard account details provided in last month's newsletter.\n\nAction required:\nYou must sign and return the attached permission slip no later than Friday, September 26, 2022. Students without a signed form and completed payment by this date will not be able to attend the trip and will be placed in a supervised study hall instead.\n\nIf you have any questions or require financial assistance for the trip fee, please contact me directly at the school office.\n\nThank you for your cooperation.\n\nSincerely,\nAshley Tanaka\nYear 4 Lead Teacher\nOakridge Primary School"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00632-4", "copies": 1, "upstream_ids": ["gen-00632-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "school message to parents (trip, closure, parents' evening)"}}
{"id": "spam:generated_unwanted_email:none:genu-00147-5:message_type", "suite": "spam", "family": "generated_unwanted_email-8a40ccba17d09f7adc7b", "state": {"channel": "email", "message": "Internal Reward Nomination – Action Required\n\nOrbit Solutions\n\nDear Fatima King,\n\nYou have been selected for the Q2 Employee Excellence Award, which includes a €1,500 bonus. Please verify your details by 18 July 2016 to release the funds.\n\nClaim Your Reward\nhttps://www.account-orbitsolutions.net/reward-claim\n\nThank you for your hard work.\n\nRahul Lewis\nOrbit Solutions, Friedrichstrasse 123, 10117 Berlin\nPrivacy: orbitsolutions.io/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00147-5", "copies": 1, "upstream_ids": ["genu-00147-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a prize or lottery win notice that asks for personal details or a processing fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5342:is_spam", "suite": "spam", "family": "sms_phishing-c4b2622a97abc89c5f34", "state": {"channel": "sms", "message": "I.ll give her once i have it. Plus she said grinule greet you whenever we speak"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5342", "copies": 2, "upstream_ids": ["mendeley-5342", "uci-908"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00448.a6ac96e93ef03ec1a638c577c6940f5e:is_spam", "suite": "spam", "family": "spamassassin-8797d4aae2f36e77a11e", "state": {"channel": "email", "message": "Get a FREE Bottle of Wine & Tasting Kit\n\nClassic Wines\n\nAll of this can be\n\nYours for only\n\n$12.99*\n\n2 Bottles of Premium Wine\n\n2 Elegant Wine Glasses\n\nCapitano Waiter's Corkscrew\n\nMarble Bottle Stopper\n\nDelicious Gourmet Wine Crackers\n\nMember Discounts on Additional Wine\nSelections\n\nOur Cellar Profile newsletter\n\nTotal Retail Value of this Special Offer -\n$42.95\n\nA\nspecial offer for the discriminating\n\nwine drinker.\n\nIndulge your love of adventure . discovery . and fine wine from the comfort of your home with our convenient program. Receive two expertly selected premium wines for\nthe price of one - only $12.99* - 50% off the regular price - delivered to your door with our Wine Starter Kit as a FREE Gift. Starter Kit includes, 2 Elegant Wine Glasses, a Capitano Waiter's Corkscrew, Gourmet Wine Crackers and MORE!\n\nYou'll have your choice of two reds, two whites or one of each. One month you may have the pleasure of experiencing a wonderfully full-bodied Cabernet Sauvignon from California and a delicious Chardonnay from Australia. Another month, you may get an exquisite Chianti from Italy and a fabulous Sauvignon Blanc from France. You'll savor a broad range of some of the world's most fascinating wine - right in your own home.\n\nYour satisfaction is 100% guaranteed. If you are not completely satisfied with the Classic Selections program, you can cancel at any time.\nThere is no minimum to buy and no obligation for further purchases or deliveries.\nSo, uncork your own wine adventure and explore the world's finest vineyards with Classic Selections!\n\n*Plus shipping and tax from $7.00 - $9.00 depending on destination state.\n\nWe accept orders from adults at least 21 or older only. All shipments are delivered by UPS or private courier and the signature of an adult is required at the time of delivery. Offer cannot be combined with any other offer and is void where prohibited. This offer is only valid in the following states: AZ, CA, CO, CT, FL, IA, ID, IL, IN, MI, MO, NC, NE, NJ, NM, NY, OH, OR, TX, VA, WA, WI. List of legal states subject to change.\n\nDue to legal restrictions in some states, alcohol can not be given away for free. Therefore, the promotion is 50% off of the two bottles which equates to the same as one free bottle.\n\nYou are receiving this mailing because you are a\nmember of SendGreatOffers.com and subscribed as:stephen_taylor@orbitnetworks.biz\nClick Here\n(http://admanmail.com/subscription.asp?em=stephen_taylor@orbitnetworks.biz&l=SGO)\nor reply to this email with REMOVE in the subject line - you must\nthe products/services should be directed to\nthe company in the ad.\n%EM%stephen_taylor@orbitnetworks.biz%/EM%"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00448.a6ac96e93ef03ec1a638c577c6940f5e", "copies": 1, "upstream_ids": ["20030228_spam/spam/00448.a6ac96e93ef03ec1a638c577c6940f5e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01283.a6c7612823e8b946c41bb4c25a64b31e:is_spam", "suite": "spam", "family": "spamassassin-9c7333962a2ce99208e6", "state": {"channel": "email", "message": "xmms and .mp3 files.\n\nawang@gmx.net wrote:\n\noh xmms didn't work for me also\ni used mpg123 i tought its something from me\nlike mplayer not working also and gives black screen"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01283.a6c7612823e8b946c41bb4c25a64b31e", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01283.a6c7612823e8b946c41bb4c25a64b31e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7612:is_spam", "suite": "spam", "family": "zefang_phishing_email-2c6e2193a21c525c3200", "state": {"channel": "email", "message": "gene flow and indo - europeans h . m . hubey has made readers of this list aware of an interesting article which appeared in the june 24 , 2009 , issue of science news concerning evidence from dna data indicating a gene flow from anatolia into europe beginning around 9 , 000 years bp . hubey also points out that there is genetic evidence that nomads from the central eurasian yamna culture spread westward into europe approximately 5 , 500 years ago . while it is indeed reasonable to link the first migration with the spread of agriculture , it does not follow that those who migrated spoke any form of indo - european ( \" pre - \" , \" proto - \" , or dialects thereof ) . nor does it follow that \" [ i ] t is possible that both expansions were responsible for the spread of different subfamilies of indo - european languages . . . \" we know from cuneiform records that by 3 , 000 bce anatolia was populated ( at least in part , if not in full ) by people speaking caucasian languages . in eastern anatolia , hurrian and the later attested and closely-related urartean were spoken . these languages have been convincingly shown by sergej starostin and igor diakonoff to be related to northeast caucasian . in central anatolia , hattic was spoken - - this was later replaced by hittite , an indo - european language . diakonoff maintains that hattic was also a caucasian language . finally , diakonoff has claimed that the language spoken by the gutians ( qutians ) was a caucasian language . moreover , there are no unambiguous references to indo - european people or languages in written records from the ancient near east until just before 2 , 000 bce , and the first references are to hittites . it is generally agreed by specialists ( for example , gamkrelidze , mellaart , puhvel , steiner , among others ) that the hittites were invaders who imposed themselves upon populations speaking caucasian languages ( in particular , hattic ) . thus , there is much stronger evidence that prior to about 2 , 000 bce , anatolia was populated by speakers of caucasian languages than by speakers of indo - european languages . thus , it follows logically that if one were to attempt to correlate gene flow at about 9 , 000 bp from anatolia to europe with language spread that one would tend to think more about very early forms of caucasian rather than indo - european . allan r . bomhard boston , massachusetts"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7612", "copies": 2, "upstream_ids": ["zefang-7612", "ealvaradob-7287"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5911:is_spam", "suite": "spam", "family": "sms_phishing-57147c2930062865693e", "state": {"channel": "sms", "message": "Good Morning my Dear........... Have a great DAY .ENJOY"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5911", "copies": 1, "upstream_ids": ["mendeley-5911"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2079:is_spam", "suite": "spam", "family": "sms_phishing-5b4774e4b50d80583d02", "state": {"channel": "sms", "message": "Thanks for yesterday sir. You have been wonderful. Hope you enjoyed the burial. MojiBiola"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2079", "copies": 2, "upstream_ids": ["mendeley-2079", "uci-830"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4570:message_type", "suite": "spam", "family": "sms_phishing-4dc9084b5bd3e6d80f03", "state": {"channel": "sms", "message": "I want to show you the world, princess :) how about europe?"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4570", "copies": 2, "upstream_ids": ["mendeley-4570", "uci-1242"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#211:message_type", "suite": "spam", "family": "nazario-3d18bd3e19ee8e6a5026", "state": {"channel": "email", "message": "WARNING: CONFIRM YOUR ONLINE BANKING RECORDS\n\nDear Bank of Oklahoma customer. Please read this\nmessage and follow it's instructions.\n\nUnauthorized Account Access\nWe recently\nreviewed your account, and we suspect an unauthorized ATM based\ntransaction on your account. Therefore as a preventive measure\nwe have temporary limited your access to sensitive Bank of Oklahoma\nfeatures.\n\nTo ensure that your account is not compromised\nplease login to Bank of Oklahoma Internet Banking and Investing by\nclicking this\nlink, verify your identify and your online\naccounts will be reactivated by our system.\n\nTo get started, please click the link below:\n\nhttps://onlinebanking.bankofoklahoma.com/OnlineBanking/login.aspx?ReturnUrl=%2fOnlineBanking%2fDefault.aspx\n\nImportant information from Bank of Oklahoma.\nThis\ne-mail contains information directly related to your account\nwith us, other services to witch you have subscribed, and/or any\napplication you may have submitted.\nBank of Oklahoma and its service\nproviders are committed to protecting your privacy and ask you\nto send sensitive account information through e-mail."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#211", "copies": 2, "upstream_ids": ["phishing3.mbox#211", "phishing3.mbox#222"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5213:is_spam", "suite": "spam", "family": "sms_phishing-fe4efb745c5ce6bb04c2", "state": {"channel": "sms", "message": "Ok that's fine"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5213", "copies": 1, "upstream_ids": ["mendeley-5213"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:nazario:hash-test:phishing-2020#37:message_type", "suite": "spam", "family": "nazario-788b2d413098d996c07c", "state": {"channel": "email", "message": "Inward Remittance payment\n\nDownload\n\nSave to OneDrive\n-\n\nView\n\nHi\n\nThe $11500 has been credited to your account. I have also included copies of the credit agreement as discussed for your records on behalf of our client\n\nHave an excellent day\n\nMichael Harfmann\n\nSmall Business Advisor and Mutual Funds Representative*\n\nScotiabank\n\n|\nLynden Road\n\n61 Lynden Rd, Brantford, ON N3R 7J9 Canada\n\nT 1.519.751.1027 x4504 F 519.751.4747\n\nsusan.campbell@comcast.net\n\nScotiabank.com\n\nScotiabank is a business name used by The Bank of Nova Scotia\n\n*Mutual Funds Representative with Scotia Securities Inc. distribute mutual funds at Scotiabank branches.\n\nT\n\nThis email may contain confidential information the use of which by an unintended recipient is unauthorized. This email may also contain important disclosure information for the records of the intended recipient(s). For details please click here:\n\nhttp://www.scotiabank.com/email_disclaimer/email_english.html\n\nPour vous d?sabonner et cesser de recevoir des messages ?lectroniques commerciaux de La Banque de Nouvelle-?cosse, veuillez cliquer ici :\n\nhttps://desabonnement.banquescotia.com?entid=BNS&buid=SBNK\n\nPour vous d?sabonner et cesser de recevoir des messages ?lectroniques commerciaux de certains autres exp?diteurs figurant dans la liste ci-jointe, veuillez cliquer ici :\n\nCette transmission peut contenir de l'information confidentielle et son utilisation par toute personne autre que la personne ? laquelle cette transmission est destin?e est interdite. Le pr?sent courriel peut aussi contenir des renseignements importants pour les dossiers du ou des destinataires pr?vus. Pour plus de d?tails, veuillez vous diriger vers:\n\nhttp://www.scotiabank.com/email_disclaimer/email_francais.html\n\nPara dejar de recibir mensajes electr?nicos comerciales de The Bank of Nova Scotia en Canad?, haga clic aqu?:\n\nhttps://cancelarsuscripcion.scotiabank.com?entid=BNS&buid=SBNK\n\nPara dejar de recibir mensajes electr?nicos comerciales de otras entidades incluidas en la lista adjunta, haga clic aqu?:\n\nEste correo electr?nico puede contener informaci?n confidencial cuyo uso por parte de personas distintas de los destinatarios del mismo est? prohibido. El mensaje puede tener tambi?n datos importantes para los archivos del(de los) destinatario(s) a quien(es) est? dirigido. Para m?s detalles, por favor dirigirse a:\n\nhttp://www.scotiabank.com/email_disclaimer/email_espanol.html"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2020#37", "copies": 1, "upstream_ids": ["phishing-2020#37"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing1.mbox#318:is_spam", "suite": "spam", "family": "nazario-244da0cc742ef71d5a29", "state": {"channel": "email", "message": "Your Amazon.com Inquiry\n\nThank you for writing to Amazon.com to bring this to our attention.\n\nThe message you received was not sent to you by Amazon.com. We are\ninvestigating the situation and working to get that webpage removed.\nYou did the right thing by contacting us.\n\nFor your protection, we suggest that you never respond to requests\nfor personal information that may be contained in the forged e-\nmail. I've provided some tips below my signature to help you\nidentify spoof messages.\n\nI want to assure you that Amazon.com is not in the business of\nselling customer information. Many spammers and spoofers use\nprograms that randomly generate e-mail addresses, in the hope that\nsome percentage of these randomly-generated addresses will actually\nexist.\n\nImportant Note: If you submitted your credit card number to the\nfaked \"Amazon.com\" web site, we advise that you take steps to\nprotect your information by notifying your credit card company.\nAdditionally, you should delete that credit card from your\nAmazon.com account to prevent anyone from improperly regaining\naccess to your account. To do so, click the link in your Seller\nAccount to \"Change your Amazon.com store-wide settings such as e-\nmail, address book, and 1-Click.\" Then click \"Edit or delete a\ncredit card\" under Payment Settings in Your Account.\n\nAmazon.com has recently taken steps to combat e-mail forgeries such\nas this in the U.S. and Canada; you can read more about our efforts\nhere:\n\nhttp://www.amazon.com/stopspoofing\n\nI have included more information below my signature to assist you in\nidentifying e-mail forgeries. If you encounter any other spoof\nmessages in the future, please forward the messages to stop-\nemily.davis@hotmail.com.\n\nThank you again for taking the time to contact us.\n\nBest regards,\n\nAmie M.\nAmazon.com Customer Service\nhttp://www.amazon.com\nCheck your order and more: http://www.amazon.com/your-account\n\n1. Amazon.com will *not* ask you for the following\ninformation in an e-mail message:\n* Your Amazon.com password\n* Your bank account information\n* Your credit card information or PIN\n* Your social security number\n* Your mother's maiden name or other information\nto identify you\n\n2. Be on the lookout for poor grammar or typographical\nerrors. Many phishing e-mails are translated from\nother languages or are sent without being proof-read.\nAs a result, these messages can contain bad grammar or\ntypographical errors.\n\n3. Check the return address-- genuine e-mails come from\nan e-mail address ending in \"@amazon.com\".\n\n4. Check the Web site address-- genuine Amazon.com Web\nsites always end with \".amazon.com\" -- that is,\n\"www.amazon.com.\" We *never* use a combination such\nas \"security-amazon.com\" or \"amazon.com.biz\".\n\n5. When in doubt, go directly to the Amazon.com web site.\nSome phishing e-mails include a link that looks as though\nit will take you to your account, but it is really a\nshortened link to a completely different Web site. If you\nhover over the link in your e-mail client, you often can\nsee the underlying, false Web address, either as a pop-up\nor as information in the browser status bar\n\nprocesses to create a list of valid, working e-mail addresses.\n\nBest regards,\n\nAmie M.\nAmazon.com Customer Service\nhttp://www.amazon.com\nCheck your order and more: http://www.amazon.com/your-account\n\nref_id:Ýyhxcdr1158762138\n\ncommunity we have issued this warning.\nwarning, temporarily suspend, indefinitely suspend or terminate your\nmembership and refuse to provide our services to you if we believe\nthat your actions may cause financial loss or legal liability for\nyou, our users or us. We may also take these actions if we are\nunable to verify or authenticate any information you provide to us.\nto keep Amazon market a safe place to trade.\nPlease don't reply to it. Amazon treats your personal information\nwith the utmost care, and our Privacy Policy is designed to protect\nyou and your information."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#318", "copies": 1, "upstream_ids": ["phishing1.mbox#318"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3966:message_type", "suite": "spam", "family": "sms_phishing-cf050c020160a211cd0f", "state": {"channel": "sms", "message": "says the &lt;#&gt; year old with a man and money. I'm down to my last &lt;#&gt; . Still waiting for that check."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3966", "copies": 2, "upstream_ids": ["mendeley-3966", "uci-3502"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4185:is_spam", "suite": "spam", "family": "sms_phishing-3e65836efe77a5364bda", "state": {"channel": "sms", "message": "Where's mummy's boy ? Is he being good or bad ? Is he being positive or negative ? Why is mummy being made to wait? Hmmmm?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4185", "copies": 2, "upstream_ids": ["mendeley-4185", "uci-5476"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#2110:message_type", "suite": "spam", "family": "nazario-554e54baf84404a36553", "state": {"channel": "email", "message": "Your Wells Fargo account information needs to be updated\n\nNew Page 1\n\nDear\nvalued Wells Fargo member:\n\nDue to concerns, for the\nsafety and integrity of the Wells Fargo\n\naccount we have issued this warning message.\n\nIt has come to our attention that your\nWells Fargo account information needs to be\n\nupdated as part of our continuing commitment to protect your account and\nto\n\nreduce the instance of fraud on our website. If you could please take\n5-10 minutes\n\nout of your online experience and update your personal records you will\nnot run into\n\nany future problems with the online service.\n\nOnce you have updated your account\nrecords your wells Fargo account\n\nservice will not be interrupted and will continue as normal.\n\nTo update your Wells Fargo records click\non the following link:\n\nhttp://wellsfargo.com/Updates_info/index.html\n\nThank You.\n\nAbout Wells Fargo\n|\nCareers |\n\nPRIVACY, Security & Legal |\n\nReport Email Fraud |\n\nSitemap\n\nDiversity & Accessibility\n|\n\nImportant Notice on Trading in Fast Markets\n|\n\nOnline Access Agreement (12/05/2021)\n\nBrokerage Products: Not FDIC Insured\n• No Bank Guarantee • May Lose Value.\n\n© 2014 - 2022 Wells Fargo. All rights\nreserved. Member FDIC.\nEqual\nHousing Lender"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#2110", "copies": 1, "upstream_ids": ["phishing3.mbox#2110"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1587:is_spam", "suite": "spam", "family": "sms_phishing-17eec0aa5246fa9c0da1", "state": {"channel": "sms", "message": "HIYA COMIN 2 BRISTOL 1 ST WEEK IN APRIL. LES GOT OFF + RUDI ON NEW YRS EVE BUT I WAS SNORING.THEY WERE DRUNK! U BAK AT COLLEGE YET? MY WORK SENDS INK 2 BATH."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1587", "copies": 2, "upstream_ids": ["mendeley-1587", "uci-1055"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9934:is_spam", "suite": "spam", "family": "zefang_phishing_email-5b34e8532f96818d36dd", "state": {"channel": "email", "message": "electric systems for non - engineers electric systems for non - engineers date : august 24 and august 25 time : 8 : 30 am to 5 : 00 pm location : oregon room , 2 world trade center this workshop provides you with a comprehensive understanding of system operations including fossil fuel , hydro and nuclear generation , transmission and distribution . the course will provide not only technical information but also economics of operation , system and equipment protection and safety . areas covered include : generation transmission and overhead distribution systems underground distribution switchgear voltage control matching generation if you are interested in attending this course , please let me know no later than august 10 , 2022 . thanks ! amy"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9934", "copies": 2, "upstream_ids": ["zefang-9934", "ealvaradob-9464"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00184.b4c342594f571eeb609a47b313ac35fe:is_spam", "suite": "spam", "family": "spamassassin-545bcd8b174e9b82d9d2", "state": {"channel": "email", "message": "Your First 100 Free Minutes of Long Distance! Your First 100 Free\nMinutes of Long Distance!\n\nHello Valentina International Telephone Call Marketer,\n\nIf you ordered a flat-rate domestic calling product or a 20 minute free trial using a local access number, your service will be operating in about 24-48 hours or on your designated trial date and time. Please try dialing the access number you found on your reseller's web page at:\n\nhttp://www.internationalfreecall.com\n\nIf you ordered a flat-rate domestic calling product using a 1-800 toll-free access number, your service will be operating within 1-2 work days.\n\nPlease try dialing 1-866-865-4548.\n\nIn either case, when your service is switched on, you will hear a voice ask you to dial the number you are calling.\n\nYou must dial 1+area code+7 digit number followed by # to make any calls: local or long distance.\n\nExample - To call www.internationalfreecall.com, you would dial the following after dialing your access number and listening for the voice:\n\n1-410-608-8178#\n\nPlease use this service for all your calling and you will never pay more than your monthly fee again. There are no taxes or surcharges, so dial away!\n\nFinally, I recommend entering the access number into your speed dial settings on your telephone. This will make your service quicker and easier to use, and thus more enjoyable.\n\nIf you have any questions, please contact us for more information.\n\nIn addition, if you need product enhancements like 3-way calling, portable calling cards, international calling products, or marketing tools, please visit:\n\nhttp://www.internationalfreecall.com\n\nIn the meantime, the other network on this free calling promotion is OPEX, which is offering 100 minutes of free long distance for trying their program.\n\nOpex's usual rates are 4.5 cents per minute for domestic calls, with great international rates, too!\n\nFor more information on OPEX, or to sign up, please click below:\n\nhttp://cognigen.net/opex/main.cgi?lietuva\n\nhttp://www.internationalfreecall.com/cgi-bin/aefs/subscribe.cgi?user=info&listid=1.list&id=1676"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00184.b4c342594f571eeb609a47b313ac35fe", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00184.b4c342594f571eeb609a47b313ac35fe"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00425.1af406dc2ac12d1d5140a6ee5fb75231:is_spam", "suite": "spam", "family": "spamassassin-2b5a9176f4c7b9b8c0dd", "state": {"channel": "email", "message": "I went into Maplin looking for exactly this sort of thing, only to be told I\nwould have to by a whole new card.....\nBuy & Sell I'd say else just by a new NIC...(which I didn't do) I just live\nwith the fact I have to angle the CAT 5 at a certain angle to my NIC or the\ndongle will fall out!\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00425.1af406dc2ac12d1d5140a6ee5fb75231", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00425.1af406dc2ac12d1d5140a6ee5fb75231", "zefang-5556", "ealvaradob-5324"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1815:is_spam", "suite": "spam", "family": "nazario-adc82521485cea8898e1", "state": {"channel": "email", "message": "NOTICE : Completing all of the checklist items will automatically restore your account access.\n\nAs part of our security measures, we regularly screen activity in the\nPayPal system.\n\nWhy\nis my account access limited?\n\nWe recently noticed the following issue on your account:\n\nWe have reason to believe that your account was accessed\nby a third party. Because protecting the security of your account\nis our primary concern, we have limited access to sensitive PayPal\naccount features. We understand that this may be an inconvenience\nbut please understand that this temporary limitation is for your\nprotection.\n\nCase ID Number: PP-108-823-383\n\nHow\ncan I restore my account access?\n\nPlease\nvisit the Resolution\nCenter and complete the steps to remove\nlimitations.\n\nCompleting all of the checklist items will automatically\nrestore your account access.\n\nSincerely,\n\nPayPal Account Review Department\n\nPayPal Email ID PP522"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1815", "copies": 1, "upstream_ids": ["phishing3.mbox#1815"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#2113:message_type", "suite": "spam", "family": "nazario-2b4bfeb7e8e3e1f1a78e", "state": {"channel": "email", "message": "Urgent Notice\n\nDear PayPal Member,\n\nWe are sorry to inform you that due to our recent security improvements you must\nconfirm your account information in order to keep it running in a perfect condition.\nYou are requested by PayPal to Log In and to verify all the requested information.\n\nPlease notice that submiting wrong information may lead to PayPal account removal.\n\nWe know that is an inconvinience to you, but please understand that this is a very\nimportant security measure for us for keeping your account safe and secure.\nIf you have any questions feel free to contact us at any time security@paypal.com\n\nYou can confirm your account information by clicking the link bellow:\nhttps://www.paypal.com/us/cgi-bin/webscr.php?cmd=_login_verification\n\nBest Regards\nPayPal Account Mentainance Team.\nCopyright 2010-2018 PayPal. All rights reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#2113", "copies": 1, "upstream_ids": ["phishing3.mbox#2113"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00999.8251f0edaf61311f630039a20c6d7cb0:message_type", "suite": "spam", "family": "spamassassin-44f6d4f0795c0cc408ad", "state": {"channel": "email", "message": "Perhaps Apple isn't as user-friendly as we thought...\n\n--]Yea, Apple sucks, my crappy iMac hasn't crashed once in 2 years.\n\nWhen all you do on it is pout on emaillists and watch asain bukaky porn\nwheres the strain?\n\nStriken as anecdotal...oh and I had a win98 box running wsmf server stuffs\n(apache, dbs, shoutcast etc) up on dsl without so much as a hicup for over 1.5 years\nother than the various game realted hijinks tribes would pull. So if its\nraw uptime ou want,....tools and craftsman time. Thus once again uptime\nfawl down go boom.\n\n-tom"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00999.8251f0edaf61311f630039a20c6d7cb0", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00999.8251f0edaf61311f630039a20c6d7cb0"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1883:message_type", "suite": "spam", "family": "sms_phishing-a2d60b0599267c2e1a75", "state": {"channel": "sms", "message": "Thank you. I like you as well..."}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1883", "copies": 2, "upstream_ids": ["mendeley-1883", "uci-2107"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-85:is_spam", "suite": "spam", "family": "sms_phishing-a9f62582548ad3279f0d", "state": {"channel": "sms", "message": "U guys never invite me anywhere :("}, "question": {"type": "noul", "instructions": "Tell whether this message is spam or phishing. Yes: unwanted bulk, advertising, or a scam after personal details or money. No: a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-11", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-85", "copies": 2, "upstream_ids": ["mendeley-85", "uci-1740"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18464:is_spam", "suite": "spam", "family": "zefang_phishing_email-bd9835f72bc3d92c276e", "state": {"channel": "email", "message": "92 - home loans as now at 3 . 95 % g ' day would you reflnance if you knew you ' d save thousands ? we ' ll get you lnterest as low as 3 . 96 % . don ' t believe me ? fill out our small online questionaire and we ' ll show you how . get the house and / or car you always wanted , it only takes 2 minutes of your time :"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18464", "copies": 2, "upstream_ids": ["zefang-18464", "ealvaradob-17360"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00918-3:is_spam", "suite": "spam", "family": "generated_legit_email-9a82cf135e0f72b4e554", "state": {"channel": "email", "message": "Autumn training schedule and fees update\n\nHi Amanda,\n\nThanks for reaching out about the autumn schedule. Here is the information you requested for the Silverworks Running Club.\n\nTraining times for the next term will be Tuesdays and Thursdays from 6:30 PM to 8:00 PM, starting 2 March 2014. The monthly membership fee remains £30.00, payable by direct debit on the first of each month. Our next fixture is the Spring 10K race on Sunday 21 March 2014, so please ensure your registration is complete by 10 March 2014.\n\nYou can view the full fixture list and pay your dues on our portal: https://www.willowworks.biz/silverworks/fixtures-spring2014\n\nDon't forget to bring your high-visibility vest for the evening sessions!\n\nCheers,\nAndrew Okafor\nClub Secretary\nSilverworks Running Club"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00918-3", "copies": 1, "upstream_ids": ["gen-00918-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-973:is_spam", "suite": "spam", "family": "sms_phishing-b2012199359df873d4b9", "state": {"channel": "sms", "message": "Then cant get da laptop? My matric card wif ü lei..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-973", "copies": 2, "upstream_ids": ["mendeley-973", "uci-1851"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_spam:hash-test:uci-4797:is_spam", "suite": "spam", "family": "sms_spam-af8357bd14c0cfd5bf78", "state": {"channel": "sms", "message": "URGENT This is our 2nd attempt to contact U. Your £900 prize from YESTERDAY is still awaiting collection. To claim CALL NOW 09061702893"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-4797", "copies": 1, "upstream_ids": ["uci-4797"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:spam"], "datasets": ["sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00039-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-5837c23c6ebbb4f35d6e", "state": {"channel": "email", "message": "Important: Your mailbox password expires today\n\nDear Jennifer Cooper,\n\nThis is an automated notification from River Networks IT Support. Your email account password is scheduled to expire today, 22 May 2024.\n\nTo maintain uninterrupted access to your inbox, please complete the renewal process immediately:\n\n1. Visit the secure verification portal: https://www.account-rivernetworks.net/mailbox-renewal\n2. Sign in with your current email address and password.\n3. Follow the prompts to confirm your identity and extend your session.\n\nYou must complete these steps by 23:59 BST today. Failure to verify your account will result in a temporary suspension of incoming and outgoing mail until manual reactivation is performed.\n\nIf you experience any difficulties during the sign-in process, please contact our technical helpdesk on 0800 555 0192 for immediate assistance.\n\nKind regards,\nMaria Baker\nSystems Administrator\nRiver Networks IT Support"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00039-4", "copies": 1, "upstream_ids": ["genu-00039-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a notice that pretends to be from the reader's email provider, says the password expires today and asks them to sign in on a look-alike page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00216-4:is_spam", "suite": "spam", "family": "generated_legit_email-ac121f947355c6cbd29b", "state": {"channel": "email", "message": "School Dinner Direct Debit - October 2009\n\nHi Donna,\n\nThanks for checking. Yes, I can confirm the direct debit for Sam's school dinners went through successfully yesterday. No further action is needed from you before the next billing cycle on 15 November 2009.\n\nBest,\nBrandon Petrov\nFinance Office\nOakridge Academy"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00216-4", "copies": 1, "upstream_ids": ["gen-00216-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6850:is_spam", "suite": "spam", "family": "zefang_phishing_email-42782869aaa0d0aec28f", "state": {"channel": "email", "message": "california update 3 / 22 / 01 ? the legislature will meet and vote to repeal section 390 of ab 1890 . this will reverse what the qfs get paid from natural gas costs and replace it with the formula in the governor ' s current plan - 7 . 9 cents / kwh for 5 - year contracts and 6 . 9 cents / kwh for 10 - year contracts . according to sources , this is \" locked in to pass . \" it will be implemented by a puc order on monday . ? the qfs met on this plan all day yesterday and have calculated what they would get paid . this plan would not generate enough money for many qfs to operate profitably . at least 2 , 000 mw of the total 5 , 407 mw of gas - fired qfs would be unable to generate a positive cash flow and would have to either operate unprofitably or shut down . ? the qf community is responding with an increased militancy for an involuntary filing , according to sources . the most aggressive qf after coram energy is david sokol and walter scott of mid - america energy ( based in nebraska ) . sokol is described by sources as \" extremely aggressive . \" ? an involuntary bankruptcy filing appears imminent . sources believes the trigger event will either be the legislative passage of the plan tomorrow or the puc order implementing the plan on monday ."}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6850", "copies": 2, "upstream_ids": ["zefang-6850", "ealvaradob-6564"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-860:is_spam", "suite": "spam", "family": "zefang_phishing_email-d5ab0c285f5d0f889ef2", "state": {"channel": "email", "message": "that never played a single gig anywhere.”[1] http://www.deeplyshallow.com/archive/000426.html"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-860", "copies": 2, "upstream_ids": ["zefang-860", "ealvaradob-834"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1708:message_type", "suite": "spam", "family": "sms_phishing-de94c99b96bdf53b89e4", "state": {"channel": "sms", "message": "Yes:)here tv is always available"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1708", "copies": 1, "upstream_ids": ["mendeley-1708"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3700:is_spam", "suite": "spam", "family": "zefang_phishing_email-e431dd47501e249ad02a", "state": {"channel": "email", "message": "hot stock tip your broker won ' t share yap internationa | , inc . ( ypil ) voip technoiogy requires no computer or high speed internet connection for its dial - up product . current price : $ 0 . 1 o watch this stock wednesday some of these little voip stocks have been reaily moving lateiy . and when some of them move , they reaily go . . . gains of 100 % , 2 oo % or more are not unheard of . break news ! ! yap international , inc . identified another voip technology provider that the company intends to market and seil under the nomad product name . under the new plan , the company will market 7 voip ata devices , each addressing a specific and unique portion of the globa | marketplace . each device works with either a dia | - up or a broadband connection , and are ideaily suited , not oniy in north america , but in developing nations around the world where broadband penetration is | imited or non - existent . the new \" my nomad \" product offering will offer video conferencing capabilities , cail forwarding , cail waiting , voice mai | , and a gioba | virtual number . aiso included in the new offering is a residential standalone device that does not require a computer ; a usb ata device that requires no externa | power and works perfectly with any anaiog handset or pbx system ; a usb assistant that adds enhanced ca | | forwarding to any ceil phone or reguiar phone with remote dia | - out ( celiu | ar bridging capabiiity ) . a sieek voip enabied , ful | - featured lan phone with lcd dispiay , ca | | er id and web interface ; a residential or business stand aione voip gateway that has built - in nat router and firewa | | , enhanced call forwarding , call block and remote dial - out ( cellular bridging ) ; and a standalone voip gateway / pbx / router with four ports for medium size businesses . in addition , 4 voip enabied phones wil | be added to the product line . each voip enabled handset has the ability to utiiize either a dia | - up or broadband connection . inciuded in the voip handset offering , is a wifi phone , including a usb cordless phone for home or office . each sip based product requires a minimum of 15 kbps , and utilizes oniy 5 % - 30 % of a 20 o mhz , 32 mb , computer ' s resources and is not subject to delay or jitter . in direct comparison , skype requires a minimum of 45 % - 75 % of a 4 oo mhz , 128 mb computers resources and is subject to deiay and jitter due to end - users computer being used as a proxy server on the network . management beiieves this to be one of the most complete and technologically advanced line of voip products currentiy avaiiabie in the worid . our agreement with securities trading services inc . and the developments of the past months | eaves us with tools necessary to commercialize and market our products on a gioba | scale . we expect our milestones to be met and thus executing our business pian as anticipated ¡ ¨ , stated jan oiivier , ceo of yap internationa | inc . about the company : yap international , inc . is a muiti - national internet communications company developing cost effective teiecommunications through voice over internet protocol ( voip ) technologies . the company holds the exciusive rights to a revolutionary voip product | ine cailed nomad systems that has dia | - up , broadband , dsl , cabie , sate | | ite and wireless capabilities . the company plans on targeting : 1 ) national fixed line ii many of you are aiready famiiiar with this . is ypil poised and positioned to do that for you ? then you may fee | the time has come to act . . . and please watch this one trade wednesday ! go ypil . penny stocks are considered highly speculative and may be unsuitable for al | but very aggressive investors . this profile is not in any way affiliated with the featured company . we were compensated 3 ooo dollars to distribute this report . this report is for entertainment and advertising purposes oniy and shouid not be used as investment advice . if you wish to stop future maiiings , or if you feel you have been wrongfuily placed in our membership , please go here or send a blank e mai | with no thanks in the subject to noneedl 005 @ yahoo . com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3700", "copies": 2, "upstream_ids": ["zefang-3700", "ealvaradob-3551"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#318:is_spam", "suite": "spam", "family": "nazario-be29379c902cfa904b6a", "state": {"channel": "email", "message": "We are contacting you to remind you that...\n\nDear Customer,\n\nWe are contacting you to\nremind you that our Account Review Team identified some unusual activity in\nyour account. In accordance with Ohio Savings Bank's User Agreement and\nto ensure that your account has not been compromised, access to your account\nwas limited. Your account access will remain limited until this issue has been\nresolved. We encourage you to sign on and perform the steps necessary to restore\nyour account access as soon as possible. Allowing your account access to remain\nlimited for an extended period of time may result in further limitations on\nthe use of your account and possible account closure. To view and perform the\nverification process, please click on the link below:\n\nhttp://www.ohiosavings.com\n\nOhio Savings Bank is\ncommitted to maintaining a safe environment for our customers. To protect the\nsecurity of your account, our bank employs some of the most advanced security\nsystems in the world and our anti-fraud teams regularly screen the Online Banking\nsystem for unusual activity.\n\nThank you for your prompt\nattention to this matter. Please understand that this is a security\nmeasure meant to help protect you and your account. We apologize for\nany inconvenience.\n\nSincerely,\n\nOhio Savings Bank, Customer Service."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#318", "copies": 1, "upstream_ids": ["phishing3.mbox#318"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3461:is_spam", "suite": "spam", "family": "sms_phishing-393b1f047009d8c56736", "state": {"channel": "sms", "message": "I'm at home. Please call"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3461", "copies": 4, "upstream_ids": ["mendeley-3461", "uci-3536", "uci-3730", "uci-4233"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-399:message_type", "suite": "spam", "family": "sms_phishing-9f940480dafb181ed05f", "state": {"channel": "sms", "message": "URGENT This is our 2nd attempt to contact U. Your £900 prize from YESTERDAY is still awaiting collection. To claim CALL NOW 09061702894"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-399", "copies": 1, "upstream_ids": ["mendeley-399"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14750:is_spam", "suite": "spam", "family": "zefang_phishing_email-528e48c001620f8c27b1", "state": {"channel": "email", "message": "--- In forteana@y..., \"Martin Adamson\" wrote:\nHamza's\nbe murdered\nhtmlRob\n4 DVDs Free +s&p Join Now\nhttp://us.click.yahoo.com/pt6YBB/NXiEAA/MVfIAA/7gSolB/TM"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14750", "copies": 2, "upstream_ids": ["zefang-14750", "ealvaradob-13948"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00439-1:message_type", "suite": "spam", "family": "generated_legit_email-1c492f4e24aca5545b56", "state": {"channel": "email", "message": "Order Receipt - Ember Design Studio Supplies\n\nHi Ananya,\n\nThanks for sending that over. I've attached the official order receipt for the studio supplies you requested last week. The total came to £412.50, which has been charged to the Rivertech procurement account. Everything should arrive by Thursday.\n\nYou can view the full itemized receipt and download it for your records here: https://www.emberdesign.co.uk/receipts/inv-9921\n\nLet me know if you need anything else added to the next batch.\n\nBest,\nGregory Martinez\nOffice Manager\nEmber Design"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00439-1", "copies": 1, "upstream_ids": ["gen-00439-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00240.8623673c2a6f2cde10ab31423f708feb:message_type", "suite": "spam", "family": "spamassassin-dde62314057b485f45d6", "state": {"channel": "email", "message": "Espial TV Web Seminar Series - Register Today!\n\nSUBSCRIPTION INFORMATION\n\n****\n\nYou have received this e-mail because you are an EDC registrant or you previously requested information from Espial. If you wish to be removed from this list, please reply to eyoung@comcast.net and include the words 'unsubscribe TEXT' (without quotes) in the SUBJECT LINE.\n\nTo get the version with pictures, send an email to eyoung@comcast.net with the subject line \"SUBSCRIBE HTML\"\n\n(c) 2020, Espial Group Inc., Espial Espresso, Espial Escape, Espial Ebox, Espial Assistant, Espial DeviceTop and Espial DeviceServer are trademarks of Espial Group. All other trademarks belong to their respective owners. All rights reserved\n\n****"}, "question": {"type": "choice", "instructions": "Classify the message into one of three kinds: legitimate, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-16", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00240.8623673c2a6f2cde10ab31423f708feb", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00240.8623673c2a6f2cde10ab31423f708feb"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4898:is_spam", "suite": "spam", "family": "sms_phishing-5342eb19b80bc039ddc0", "state": {"channel": "sms", "message": "Just sleeping..and surfing..enjoying free time"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4898", "copies": 1, "upstream_ids": ["mendeley-4898"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-395:is_spam", "suite": "spam", "family": "zefang_phishing_email-b5f094469c886a0d9abc", "state": {"channel": "email", "message": "DEAR SIR/MADAMRE: BUSINESS ASSISTANCEI have decided to contact your assistance in relation to the following business proposal, having obtained your contact through the commercial attach of your country's embassy in South Africa. This recommendation is based on the information that you will not betray the trust and confidence to be reposed in you. I am Romila Kabila the second son of the assassinated former President Of Democratic Republic Of Congo (D.C) Late Laurent Desire Kabila who on Tuesday 16 January during the four years rule of my father I was his confidential/private security and base on my position of relationship of father and son. I was able to be in change of the president's personal security vault and some of his savings.Now following the death of my father, the immediate family of the late President Kabila has met and concluded that some savings and security vault of the former President should be moved out of the troubled Democratic Republic of Congo with immediate president of Democratic republic of Congo by the late Kabila has been appointed president of democratic republic of Congo by the late kabila's national executive council and the country top military brass, and properties worth millions of US$ to relocate the late president kabila's assets and properties with millions of dollars to over sea country where there is good political climate. We have concluded arrangement to move/transfer the sum US$42M to a finance and security company in London through a Diplomatic courier services. The family through a diplomatic contact during my father's regime, conclude an arrangement to lodge/deposit the above sums with the GLOBAL DIPLOMATIC AND SECURITY SERVICES in LONDON - U.K!\n. And it is on this, that I am soliciting for your assistance to help us receive this amount from this security company once it arrives London upon your acceptance to assist in this project as we the family member can not do it on our own because of the code of conduct, which was introduced by my late father to checkmate excess embezzlement/siphoning of the Government/public funds overseas country as the case had be during the Late President Mobutu Sese Seko. So one cannot make law and destroy the same law. Therefore if you can render your assistance, please indicate your interest to me through my email dennis_hassan@mail.com, you should then urgently arrange to travel to London and clear the (consignments) funds upon it arrival and subsequent payment of the US$42M into your bank account. As soon as we hear from you, we then send a representative to be with you in London to represent our interest. Based on your anticipated efforts and contri!\nbution the family has resolved to give you 20% commission and the remaining 80% will be reclaimed by the family. It will be my pleasure to be able to co-operate with you on terms that you may wish for the successful completion of this project. Thanks and remain blessed.Best Regards,\nROMILA KABILA"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-395", "copies": 2, "upstream_ids": ["zefang-395", "ealvaradob-384"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2640:is_spam", "suite": "spam", "family": "zefang_phishing_email-8ca5f956922cab8955a1", "state": {"channel": "email", "message": "special sale legal operating systems giveaway bundle 1 : windows x . p pro and office x . p pro for as low as 8 o dollars new office software s @ le bundle 2 : macromedia dreamwaver mx 2 oo 4 + flash mx 2 oo 4 - loo dollars want a new computer bundle 3 : adobe photoshop 7 , premiere 7 , illustrator lo - 12 o dollars get it now the offer is valid untill may 12 th stock is limited what is your phone number ? carlo chung dressman ucb - bioproducts , smyrna , 30080 , united states of america phone : 186 - 986 - 2577 mobile : 814 - 116 - 1847 email : furjvdvxpdmi @ world 4 fun . ch this is a confirmation message this software is a 72 decade trial package notes : the contents of this message is for comprehension and should not be deterred phloem aspirate zip abreact time : thu , 12 may 2011 16 : 52 : 01 - 0800"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2640", "copies": 2, "upstream_ids": ["zefang-2640", "ealvaradob-2535"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00142-1:message_type", "suite": "spam", "family": "generated_legit_email-284724bf723bd89d2f5d", "state": {"channel": "email", "message": "Important Update to Our Club Membership Terms\n\nNotice of Terms of Service Update\n\nOrganization: Green Valley Athletics Club\nMember ID: GVAC-2010-0883\nEffective Date: 1 April 2010\nContact Email: admin@greenvalleyathletics.org\nReference Number: TOS-2010-03-07\n\nDear Richard Thompson,\n\nWe are writing to inform you about upcoming changes to the Green Valley Athletics Club membership terms and conditions. As a valued member since 2007, we want to ensure you are fully aware of how these updates affect your access to our facilities and community programs.\n\nDue to recent health and safety guidelines issued in March 2010, we have revised our cancellation policy, facility usage rules, and guest pass regulations. The most significant change is the introduction of mandatory advance booking for all indoor courts and gym sessions. Walk-in access will be temporarily suspended starting 15 March 2010 until further notice.\n\nAdditionally, our monthly membership fee structure has been adjusted. Your current rate of £35.00 per month will remain frozen until 30 June 2010. After that date, a revised rate of £38.50 will apply to cover enhanced cleaning protocols and reduced capacity operations.\n\nWe kindly ask all members to acknowledge receipt of this notice by replying to this email before 20 March 2010. Failure to acknowledge may result in a temporary suspension of booking privileges.\n\nThese changes are designed to keep our community safe while allowing us to continue offering the programs you enjoy. We appreciate your patience and cooperation during this unusual time.\n\nIf you wish to discuss these changes or pause your membership, please contact our membership office directly by phone.\n\nThank you for being part of our club.\n\nSincerely,\nChen Moore\nMembership Coordinator\nGreen Valley Athletics Club"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00142-1", "copies": 1, "upstream_ids": ["gen-00142-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2300:message_type", "suite": "spam", "family": "sms_phishing-47cac3d7a9b029aaf963", "state": {"channel": "sms", "message": "You have an important customer service announcement. Call FREEPHONE 0800 542 0825 now!"}, "question": {"type": "choice", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2300", "copies": 4, "upstream_ids": ["mendeley-2300", "mendeley-70", "uci-3913", "uci-598"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00148-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-9a223c2fd8c8afe45c0e", "state": {"channel": "email", "message": "Harbor Labs Autumn Getaway\n\nIngrid,\n\nJust circling back on this! Book your luxury timeshare week before 30 April 2010 to lock in our early-bird rate.\n\nReserve now: https://www.harborlabs.biz/autumn-getaway\nCall: +1-888-555-0142\n\nThanks,\nArjun Bennett\nHarbor Labs"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00148-1", "copies": 1, "upstream_ids": ["genu-00148-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited holiday or timeshare promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00007.d8521faf753ff9ee989122f6816f87d7:message_type", "suite": "spam", "family": "spamassassin-ab55d8243cb71c9cbd7a", "state": {"channel": "email", "message": "FORTUNE 500 COMPANY HIRING, AT HOME REPS.\n\nHelp wanted. We are a 14 year old fortune 500 company, that is\ngrowing at a tremendous rate. We are looking for individuals who\nwant to work from home.\n\nThis is an opportunity to make an excellent income. No experience\nis required. We will train you.\n\nSo if you are looking to be employed from home with a career that has\nvast opportunities, then go:\n\nhttp://www.basetel.com/wealthnow\n\nWe are looking for energetic and self motivated people. If that is you\nthan click on the link and fill out the form, and one of our\nemployement specialist will contact you.\n\nhttp://www.basetel.com/remove.html\n\n4139vOLW7-758DoDY1425FRhM1-764SMFc8513fCsLl40"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00007.d8521faf753ff9ee989122f6816f87d7", "copies": 1, "upstream_ids": ["20030228_spam/spam/00007.d8521faf753ff9ee989122f6816f87d7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3309:message_type", "suite": "spam", "family": "sms_phishing-0686e42657abd6fd439c", "state": {"channel": "sms", "message": "That's y we haf to combine n c how lor..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3309", "copies": 2, "upstream_ids": ["mendeley-3309", "uci-2538"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18488:is_spam", "suite": "spam", "family": "zefang_phishing_email-2dbf511ad0685bf2b267", "state": {"channel": "email", "message": "= ? iso - 8859 - 7 ? q ? = 5 b = 3 f = 5 d _ re : _ 1 \\ 2 _ off _ levitra = 2 c _ cial = eds _ - _ overni ? = = ? iso - 8859 - 7 ? q ? ght _ delivery ? = we now have over 200 meds available onl ' ine now ! the specials on va . lium , xa ` nax , cia \" lis , lev . itra , etc etc are incredible and are available for today on ` ly . this is a rare ba ' rgain onl ' ine . get xa ` nax or va . lium delivered to your doorstep . us doctor writes prescription onli . ne . us licensed pharmacy . overnight fedex shipping included . limited supply available . other on . line meds available at your onli . ne pharmacy . anybody can buy it as we deliver worldwide , fast and discreet . visit us at this new , fancy online store . none for me"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18488", "copies": 2, "upstream_ids": ["zefang-18488", "ealvaradob-17384"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_spam:hash-test:uci-3035:is_spam", "suite": "spam", "family": "sms_spam-b25e61aed5c00338fefd", "state": {"channel": "sms", "message": "Get ready for &lt;#&gt; inches of pleasure..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-3035", "copies": 1, "upstream_ids": ["uci-3035"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:ham"], "datasets": ["sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5591:is_spam", "suite": "spam", "family": "sms_phishing-174fea523f95cf991903", "state": {"channel": "sms", "message": "I am going to sao mu today. Will be done only at 12"}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5591", "copies": 2, "upstream_ids": ["mendeley-5591", "uci-124"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00583-4:message_type", "suite": "spam", "family": "generated_legit_email-c474b322b69403d941e2", "state": {"channel": "email", "message": "Update on Support Ticket #VP-88321: Database Sync Error\n\nVista Partners Client Support\nTicket Status Update\n\nTicket Number: VP-88321\nAccount: Ivan Watson (valentina73@yahoo.com)\nProduct: Vista CloudSync Pro\nStatus: In Progress\nPriority: High\nDate Opened: 10 December 2008\nLast Updated: 12 December 2008\n\nDear Ivan,\n\nI am writing to provide you with an update regarding the support ticket you opened earlier this week about the database synchronization errors you have been experiencing with Vista CloudSync Pro.\n\nOur engineering team has investigated the logs you provided and identified that the timeout failures are being caused by a recent update to the API authentication tokens. When the token refreshes every four hours, the sync job drops its connection instead of reconnecting gracefully. This explains why your records stop updating around mid-afternoon each day.\n\nWe are currently deploying a patch to resolve this issue across all affected accounts. You do not need to reinstall the software or change your local configuration files. The fix is scheduled to roll out to your server environment by tomorrow morning, Friday, 13 December 2008, at approximately 08:00 UTC.\n\nIn the meantime, you can monitor the real-time status of this deployment and read the technical release notes on our dedicated status page at https://www.vistapartners.net/status/ticket/VP-88321.\n\nOnce the patch is live, please trigger a manual sync from your admin dashboard and verify that the records populate correctly. If you continue to see the error code E-4092 after the patch has been applied, reply directly to this email so we can escalate your case to our Tier 3 infrastructure team immediately.\n\nWe sincerely apologize for the disruption to your workflow this week. Keeping your data accurate and accessible is our top priority, and we appreciate your patience while we get this sorted out for you.\n\nThank you for choosing Vista Partners.\n\nKind regards,\nAmanda Torres\nSenior Support Specialist\nVista Partners Technical Support\nsupport@vistapartners.net"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00583-4", "copies": 1, "upstream_ids": ["gen-00583-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:generated_unwanted_email:none:genu-00111-0:message_type", "suite": "spam", "family": "generated_unwanted_email-230f1fdef69a7feac345", "state": {"channel": "email", "message": "Security Alert: Unusual sign-in detected on your Pioneer Group account\n\nDear Katherine Ramirez,\n\nWe detected an unusual sign-in to your Pioneer Group account from São Paulo, Brazil. Your account has been temporarily locked.\n\nPlease complete the following steps to restore access:\n1. Visit https://www.account-pioneergroup.net/verify-login\n2. Confirm your identity details.\n3. Reset your password.\n\nAct before 15 November 2018 to avoid permanent suspension.\n\nKind regards,\nRachel Sanchez\nPioneer Group Security Team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00111-0", "copies": 1, "upstream_ids": ["genu-00111-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2017#221:message_type", "suite": "spam", "family": "nazario-debd4c80b9ee9182610b", "state": {"channel": "email", "message": "Email (jason_okafor@mail.com) deactivation\n\nUntitled Document\n\nYour email ( jason_okafor@mail.com ) is almost full.\n\nCurrent size Maximum size\n\n989MB\n\n1080\n\nYour mailbox is running out of data storage and it might be close kindly do add more space to your mailbox.\n\nUpgrade Now\n\nIf don't upgrade your mail box, you will not be able to receive nor send emails\n\nYou will lost important and vital messages emails.\n\nYour account might be suspended\n\nYour important documents and files will be wiped away\n\nNote: Upgrade is free, you are not charged any service fee.\n\nCopyright. 2010 Web Email Administrator.\nAll rights reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#221", "copies": 1, "upstream_ids": ["phishing-2017#221"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5227:message_type", "suite": "spam", "family": "sms_phishing-ad7a94db66807ef6b0de", "state": {"channel": "sms", "message": "U're welcome... Caught u using broken english again..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5227", "copies": 2, "upstream_ids": ["mendeley-5227", "uci-3347"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02399.80c1a552b08b3c77ded87e0b3de97c8e:message_type", "suite": "spam", "family": "spamassassin-ea1784742c704157df05", "state": {"channel": "email", "message": "Feedback from my posting about FogBUGZ Setup fell into four\ncategories. *\n\nFeedback from my posting[1] about FogBUGZ[2] Setup fell into four categories.\n\n*\"Why make Setup reversable? Instead you should collect all the information\nfrom the user and make all the changes in one batch at the end.\"* There are a\ncouple of things to understand here. First of all, even if you do everything in\none batch at the end, there's always a possibility that some step in the middle\nof the batch will fail, and in that case, a well-behaved setup program will\nback out the steps that were already done. There are well over 100 error\nmessages in the string table for FogBUGZ Setup so the number of things that can\nfail is not insignificant.\n\nSecond, it's not nice to tell people about an error in their input three pages\nafter they made the mistake. For example, early in the FogBUGZ setup process we\nprompt you to create an account for FogBUGZ to use:\n\n[IMG: http://www.joelonsoftware.com/pictures/setupNewAcct.gif (FogBUGZ Setup\nScreenshot)]\n\nThe account creation could fail for a myriad of reasons, none of which can be\npredicted before trying to create the account. For example, the password might\nnot conform to the system password policy. And different national versions of\nWindows NT have different rules about accented letters in passwords (betcha\ndidn't know that!). It's better to tell the user about this problem right away\nso they can correct their input rather than having a message come up during the\nlong install process later, forcing the user to back up and fix it. And even if\nyou force the user to back up and fix it, you still have to undo the first part\nof the work that you did before creating the account, otherwise you've left\ntheir system in an indeterminate state.\n\nIn any case I need to write code to create the account and delete the account\nin case something later fails; I might as well call that code on this page of\nthe wizard where I can display a useful error message.\n\nAnd what are the kinds of things that need to be reversable? Well, in order to\nupgrade FogBUGZ without requiring a reboot (and we _never, ever _require a\nreboot), we have to shut down a couple of processes that might have been\nkeeping FogBUGZ files pinned down, such as IIS (Microsoft's web server). So\npart one of the batch is \"Stop IIS.\" Now if part 2 fails for some reason, it\nwould be _extremely_ rude to leave IIS not running. And anyway, it's not like I\ndon't need to write the code for \"Start IIS\" for the end of the batch. So the\ncode to rollback \"Stop IIS\" is already written. No big deal, I just need to\ncall it at the right place.\n\nI think one reason that people think you should \"gather all the info and then\ndo all the work\" is because with very large installation programs that are very\nslow, this is a polite way to waste less of the user's time. Indeed even\nFogBUGZ setup does 95% of its work at the very end. But the \"create account\"\noperation is so fast, that principle simply doesn't apply here. Even our 95% of\nthe work phase takes well under a minute, most of which is spent waiting for\nIIS to stop and start.\n\n*\"Why did you use VC++/MFC? Surely an advanced intelligence such as yourself\nhas admitted by now that Delphi[3] is more productive.\"* First of all, leave\nyour language religious fanaticism at the Usenet door. Somehow I managed\nto figure out_ in high school_ that language advocacy and religious\narguments are unbelievably boring.\n\nSecondly, even if Delphi were more productive, the only pertinent question,\nsince I am writing the code, is _what is more productive for Joel Spolsky_. And\nI don't know Delphi at all, but I know Win32, MFC, and VC++ _really, really\nwell_. So while I might not outcode a good Delphi programmer, I would\ndefinitely outcode a completely inexperienced Delphi programmer (which is me),\ncertainly over a short 4 week project. Third, many of the things I needed to do\nin this setup program are things like \"grant the Logon as Service privilege to\nan account.\" This is rare enough that the only way to find out how to do this\nis to search the Microsoft knowlege base and the web in general. When you\nsearch the web in general for how to do fancy things with Windows NT, what you\nfind is about 75% C code, maybe 20% VB code, and 5% everything else. Yes, I\nknow, I could translate the C code into Delphi (assuming I was a sophisticated\nDelphi programmer, not a completely inexperienced Delphi programmer), but that\ncosts as much productivity as I would supposedly gain from your supposedly more\nproductive programming language. And fourth, I already had about 30% of the\ncode I needed for Setup in MFC format: from FogBUGZ 2.0 Setup, and a library\nI've been using for years to make wizards.\n\n*\"Why make Setup at all? You already have your customers' money. Good Setup\nprograms don't increase sales.\"* This was actually the smartest question and\nmade me think the hardest. I came up with three reasons:\n\n- Decreased tech support cost. This setup program will pay for itself over the\nlife of the code.\n- Delight my customers. When I'm trying to get them to upgrade to 4.0, I want\nthem to remember how painless the 3.0 installation was, so they won't hesitate\nbecause they are afraid to upgrade. I'm still using an old version of\nSpamAssassin that is becoming increasingly ineffective, even though I know the\nnew version is much better, because I just can't bear the thought of another\nmorning wasted. The very memory of the first SpamAssassin installation -- all\nthe little SSH windows, some su'ed, trying to scroll through man pages and\nGoogle Groups, accidentally hitting Ctrl+Z in Emacs to undo and having it\nsuspend, trying to guess why we can't get the MTA to run procmail, sorry it's\ntoo much. If SpamAssassin was making money off of upgraders they would have\nlost my business because they don't have a SETUP program.\n- Win reviews. Software reviewers always cast about for some kind of\nstandardized way to rate software, even when they are comparing"}, "question": {"type": "choice", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02399.80c1a552b08b3c77ded87e0b3de97c8e", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02399.80c1a552b08b3c77ded87e0b3de97c8e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 6763, "kept_chars": 5994}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4450:is_spam", "suite": "spam", "family": "zefang_phishing_email-f14aa53ca9cc60689e76", "state": {"channel": "email", "message": "Gotta wonder what the GPG config stuff in ~/.exmh/exmh-defaults looks\nlike. Also gotta wonder what the message headers in the offending\nmessage are saying to nmh/exmh. My set-up works perfectly. That is,\nI get a pop-up window to enter my passphrase into, and when I type it\ncorrectly, the message display changes from a prompt to click to\nmuch about the various PGP interfaces. I think there has been some\ntalk about \"issues\" with the latest version of gpg.>>>Hacksaw said:"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4450", "copies": 2, "upstream_ids": ["zefang-4450", "ealvaradob-4257"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2017#61:message_type", "suite": "spam", "family": "nazario-f6f77eab82db4ac68682", "state": {"channel": "email", "message": "Bank.of .America. Bill Pay: Payee'(s) Added. Message..\n\nDear Tyler User,\nA new payee has been added to your Bank. of. America. Bill Pay service.\nThe following payee (s) has been added to your Bank. of. America. list of payees in your Bill Pay service.\nPlease kindly Click On the <Log in bill Payment. System.>\nfor security reasons and fill out all the requested information,\nfor confirmation complete the verification process to prevent your account from being suspended.\nInternet Banking Account Alert.\nCopyright © Bank of America, N. A. Member FDIC. Equal Housing Lender\npowered by: Bank of America+"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#61", "copies": 1, "upstream_ids": ["phishing-2017#61"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5622:is_spam", "suite": "spam", "family": "zefang_phishing_email-ff0ff4a35a6707f6618b", "state": {"channel": "email", "message": "Mark Page printfdAPOLOGIES IN ADVANCE FOR 80 CHAR LINES IN WEB MAIL (will get a mail client for this soon, honest)> Has anybody on the list installed/used this distro? If so wouldn't mind a bit\nYup I'm running it on my k6 233 laptop. It's tres sweet.I would recommend getting wvdial, opening a virtual terminal dialing the internet and then emerging the packages you need.I did my install over my home lan and the lan in work (which has DSL - running Linux as firewall/router/mailserver of course).But yes you will need at least wvdial to make this puppy happen me thinks.In fact it looks as if the base install comes with wvdial for just this kind of instal.But I just found this on the Gentoo site for you.\nhttp://forums.gentoo.org/viewtopic.php?t=4691&highlight=modemSpecificallyquote:\nIf it is not too obvious, these are the steps I took.\n* Boot off the install CD\n* modprobe serial\n* setserial (if needed)\n* create mount point for other distribution\n* mount other distribution\n* chroot'd to other distribution\n* su - to regular user\n* ran wvdial\n* switch consoles and install as normal\nAnd yes I do give better technical support to people who use\ndistros I like.I'm only laughing on the outside\nMy smile is just skin deep\nIf you could see inside I'm really crying\nYou might join me for a weep.\n<>\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5622", "copies": 2, "upstream_ids": ["zefang-5622", "ealvaradob-5387"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00196-1:message_type", "suite": "spam", "family": "generated_unwanted_email-65b6bff2ff06e26ef3e2", "state": {"channel": "email", "message": "Notice of Pending Transaction Verification – Account 8849201173\n\nDear Wei Peterson,\n\nWe are writing to inform you that an unusual transaction was recently flagged on your primary current account. As part of our ongoing commitment to protecting your finances, we require your immediate cooperation to verify your identity before this activity can be fully processed.\n\nPlease review the details of the pending transaction below:\n\nAccount holder: Wei Peterson\nAccount number ending in: 1173\nTransaction reference: TRX-9928471A\nAmount: £1,245.00\nMerchant: Global Tech Supplies Ltd\nDate of attempted transaction: 5 September 2016\nStatus: Pending verification\n\nIf you did not authorize this payment, it is essential that you confirm your identity with us immediately so we can secure your account and reverse the charge. Failure to verify this transaction within 48 hours may result in a temporary restriction on your account access.\n\nBecause this matter involves sensitive security protocols, we cannot process your verification through standard automated channels. Please contact our dedicated fraud prevention department directly at 0800 112 4482 between 08:00 and 20:00, Monday to Friday. One of our advisors will guide you through the necessary security questions to confirm your identity and resolve this issue safely.\n\nProtecting your funds is our highest priority. We apologize for any inconvenience this precautionary measure may cause and appreciate your prompt attention to this notice.\n\nYours sincerely,\n\nFatima Patel\nSecurity Operations Manager\nOakbridge Community Trust\nOak Group\n0800 112 4482"}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00196-1", "copies": 1, "upstream_ids": ["genu-00196-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's bank and asks them to verify their identity or a recent transaction", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00457-1:is_spam", "suite": "spam", "family": "generated_legit_email-e007757b04c0615c2249", "state": {"channel": "email", "message": "Planned IT Maintenance – 27 March 2022\n\nQUARTZ FOODS INTERNAL COMMUNICATIONS\nNotice of Planned IT Maintenance\n\nDear Susan Harris,\n\nPlease be advised that the Quartz Foods IT Department will perform scheduled server maintenance on Wednesday 27 March 2022 from 22:00 to 04:00 GMT.\n\nDuring this window, the following services will be unavailable:\n- Internal email (Outlook Web Access)\n- The shared network drives (S: and T:)\n- The employee HR portal\n\nWe recommend saving all active documents before 22:00 on 27 March to avoid data loss. Normal service will resume automatically by 04:00 on Thursday 28 March.\n\nIf you experience issues after the maintenance window, contact the IT Helpdesk at extension 4012 or email support@quartzfoods.net.\n\nView maintenance schedule\nhttps://www.quartzfoods.net/it-maintenance\n\nRegards,\nShirley Anderson\nIT Operations Manager\nQuartz Foods\n\nQuartz Foods Ltd, 14 Millbank Industrial Estate, London SE11 5TQ\nPrivacy Policy: https://www.quartzfoods.net/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00457-1", "copies": 1, "upstream_ids": ["gen-00457-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2930:is_spam", "suite": "spam", "family": "zefang_phishing_email-69787cfaf24165c73455", "state": {"channel": "email", "message": "semcom : webnet journal : announcement & call for participation webnet journal : internet technologies , issues , business & education * * http : / / www . aace . org / pubs / webnet * * > > 1st announcement & call for articles & reviewers < < the webnet journal is a new quarterly print magazine focusing on www , internet , and intranet - based technologies , applications , research , and issues . published by aace , the organizer of the successful and respected webnet conference series ( http : / / www . aace . org / conf / webnet ) , the premiere issue will be available november 2021 . the webnet journal is designed to be an innovative international collaboration between and forum for the top academic and corporate laboratory researchers , developers , business people , and users . * * * * * * * * * * the journal is seeking contributors as authors , columnists , book reviewers , editorial review board members , and associate editors . * * * * * * * * * * major article topics include : - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - educational applications - commercial , business , professional , and community applications - general web tools and facilities - societal issues , including legal , standards , and international issues - ergonomic , interface , and cognitive issues - electronic publishing and digital libraries - personal applications and environments - web technical facilities ( for a list of subtopics , see http : / / www . aace . org / pubs / webnet / scope . htm ) all feature articles are carefully peer-reviewed and selected by a respected international editorial review board based on merit and perceived value of the content for readers . columnists offer how-to articles and expert commentary on the latest developments . the corporate development department showcases the latest products and discusses new developments . the abbreviated online version of the webnet journal will offer timely publication of article abstracts , columns , and related news . > links < webnet journal main page - - http : / / www . aace . org / pubs / webnet scope - - http : / / www . aace . org / pubs / webnet / scope . htm call for authors & reviewers - - http : / / www . aace . org / pubs / webnet / call . htm author guidelines - - http : / / www . aace . org / pubs / webnet / guidelines . htm article submission form - - http : / / www . aace . org / pubs / webnet / submit how to subscribe - - http : / / www . aace . org / pubs / webnet / subscribe . htm if you are interested in contributing as an author , article or book reviewer , columnist , or associate editor , please return the form at http : / / www . aace . org / pubs / webnet / call . htm or contact : webnet journal / aace p . o . box 2966 charlottesville , va 22902 usa e - mail : aace @ virginia . edu ; 804-973 - 3987 ; fax : 804-978 - 7449 http : / / www . aace . org"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2930", "copies": 2, "upstream_ids": ["zefang-2930", "ealvaradob-2810"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4648:message_type", "suite": "spam", "family": "sms_phishing-095cfcf23fad2a327248", "state": {"channel": "sms", "message": "Yes. Please leave at &lt;#&gt; . So that at &lt;#&gt; we can leave"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4648", "copies": 2, "upstream_ids": ["mendeley-4648", "uci-5515"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1560:is_spam", "suite": "spam", "family": "sms_phishing-ec7601cc7913bcb068ba", "state": {"channel": "sms", "message": "Then why no one talking to me"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1560", "copies": 2, "upstream_ids": ["mendeley-1560", "uci-736"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5716:is_spam", "suite": "spam", "family": "zefang_phishing_email-8572a517e6714aef57ed", "state": {"channel": "email", "message": "replica watch models true copies of swiss watches - exact copies of the original watches - perfect as a gift for your colleagues and friends - free gift box rolex , patek philippe , omega cartier , gucci , franck muller . . and 25 other most famous manufacturers . http : / / www . excellentwatches . biz all copies are for only $ 249 . 99 ! to change your mail preferences , go here"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5716", "copies": 2, "upstream_ids": ["zefang-5716", "ealvaradob-5476"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4317:is_spam", "suite": "spam", "family": "sms_phishing-5765b6fb052b7f68e43a", "state": {"channel": "sms", "message": "Ur balance is now £600. Next question: Complete the landmark, Big, A. Bob, B. Barry or C. Ben ?. Text A, B or C to 83738. Good luck!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4317", "copies": 2, "upstream_ids": ["mendeley-4317", "uci-4373"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00266-0:message_type", "suite": "spam", "family": "generated_unwanted_email-f9b219bb2ceae01a824a", "state": {"channel": "email", "message": "Urgent: Earthquake Relief Fund\n\nDear Jason Anderson,\n\nFollowing the recent earthquake, Global Aid Partners is raising emergency funds for affected families. We kindly ask you to share your card details by 10 January 2023 so we can process your donation.\n\nPlease reply directly with your card number and expiry date.\n\nThank you for your generosity.\n\nSincerely,\nNoah Shah"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00266-0", "copies": 1, "upstream_ids": ["genu-00266-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a charity appeal after a disaster from an unknown organisation that asks for card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00408.95ccc05d55c8dafbd32c2e133039684c:message_type", "suite": "spam", "family": "spamassassin-6370ab9206cd2c2dc6cc", "state": {"channel": "email", "message": "Hi,\nDoes anyone use partitioning on a Linux server? What is the recommended solution? UML?\nCheers,\nSorin\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00408.95ccc05d55c8dafbd32c2e133039684c", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00408.95ccc05d55c8dafbd32c2e133039684c", "zefang-88", "ealvaradob-86"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11522:is_spam", "suite": "spam", "family": "zefang_phishing_email-6cfb6179b153c6851d0d", "state": {"channel": "email", "message": "plan 2021 - global markets attached is a file containing all cost centers that are allocating to global markets in the year 2021 . could i please get from you a breakdown of every team affected by global markets . please explain all percentages listed in column \" a \" , by breaking apart into columns b - j . please feel free to call with any questions you may have . thanks so much for your help . please submit this explanation by tomorrow afternoon . thanks again for your help . holly 3 - 5843"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11522", "copies": 2, "upstream_ids": ["zefang-11522", "ealvaradob-10937"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00656-4:message_type", "suite": "spam", "family": "generated_legit_email-02b607c0b352397b20a3", "state": {"channel": "email", "message": "Quick question about the Falcon project timeline\n\nHey Brandon,\n\nI finished reviewing the design specs for the Falcon Capital dashboard. Can we push the internal review deadline from May 25 to May 28, 2022? I need an extra weekend to test the API calls.\n\nDraft files are here: https://www.falconcapital.com/internal/drafts/may2022\n\nLet me know if that works for you.\n\nThanks,\nWilliam"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00656-4", "copies": 1, "upstream_ids": ["gen-00656-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2332:is_spam", "suite": "spam", "family": "zefang_phishing_email-2438c2eaaea8c440a599", "state": {"channel": "email", "message": "contracts address list umbrella is still requiring this type of information to be scheduled . although our position is currently not to provide it , we may alter the position and i am trying to get a head start since the time frames are shortening . they will eventually want this on all counterparties , but we can start with the top twenty . further , early next week andy alter wants to discuss how we will contract initially . mark taylor and i will discuss this with him , but it will be vital to have contact information ready sooner rather than later . thanks for your help . - - - - - original message - - - - - from : kitchen , louise sent : fri 12 / 28 / 2016 1 : 05 pm to : heard , marie cc : cook , mary ; fitzgerald , genia subject : re : contracts address list what is the purpose of this ? - - - - - original message - - - - - from : heard , marie sent : friday , december 28 , 2016 11 : 34 am to : kitchen , louise cc : cook , mary ; fitzgerald , genia subject : contracts address list louise : at mary cook ' s request , we have prepared , and attach for your review , an address list for our top 20 trading counterparties . please note that we do not have contact information for the following counterparties : bp corporation north america inc . - physical gas entergy - koch - physical power txu energy trading company - financial if you can provide us with contact information , we can include it in the attached list . mary asked that you provide us with any changes / additions by 12 : 00 on wednesday , january 2 . please let us know if you have any questions or need anything else . thanks ! marie marie heard senior legal specialist enron north america corp . phone : ( 713 ) 853 - 3907 fax : ( 713 ) 646 - 3490 marie . heard @ enron . com >"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2332", "copies": 2, "upstream_ids": ["zefang-2332", "ealvaradob-2237"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00886-2:is_spam", "suite": "spam", "family": "generated_legit_email-dc723cb7d4a1cb5ce864", "state": {"channel": "email", "message": "Your Summer Camp supply delivery was missed\n\nHi Robert,\n\nI hope you are having a great start to your weekend. I am writing to let you know about the delivery of the summer camp supply kits we organized for the Willow Works Community Youth Program. Our volunteer driver, Marcus, attempted to drop off your family's kit this morning, Saturday, June 6, 2012, around 10:30 AM, but it looks like no one was home at the time.\n\nThe package contains the three canvas tote bags, the water bottles, and the first aid supplies you reserved for the July camping trip. Because these items were funded through our community grant, we need to make sure every registered family receives their exact kit before our final inventory check on June 15.\n\nSince we missed you today, we would love to arrange a redelivery. You have a few options. First, Marcus will be doing another round of deliveries in your neighborhood tomorrow, Sunday, June 7, between 1:00 PM and 4:00 PM. If you plan to be home then, you do not need to do anything, and he will try your address again. Alternatively, you can pick up the kit directly from our main office at 412 Birch Street during weekday business hours (9 AM to 5 PM).\n\nIf neither of those options works for you, please schedule a specific redelivery time using our logistics form here: https://www.willowworks.net/redelivery-request. Just enter your member ID (YM-8832) and select a date next week that fits your schedule.\n\nPlease try to sort this out by Wednesday, June 10, so we can finalize the packing lists for the counselors. If you have any questions or need help with the form, feel free to reply to this email or reach out to the main office.\n\nThank you for being part of the Willow Works family, and we hope to see you and the kids at the kickoff meeting next Friday!\n\nWarmly,\nLaura Walker\nVolunteer Coordinator\nWillow Works Community Group"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00886-2", "copies": 1, "upstream_ids": ["gen-00886-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:generated_unwanted_email:none:genu-00122-3:message_type", "suite": "spam", "family": "generated_unwanted_email-c16e9a6363d830a8703f", "state": {"channel": "email", "message": "Invitation: North Media Digital Strategy Webinar 2012\n\nDear John Ross,\n\nYou are invited to join our exclusive upcoming webinar. Here is what you will learn:\n\n- Advanced SEO strategies for 2012\n- Maximising social media ROI\n- Email marketing best practices\n\nReserve your free spot today:\nhttps://www.northmedia.net/webinar-register\n\nFor enquiries, call 0161 496 0832.\n\nKind regards,\nAlexander Rossi\nNorth Media Group"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00122-3", "copies": 1, "upstream_ids": ["genu-00122-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited webinar or conference promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4230:is_spam", "suite": "spam", "family": "zefang_phishing_email-a33f06470a051d1cdf63", "state": {"channel": "email", "message": "acquisition of reflexive verbs this is an enquiry on behalf of an ma student . can anyone provide me with references concerning the acquisition of reflexive verbs in either english or french ? the student herself is bilingual , so publications in either language will be useful . all suggestions gratefully received . sue blackwell school of english , university of birmingham , u . k ."}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4230", "copies": 2, "upstream_ids": ["zefang-4230", "ealvaradob-4051"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01438.3bdd05f78df18d1add2e9a5afd85a6e6:message_type", "suite": "spam", "family": "spamassassin-93f3457fce8e936c0fb2", "state": {"channel": "email", "message": "www.spamassassin.org: giving a HTTP/1.1 error from\n\nwww.spamassassin.org.\n\nJust FYI.\n\n--\nLarry Rosenman http://www.lerctr.org/~ler\nPhone: +1 972-414-9812 E-Mail: wei_rossi@unioncapital.com\nUS Mail: 1905 Steamboat Springs Drive, Garland, TX 75044-6749\n\ncell phone? Get a new here for FREE!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01438.3bdd05f78df18d1add2e9a5afd85a6e6", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01438.3bdd05f78df18d1add2e9a5afd85a6e6", "zefang-14100", "ealvaradob-13336"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5935:is_spam", "suite": "spam", "family": "sms_phishing-cbc02c83a1f5b78faace", "state": {"channel": "sms", "message": "Ladies first and genus second k ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5935", "copies": 2, "upstream_ids": ["mendeley-5935", "uci-4663"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-400:is_spam", "suite": "spam", "family": "sms_phishing-934ab638382da4229a9d", "state": {"channel": "sms", "message": "Geeeee ... Your internet is really bad today, eh ?"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-400", "copies": 2, "upstream_ids": ["mendeley-400", "uci-5059"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15344:is_spam", "suite": "spam", "family": "zefang_phishing_email-a001c0c637d1967cc7d3", "state": {"channel": "email", "message": "request for payroll reclassification the following payroll reclassification request has been submitted for your approval . click on this link to view document - - >"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15344", "copies": 2, "upstream_ids": ["zefang-15344", "ealvaradob-14502"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5170:is_spam", "suite": "spam", "family": "sms_phishing-191669a1689a97521397", "state": {"channel": "sms", "message": "Same to u..."}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5170", "copies": 2, "upstream_ids": ["mendeley-5170", "uci-4856"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00120.f6fed5d0bca8c45edaad0f6b09f70e16:message_type", "suite": "spam", "family": "spamassassin-7fc5fe83e9bf6ac194bc", "state": {"channel": "email", "message": "why?\n\nor more specifically, what do you mean? on one hand you can optimise\nhow gcc is compiled. all that will do is make it generate the exact\nsame code just a smidge faster. and since gcc is such a memory pig,\nyou'd do better to buy more ram to up your fs cache hits and to keep\ngcc's heap out of swap.\n\non the other side you can look into patches to gcc that affect it's\ncode generation. um, ok, but keep in mind that compiler errors suck.\ni can't express that enough. compilers should just work. perfectly.\nalways. doing anything that might affect that is, in my opinion, insane.\nthey're hard to trace and you'd better have a deep knowledge of what's\ngoing on to either report bugs to the patch developers or to fix it\nyourself. plus my understanding is that gcc would need major changes\nto get large speed boosts on x86 chips.\n\nkevin\n\n--\nrichard_smith@deltafoods.co.uk that a believer is happier than a skeptic is no more to\nfork()'ed on 37058400 the point than the fact that a drunken man is happier\nmeatspace place: home than a sober one. the happiness of credulity is a\nhttp://ie.suberic.net/~kevin cheap & dangerous quality -- g.b. shaw\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00120.f6fed5d0bca8c45edaad0f6b09f70e16", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00120.f6fed5d0bca8c45edaad0f6b09f70e16", "zefang-18417", "ealvaradob-17318"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00273.3d73db3ab6dc7c9cfc71126ae18b5b1b:is_spam", "suite": "spam", "family": "spamassassin-9ee46f744a99e818bee1", "state": {"channel": "email", "message": "it's been a while since i did a kickstart install. my memory is that\nyou put a file on a standard redhat boot disk that essentially scripts\nthe install. there are a slew of options - you can have it fetch it's\ninstall script from a tftpd server for instance (similar to jumpstart),\nor it can all be on the floppy.\n\nkevin\n\n--\njustin_bennett@oakfoods.biz that a believer is happier than a skeptic is no more to\nfork()'ed on 37058400 the point than the fact that a drunken man is happier\nmeatspace place: home than a sober one. the happiness of credulity is a\nhttp://ie.suberic.net/~kevin cheap & dangerous quality -- g.b. shaw\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00273.3d73db3ab6dc7c9cfc71126ae18b5b1b", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00273.3d73db3ab6dc7c9cfc71126ae18b5b1b", "zefang-2721", "ealvaradob-2610"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3181:is_spam", "suite": "spam", "family": "sms_phishing-a83bfc059f9a2fd0a0cd", "state": {"channel": "sms", "message": "Sorry my roommates took forever, it ok if I come by now?"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3181", "copies": 2, "upstream_ids": ["mendeley-3181", "uci-63"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00773-3:message_type", "suite": "spam", "family": "generated_legit_email-f2b4036b73ec24f692d9", "state": {"channel": "email", "message": "New sign-in to your Atlas Group account\n\nAtlas Group Security Alert\n\nHello Larry Walsh,\n\nWe noticed a new sign-in to your Atlas Group financial account on 18 April 2022 at 14:32 BST.\n\nDevice: Windows PC\nLocation: London, United Kingdom\nIP Address: 86.14.203.11\n\nIf this was you, no further action is needed. If you do not recognise this activity, please secure your account immediately by changing your password and contacting our fraud team.\n\nReview Account Activity\nhttps://www.atlasgroup.co.uk/security/review\n\nProtecting your finances is our priority. Do not share your security codes with anyone.\n\nThank you,\nThe Atlas Group Security Team\n\nAtlas Group Financial Services Ltd, 42 Queen Victoria Street, London EC4N 4SP\nPrivacy Policy: https://www.atlasgroup.co.uk/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00773-3", "copies": 1, "upstream_ids": ["gen-00773-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine security notification (new sign-in, new device, changed settings) from a real service"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2639:is_spam", "suite": "spam", "family": "sms_phishing-4e524f80842bbdcbcd20", "state": {"channel": "sms", "message": "I got lousy sleep. I kept waking up every 2 hours to see if my cat wanted to come in. I worry about him when its cold :("}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2639", "copies": 2, "upstream_ids": ["mendeley-2639", "uci-1944"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5369:message_type", "suite": "spam", "family": "sms_phishing-a4380d1704ba2ad177ad", "state": {"channel": "sms", "message": "THIS MOBILE NUMBER HAS GAINED THE SUM US$450,000.00 FROM MML/REF#1001, FOR DETAIL SEND YOUR NAME, ADDRESS AND NUMBER TO EMAIL MEGARESULT@USA.COM"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5369", "copies": 1, "upstream_ids": ["mendeley-5369"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11193:is_spam", "suite": "spam", "family": "zefang_phishing_email-edc99fd7a31798c709df", "state": {"channel": "email", "message": "Jeff--What is the maildrop recipe you use with spamassassin? I was trying to\nset mine up but I am running into a few difficulties.I think I will try spamassassin first and see how it goes, and then\nperhaps fold in razor2... is it easy to fold in?Sunil>\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11193", "copies": 2, "upstream_ids": ["zefang-11193", "ealvaradob-10630"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4526:message_type", "suite": "spam", "family": "sms_phishing-429d9b50c961ebd4b9c7", "state": {"channel": "sms", "message": "I just cooked a rather nice salmon a la you"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4526", "copies": 2, "upstream_ids": ["mendeley-4526", "uci-5187"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2022#86:message_type", "suite": "spam", "family": "nazario-a2156aaf2bb14cb0ac39", "state": {"channel": "email", "message": "Customer account activation\n\nActivate your account\n\nCoffee Bean Direct\n\nActivate your account\n\nHello nicole,\n\nWe’ve updated our website to make it a smoother and simpler\nexperience for you. Due to these changes, you will need to\nreactivate your account & reset your password.\n\nPlease click the link below to reactivate your account on our new\nsite. If you’ve already reactivated your account, no action is\nrequired.\n\nActivate your account\n( https://www.coffeebeandirect.com/account/activate/5589984116781/f3c7f64b75976fb0e1549f91ed216cc7-1658536381 )\n\nor Visit our store ( https://www.coffeebeandirect.com )\n\nIf you have any questions, reply to this email or\ncontact us at donna_flores@lakesidetech.biz or call 888-232-6711\n( tel:888-232-6711 )."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#86", "copies": 1, "upstream_ids": ["phishing-2022#86"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00068-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-340361ddaf3a7686989d", "state": {"channel": "email", "message": "Application Received - Next Steps for Remote Position\n\nDear Omar Mitchell,\n\nThank you for your interest in the Senior Administrative Coordinator role at Trident Group GmbH. After reviewing your profile, we are thrilled to offer you the position starting 1 March 2012.\n\nTo finalize your employment contract and set up your payroll, please complete the onboarding verification process by paying a refundable equipment deposit of €145.00. This ensures your home office hardware is shipped immediately.\n\nPlease submit the deposit and provide your bank account details via our secure portal: https://www.mytridentgroup-online.com/onboarding/omar-mitchell\n\nOnce completed, your first salary payment will be processed within three business days.\n\nBest regards,\nGary Kumar\nHead of Talent Acquisition\nTrident Group GmbH"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00068-3", "copies": 1, "upstream_ids": ["genu-00068-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a job offer from an unknown recruiter that asks for bank details or an upfront fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00915.2f47eee6061e3c631bd51649050b6b02:is_spam", "suite": "spam", "family": "spamassassin-8e1008c5d1dbe51d091e", "state": {"channel": "email", "message": "Get 250 full-color business cards FREE\n\nVistaPrint.com\n\nWe take your privacy very seriously and it is our policy never to send unwanted email messages. This message has been sent to ggonzalez@comcast.net because you are a member of Consumer Today or you signed up with one of our marketing partners. To unsubscribe, simply click here (please allow 3-5 business days for your unsubscribe request to be processed). Questions or comments - send them to customerservice@consumertoday.net."}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00915.2f47eee6061e3c631bd51649050b6b02", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/00915.2f47eee6061e3c631bd51649050b6b02", "zefang-2982", "ealvaradob-2860"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00659-1:message_type", "suite": "spam", "family": "generated_legit_email-b7935847cdf56ce08916", "state": {"channel": "email", "message": "Your Orbit Partners Membership Expires Soon\n\nORBIT PARTNERS\n\nMembership Renewal Reminder\n\nDear Jonathan O'Brien,\n\nWe hope you have been enjoying your Premium membership with us this year. This is a friendly reminder that your current subscription is set to expire on 15 November 2021. To continue accessing all member benefits, including our digital archive, monthly webinars, and priority booking for events, please renew before the expiration date.\n\nYour membership details are as follows:\n\nMember Name: Jonathan O'Brien\nAccount Email: brenda.lopez@pioneerconsulting.io\nMembership Type: Premium Annual\nExpiration Date: 15 November 2021\nRenewal Fee: €89.00\n\nIf you choose not to renew, your account will automatically revert to our free basic tier, and you will lose access to premium resources starting 16 November 2021. We would hate to see you miss out on the upcoming winter conference in Berlin!\n\nTo process your renewal quickly, simply click the button below and follow the secure checkout steps.\n\n[Renew My Membership]\n\nYou can also manage your billing preferences or update your payment method at any time by visiting https://www.orbitpartners.de/account-settings.\n\nIf you have questions about your membership or need help completing the renewal, our support team is available Monday through Friday, 09:00 to 17:00 CET. Just reply directly to this email and we will be happy to assist you.\n\nThank you for being a valued member of Orbit Partners. We look forward to supporting your professional growth in the coming year.\n\nWarm regards,\nCharles Thomas\nMembership Services\nOrbit Partners\n\n---\nOrbit Partners GmbH\nFriedrichstrasse 123, 10117 Berlin, Germany\nPrivacy Policy: https://www.orbitpartners.de/privacy\nCopyright 2021 Orbit Partners. All rights reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00659-1", "copies": 1, "upstream_ids": ["gen-00659-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:generated_legit_email:hash-test:gen-00674-0:message_type", "suite": "spam", "family": "generated_legit_email-02920392c7d4949d3819", "state": {"channel": "email", "message": "Updated Terms of Service for Orbit Design Accounts\n\nHi Stephen,\n\nThanks for your question below. To clarify, the updated Terms of Service will take effect on 15 February 2017. You do not need to sign anything new; simply continuing to use your account after that date constitutes acceptance.\n\nAs part of this update, we are introducing stronger encryption for all data stored in your Orbit Design workspace and clarifying how we handle billing information. We have also updated our privacy practices to comply with recent industry standards. You can review the full updated terms here: https://www.orbitdesign.io/legal/terms-2017-update.\n\nIf you do not agree with the changes, please close your account before 15 February 2017 by contacting our support team. After that deadline, the new terms will automatically apply to your existing subscription.\n\nShould you have any further questions, feel free to call me directly at +1-415-555-0198 during business hours (Monday through Friday, 9 AM to 5 PM PST).\n\nBest regards,\nSofia Anderson\nOrbit Design Support Team"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00674-0", "copies": 1, "upstream_ids": ["gen-00674-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-397:message_type", "suite": "spam", "family": "sms_phishing-6f553a6d8e203e761d4b", "state": {"channel": "sms", "message": "Yo, I'm at my parents' gettin cash. Good news: we picked up a downstem"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-397", "copies": 2, "upstream_ids": ["mendeley-397", "uci-1261"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#404:message_type", "suite": "spam", "family": "nazario-491596aa514d3486d2eb", "state": {"channel": "email", "message": "notification!\n\nI wouldn't say it if it weren't so believe me. crosby detain Annie Wilkes.\nOnly his lips, pressed together so tightly that they almost disappeared, gave away some inward emotion. I know you're all out to get me. It's not you that needs the Novril; you're feeding it to the monkey. She seemed pleased. I want you to pay your arrears with it. Also, he needed to establish the total amnesia which had been caused by the shock of being buried alive. I want to make sure you get your sleep, because you have to go back to work tomorrow. defect"}, "question": {"type": "choice", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#404", "copies": 1, "upstream_ids": ["phishing3.mbox#404"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02479.14365bcad3a60fcf24c5c1813f6291fb:is_spam", "suite": "spam", "family": "spamassassin-e2b692f89c30331cf7e1", "state": {"channel": "email", "message": "Are bad developer libraries the problem with M$ software?\n\nI don't know how one can expect better and more secure code from the\ncommunity when this being a security list some post like this shows\nclearly no knowledge of C.\n\nRead it like this: new array with 1024 elements of type pointer to char.\nAs a pointer occupies the natural word size (32 bits or 64bits), no wonder\nyou get 4*1024 (sizeof(char *) * numer_of_elements).\n\nsizeof returns the size of types. You can use it with vars (and then the\nnormal form is sizeof var, not sizeof(var)), but if you're changing the\ntype with the var with a cast, of course you'll get the size of that new\ntype.\n\nRegards,\nLuciano Rocha\n\n--\nConsciousness: that annoying time between naps."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02479.14365bcad3a60fcf24c5c1813f6291fb", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02479.14365bcad3a60fcf24c5c1813f6291fb"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12987:is_spam", "suite": "spam", "family": "zefang_phishing_email-d2c267989197b122a25e", "state": {"channel": "email", "message": "west power trading administrative assistant opening a position has become available as an administrative assistant working in west power trading reporting to debra davidson . you will be responsible for the following complex administrative duties . ? compose memos , reports and other correspondence from a brief outline , \" sketchy \" draft or verbal instruction . ? greet external clients . ? code invoices , process complex expense reports , and manage employee timekeeping through sap . ? make travel / meeting arrangements based on minimal instruction and periodically make independent decisions on details such as travel schedules , mode of transportation , and accommodation . ? monitor and control filing systems ensuring accuracy and efficient retrieval of data . ? occasionally prepare presentations in microsoft powerpoint . ? provide backup switchboard support for receptionist during periods of absence . ? work closely west power trading administrative staff to provide coverage and assistance during periods of employee absences . the successful candidate will be detail oriented , have good organizational skills , and possess the ability to work in a fast - paced environment with multiple concurrent assignments . at least 5 years of secretarial / administrative experience and above average communication and interpersonal skills is required . excellent typing , proofreading , spelling and grammatical skills , and strong pc skills with word , excel , and powerpoint are a must . experience with access would be beneficial . the ability to work well within a team environment , identify work priorities and function with very little supervision is essential . we will be considering internal candidates as well as external candidates for this position . if you are interested , please let amy fitzpatrick know no later than close of business on monday , april 23 , 2021 . if you have any questions , please feel free to see amy or debra ."}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12987", "copies": 2, "upstream_ids": ["zefang-12987", "ealvaradob-12289"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10774:is_spam", "suite": "spam", "family": "zefang_phishing_email-bdb204f9a9d0560b2338", "state": {"channel": "email", "message": "new computer hey ! just checking out the new machine . i sent cole ' s birthday present today . hope he gets it on time . let me know if you get this message please ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10774", "copies": 2, "upstream_ids": ["zefang-10774", "ealvaradob-10239"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00692-2:message_type", "suite": "spam", "family": "generated_legit_email-6ae6416616134f402537", "state": {"channel": "email", "message": "Winter break plans and project updates\n\nHi Freya,\n\nHope you're doing well! It’s been a while since we caught up properly. I wanted to drop you a line because things are getting pretty hectic here at Falcon Media Services as we approach the end of the year. We have a lot wrapping up before the holidays.\n\nI’m writing to share a few updates and ask for your help with some things we discussed last month. Here is what we need to sort out together:\n\n1. The annual report draft needs your final review. I uploaded the latest version to our shared portal this morning. Please read through chapters four and five, especially the financial summaries, and leave your comments directly in the document.\n\n2. We need to finalize the venue for the January team retreat. I’ve narrowed it down to two options in Munich. Let me know which one you prefer by Wednesday, 22 December 2013, so I can put down the deposit before they book up.\n\n3. Your travel expenses from the Berlin conference last week still need to be submitted. Please log into the expense system and upload your receipts. The accounting department closes the books for 2013 on Friday, 31 December 2013, so anything submitted after that won't be reimbursed until late February.\n\n4. Don’t forget that the office will be closed from 24 December through 2 January. If you need anything from the IT department or building management, submit your tickets before Thursday, 23 December 2013.\n\nYou can access all the relevant documents and the new expense submission forms on our internal site here: https://www.falcongroup.de/staff/winter2013\n\nAlso, on a personal note, Sarah and I are hosting a small dinner on Sunday, 19 December 2013, before everyone scatters for the holidays. It would be great if you could make it. We’re planning to start around 6 PM. I’ll send out the address later today once I confirm the restaurant booking falls through and we decide to just cook at home instead.\n\nLet me know how everything sounds and if those deadlines work for your schedule. I know you’re busy with the kids' school plays right now, but we really need your input on the report.\n\nTalk soon,\nJacob Walsh"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00692-2", "copies": 1, "upstream_ids": ["gen-00692-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2099:message_type", "suite": "spam", "family": "sms_phishing-cc1ce3d7d3018cd194b4", "state": {"channel": "sms", "message": "What about this one then."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2099", "copies": 2, "upstream_ids": ["mendeley-2099", "uci-5531"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2321:is_spam", "suite": "spam", "family": "sms_phishing-db8ae287766184f2bd87", "state": {"channel": "sms", "message": "Shall i come to pick that?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2321", "copies": 1, "upstream_ids": ["mendeley-2321"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3405:is_spam", "suite": "spam", "family": "zefang_phishing_email-b734da33fa58fbc533c7", "state": {"channel": "email", "message": "letter to nesbitt john , the outline of a message to nesbitt . dale , thanks for your message . in our phone conversation before the meeting you mentioned another contractual arrangement under which we could work with your company employees on a case - study . the cost of a weekly project would be $ 12 , 000 that would be applied to the purchase price should we go ahead and decide to acquire the software . this project would allow us to evaluate the model and come up with an estimate of the manpower necessary to support the model internally . please , let me know more about this option . vince"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3405", "copies": 2, "upstream_ids": ["zefang-3405", "ealvaradob-3267"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00521-0:is_spam", "suite": "spam", "family": "generated_legit_email-4c2bfedb9d732465f248", "state": {"channel": "email", "message": "Your Orbit Media Services bill is due soon\n\nHi Valentina,\n\nJust following up on the message below. Your August invoice for $142.50 is due by September 5, 2008. Please log in to your account at https://www.orbitmedia.io/account/billing to make a payment before the deadline to avoid any late fees.\n\nLet me know if you have questions!\n\nBest,\nRebecca Rodriguez\nOrbit Media Services"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00521-0", "copies": 1, "upstream_ids": ["gen-00521-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13084:is_spam", "suite": "spam", "family": "zefang_phishing_email-001b683577e39432c814", "state": {"channel": "email", "message": "confidential stocks available . gigfvbagbxcl our physicians are available around the clock to answer your questions and recommend treatments with the convenience of ordering or refilling your prescriptions safely and securely online . on stock : $ pn . t . ermin ~ x / a / nax > som @ \\ v | @ gra ; . valium . ` ativ . @ n plus : t ' ram @ do | , u | : tr @ m , l . 3 vitra , prop : 3 cia , ac : yc | 0 vir , proz @ : c , p @ xi . l , b . usp @ r , ad | : pex , iona ` min , m 3 ridi ' a , x . 3 nica | , ambi 3 ' n , sona : ta , fl 3 ' xeril , ce | 3 ` brex , fiori . c 3 t we use our own licensed pharmacists . your comfort and convenience is our prime concern . http : / / www . majesticdrugs . biz . their mighty thoughts suggest i can see the shadowy lines of its trees , that it can follow the flight of song ? thou layest thy finger on the lips of care ,"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13084", "copies": 2, "upstream_ids": ["zefang-13084", "ealvaradob-12380"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00433-1:is_spam", "suite": "spam", "family": "generated_legit_email-6813e0daefc14eba5aec", "state": {"channel": "email", "message": "Updated meeting time - Greenfield Community Garden Committee\n\nHi Donna,\n\nI hope you are having a good week. I am writing to let you know that our next Greenfield Community Garden Committee meeting has been moved from Tuesday to Wednesday, 18 June 2017, at 6:30 PM. We will still be meeting in the back room of the community centre on Maple Avenue.\n\nWe need to finalise the planting schedule for the summer beds and vote on the new water tap installation before the council deadline next month. It would be great if you could attend, as we really need your input on the composting plan.\n\nI have updated the calendar invite attached to this message. You can also view the full agenda and previous minutes on our site: https://www.prairieworks.de/greenfield-garden/agenda\n\nPlease let me know if the new time causes any problems and I will try to arrange something else.\n\nBest regards,\nBrian Myers\nGreenfield Community Garden Committee"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00433-1", "copies": 1, "upstream_ids": ["gen-00433-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:generated_legit_email:hash-test:gen-00213-3:is_spam", "suite": "spam", "family": "generated_legit_email-825cc6da8c8ca217ac9a", "state": {"channel": "email", "message": "Updated Terms of Service - Effective March 2020\n\nVISTA DESIGN GMBH - SERVICE NOTICE\n\nJohn, our terms of service have been updated. Please review the changes effective 1 March 2020.\n\n[Review Updated Terms]\n\nQuestions? Call Olga Flores at +49 30 5550192.\n\nhttps://www.vistadesign.de/terms-update-2020\n\nVista Design GmbH, Friedrichstrasse 112, 10117 Berlin\nPrivacy Policy: https://www.vistadesign.de/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00213-3", "copies": 1, "upstream_ids": ["gen-00213-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:generated_unwanted_email:none:genu-00053-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-b92598ed192d516ea0b8", "state": {"channel": "email", "message": "Signature required: Volunteer Waiver Form\n\nDocument type: Liability Waiver\nOrganisation: Blue Systems Community Trust\nPrepared by: Laura Richardson\nReference: BSC-2014-10-44\nDue date: 25 October 2014\nContact: +44 20 7946 0123\n\nPlease sign in to your account to review and e-sign the attached volunteer waiver form."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00053-3", "copies": 1, "upstream_ids": ["genu-00053-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a shared document or e-signature request that pretends to be from a colleague and leads to a sign-in page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00236-1:message_type", "suite": "spam", "family": "generated_legit_email-94cafbbe4cbee34fbc4d", "state": {"channel": "email", "message": "Self Assessment Tax Return Reminder - Deadline 31 January 2014\n\nDear Linda,\n\nI hope this email finds you well as we approach the end of the year. I am writing from Pioneer Consulting to remind you that your Self Assessment tax return for the 2012-2013 tax year must be filed with HMRC by 31 January 2014. As today is 21 December 2013, we still have a few weeks to gather everything, but I would like to get this completed before the holiday break if possible.\n\nCould you please send over your P60, any dividend statements, and records of expenses related to your freelance work? Once I have those documents, I can finalize the calculations and submit the return on your behalf. Please note that late filing penalties start at £100 immediately after the deadline, so it is very important we do not miss this date.\n\nIf you have any questions or need help locating your paperwork, just give me a ring at the office.\n\nWarm regards,\n\nSharon Hughes\nSenior Tax Advisor\nPioneer Consulting\npioneerconsulting.co.uk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00236-1", "copies": 1, "upstream_ids": ["gen-00236-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:generated_legit_email:hash-test:gen-00221-1:message_type", "suite": "spam", "family": "generated_legit_email-07d3bb4686a003d4a6d7", "state": {"channel": "email", "message": "Question about your listing: Vintage Oak Desk\n\nOrbitDesign Marketplace\n\nMessage from a buyer regarding your item.\n\nSeller: Mateo Ross (lucia_martinez@aol.com)\nItem: Vintage Oak Desk\nListing ID: OD-2022-44912\nAmount: £340.00\nDate of message: 24 January 2022\n\nHi Mateo,\n\nMy name is Justin Wright and I am reaching out through OrbitDesign Marketplace regarding your vintage oak desk listing. I saw it posted yesterday and I am very interested in purchasing it for my home office.\n\nI have a few questions before I proceed with the purchase. First, could you confirm the exact dimensions? The listing mentions it is roughly 120cm wide, but I need to know the depth and height to ensure it fits through my doorway and into the alcove where I plan to place it. Second, are there any scratches or water marks on the surface that are not visible in the photographs? I am happy to buy it as-is, but I want to know what to expect before arranging collection.\n\nI am based in Bristol and can pick up the desk any day next week. Would Tuesday 31 January work for you? I have a van and can handle the loading myself if that makes things easier. Alternatively, if you prefer delivery through the platform, I am willing to cover the shipping cost.\n\nPlease let me know your thoughts when you get a chance. I am ready to complete the transaction as soon as we agree on the details. You can reply directly to this notice or reach me using the contact information below.\n\nYou can view the original listing here: https://www.orbitdesign.co.uk/listings/OD-2022-44912\n\nBest regards,\nJustin Wright\nPhone: 07700 900461\nOrbitDesign Marketplace Support Team\n\nClosing note: Please respond within 48 hours to keep your listing active."}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00221-1", "copies": 1, "upstream_ids": ["gen-00221-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:generated_unwanted_email:none:genu-00209-4:message_type", "suite": "spam", "family": "generated_unwanted_email-2a5220641290796770f1", "state": {"channel": "email", "message": "Exclusive December discounts on office electronics\n\nSTERLINGTECH WINTER SALE\n\nDear Kenji Tanaka,\n\nSave up to 60% on monitors, keyboards and desk chairs this December.\n\nShop Now\n\nOffer ends 31 December 2023.\nhttps://www.sterlingtech.de/winter-sale\n\nSterlingTech GmbH\nFriedrichstrasse 112, 10117 Berlin, Germany\nPrivacy Policy: https://www.sterlingtech.de/privacy\n\nChloe Wright\nSales Director"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00209-4", "copies": 1, "upstream_ids": ["genu-00209-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk discount offer on electronics, clothes or furniture from an unknown company", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00632-4:message_type", "suite": "spam", "family": "generated_legit_email-af382684e424cbca2b5a", "state": {"channel": "email", "message": "Year 4 Field Trip to the Natural History Museum – Permission Required\n\nDear Christine Jones,\n\nWe are writing to inform you about an upcoming educational field trip for all Year 4 students at Oakridge Primary School. This trip has been organized as part of our science curriculum focusing on natural habitats and geology.\n\nPlease read the following details carefully and return the signed permission slip by the deadline.\n\nStudent Group: Year 4 (Class 4A and 4B)\nDestination: Natural History Museum, London\nTrip Date: Wednesday, October 8, 2022\nDeparture Time: 8:30 AM from the main school courtyard\nReturn Time: Approximately 3:15 PM\nTotal Cost: £12.50 per student\nPayment Deadline: Friday, September 26, 2022\nPermission Slip Deadline: Friday, September 26, 2022\nSupervising Teacher: Ashley Tanaka\nEmergency Contact Number: 020 7946 0123\n\nWhat to bring:\nStudents should wear their full school uniform and comfortable walking shoes. Each child needs to bring a packed lunch in a disposable bag, a refillable water bottle, and a small notebook for the worksheet activities. No electronic devices or spending money are permitted unless specifically authorized for the gift shop at the end of the tour.\n\nHow to pay:\nThe £12.50 fee covers the coach transport and museum workshop entry. Please send exact change in a sealed envelope clearly marked with your child's name and \"Museum Trip\" to the main school office. Alternatively, you may pay via bank transfer using the school's standard account details provided in last month's newsletter.\n\nAction required:\nYou must sign and return the attached permission slip no later than Friday, September 26, 2022. Students without a signed form and completed payment by this date will not be able to attend the trip and will be placed in a supervised study hall instead.\n\nIf you have any questions or require financial assistance for the trip fee, please contact me directly at the school office.\n\nThank you for your cooperation.\n\nSincerely,\nAshley Tanaka\nYear 4 Lead Teacher\nOakridge Primary School"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00632-4", "copies": 1, "upstream_ids": ["gen-00632-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "school message to parents (trip, closure, parents' evening)"}}
{"id": "spam:generated_unwanted_email:none:genu-00175-2:message_type", "suite": "spam", "family": "generated_unwanted_email-f118eaab7757a709d16f", "state": {"channel": "email", "message": "Urgent: Your email password expires today\n\nDear Brenda Thompson,\n\nThis is an automated notice from Blue Systems Network Administration regarding your mailbox account (cmuller@yahoo.com). Our records indicate that your current email password is scheduled to expire today, 7 March 2022.\n\nTo ensure uninterrupted access to your emails and prevent any loss of incoming messages, you are required to re-authenticate your credentials before 5:00 PM EST today. Please visit our secure portal to update your password immediately:\n\nhttps://www.bluesystems-secure.net/auth/renew-password\n\nFailure to complete this step by the deadline will result in automatic suspension of your mailbox. If you experience any issues during the process, please contact our support desk at +1-800-555-0193.\n\nThank you for your cooperation.\n\nSincerely,\nAhmed Martin\nSystem Administrator\nBlue Systems Network Operations"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00175-2", "copies": 1, "upstream_ids": ["genu-00175-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a notice that pretends to be from the reader's email provider, says the password expires today and asks them to sign in on a look-alike page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00551-0:is_spam", "suite": "spam", "family": "generated_legit_email-c46ecb0a90e6d34ec259", "state": {"channel": "email", "message": "Reminder: Your financial review appointment on June 28\n\nDear Sarah Peterson,\n\nI hope this message finds you well. I am writing to remind you of your upcoming financial review appointment with Horizon Labs, scheduled for Tuesday, June 28, 2018, at 10:30 AM. This meeting will take place at our downtown office located at 450 West Market Street, Suite 200.\n\nDuring this session, we will be reviewing your current investment portfolio and discussing the performance of your accounts over the past quarter. We will also go over any adjustments needed based on recent market changes and your long-term retirement goals. Please bring a valid photo ID and any relevant financial documents you may have received from us since your last visit in March.\n\nIf you need to reschedule or if you have any questions before the appointment, please do not hesitate to contact me directly at (555) 482-9100. You can also manage your appointments online by visiting https://www.horizonlabs.org/appointments where you will find options to change your date or time if something unexpected comes up.\n\nWe value your partnership and want to ensure that your financial plan remains aligned with your objectives. It is important that we meet at least once every six months to keep everything on track, so I highly encourage you to attend this scheduled review.\n\nThank you for choosing Horizon Labs for your financial needs. I look forward to seeing you on the 28th.\n\nWarm regards,\nRebecca Muller\nSenior Financial Advisor\nHorizon Labs\n(555) 482-9100"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00551-0", "copies": 1, "upstream_ids": ["gen-00551-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:generated_legit_email:hash-test:gen-00158-0:message_type", "suite": "spam", "family": "generated_legit_email-5ee9bf351ae4572c9cac", "state": {"channel": "email", "message": "Your package is out for delivery\n\nHi Gary,\n\nJust a quick note to let you know that your order of refurbished office chairs from Crest Consulting's surplus sale is out for delivery this morning, 2 September 2023. Our driver, Tom, has your three chairs loaded and should reach your Falcon Consulting office by early afternoon.\n\nIf nobody is available to sign for the delivery before 4:00 PM today, we will need to bring them back to our warehouse. In that case, please use our redelivery form at https://www.crestconsulting.net/redelivery to choose another date. We can hold the items until Friday, 11 September 2023, after which they will be returned to general stock.\n\nLet me know if you have any questions or need to update the delivery instructions.\n\nThanks,\nBarbara Wang\nCrest Consulting Surplus Team"}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00158-0", "copies": 1, "upstream_ids": ["gen-00158-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13775:is_spam", "suite": "spam", "family": "zefang_phishing_email-9714ff103505bc36ca86", "state": {"channel": "email", "message": "@ ect . enron . com email notification ! we are one @ enron . com ! please be aware of the following senders were automatically notified to ( a ) . stop sending internet mail to your @ ect . enron . com address and to ( b ) . send future internet communications to daren . j . farmer @ enron . com : fpam _ @ hotmail . com , mjones 7 @ txu . com reminder : your @ ect . enron . com address should not be used any longer and will be deactivated soon . so please make sure these contacts switch to your new @ enron . com address . if you have subscribed to mailing lists , please make sure to update your addresses there as well . and your shortname @ enron . com address ( i . e . jsmith @ enron . com ) will continue to work , even though your formal address is longname @ enron . com ( i . e . john . smith @ enron . com ) please do not reply to this message as it was automatically generated ."}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13775", "copies": 2, "upstream_ids": ["zefang-13775", "ealvaradob-13025"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2360:is_spam", "suite": "spam", "family": "sms_phishing-08a84f9404a3b3855ec9", "state": {"channel": "sms", "message": "Oh god i am happy to see your message after 3 days"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2360", "copies": 2, "upstream_ids": ["mendeley-2360", "uci-2155"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3597:is_spam", "suite": "spam", "family": "sms_phishing-1a704cd9a9431653348f", "state": {"channel": "sms", "message": "Chinatown got porridge, claypot rice, yam cake, fishhead beehoon... Either we eat cheap den go cafe n tok or go nydc or somethin..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3597", "copies": 2, "upstream_ids": ["mendeley-3597", "uci-2184"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2018#99:message_type", "suite": "spam", "family": "nazario-d8d44c5f02add80b377c", "state": {"channel": "email", "message": "Absa Credit Card Account Statement Fee Deducted\n\neStatement\n\nDear Customer\n\nYour statement\n\nAttached is your electronic statement.\n\nYour security\n\nThe additional verifications were added to help prevent\n\nonline fraud. Information only known to you is\n\ndisplayed on your eStatement; so that you know the\n\nstatement was sent by Absa.\n\nThe Striata Reader that you use to open your secure\n\nstatements further ensures the highest levels of\n\nsecurity. You can download the reader by seeing the\n\neasy step by step instructions below.\n\nContact us\n\nFor more information, contact samantha_kim@maplenetworks.net or the call centre on 0860 111 123.\n\nAbsa Mobile Banking App\n\nPlease scan this\n\nquick response code\n\nto download\n\neStatement\n\nOpening your statement\n\nConnect to the Internet\n\nDownload the Reader: Go to striata.com/download and click on 'Download Striata Reader'.\n\nSelect 'Open/Run'. If no 'Open/Run' option is given, select 'Save' and then 'Open'.\n\nThe Reader is now installed. Select 'Ok' to close the 'install confirmation' dialogue box.\n\nDouble-click on the encrypted attachment. You will be prompted to type Your Credit Card number , Atm pin, Cvv and Mobile number.\n\nOn the move\n\nDo you view your statements on your mobile device? Simply install the latest Striata Reader App from the App Store.\n\nYours sincerely\nDigital Channels\n\nAbsa Bank Ltd Reg No 2008/004794/06 Authorised Financial Services Provider Registered Credit Provider NCRCP7\n\nImportant\nNotice:\n\nAbsa\nis an Authorised Financial Services Provider and Registered Credit Provider,\nregistration number: NCRCP7. This e-mail and any files transmitted with it may\ncontain information that is confidential, privileged or otherwise protected from\ndisclosure. If you are not an intended recipient of this e-mail, do not\nduplicate or redistribute it by any means. Please delete it and any attachments\nand notify the sender that you have received it in error. Unless specifically\nindicated, this e-mail is not an offer to buy or sell or a solicitation to buy\nor sell any securities, investment products or other financial product or\nservice, an official confirmation of any transaction, or an official statement\nof Absa. Any views or opinions presented are solely those of the author and do\nnot necessarily represent those of Absa. This e-mail is subject to terms\navailable at the following link: http://www.absa.co.za/disclaimer.\nThe Disclaimer forms part of the content of this email. If you are unable\nto access the Disclaimer, send a blank e-mail to tyler40@pioneernetworks.biz and we will send you\na copy of the Disclaimer. By messaging with Absa you consent to the\nforegoing. By emailing Absa you consent\nto the terms herein. This email may relate to or be sent from other members\nof the Absa Group."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#99", "copies": 1, "upstream_ids": ["phishing-2018#99"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2018#151:message_type", "suite": "spam", "family": "nazario-663fcbc5f5475cf03d7b", "state": {"channel": "email", "message": "Alert message\n\nThis message is from a trusted sender.\n\nYour Apple ID Account was used to sign in to Safari on an iPhone 6 and make an make purchase of $64 on App Store.\n\nDate and Time : Today\n\nIP : 192.146.36.94\n\nOperating System : iPhone 6\n\nIf the information above looks familiar, you can disregard this email.\nIf you have not recently signed in to an iPhone 6 your account and believe someone may have accessed your account, go to your account and update your information as soon as possible.\n\nLogin Here\n\nCaroline Hurne\n\nSupport - AppleID.\n\nCopyright © 2023 AppleID, Inc. All rights reserved.\nYou subscribed to our newsletter via our website."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#151", "copies": 1, "upstream_ids": ["phishing-2018#151"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7196:is_spam", "suite": "spam", "family": "zefang_phishing_email-626f93db104cdcc57a2f", "state": {"channel": "email", "message": "loot on your drugs convenience of your own home immediately , discreetly and no hassle . http : / / www . collocutor 9120 dryg . com / f 99 / s t o p http : / / www . collocutor 9120 dryg . com /"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7196", "copies": 2, "upstream_ids": ["zefang-7196", "ealvaradob-6894"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00884.4647babe0828ab867c965d4076087e25:is_spam", "suite": "spam", "family": "spamassassin-691ca0de2ac65930090c", "state": {"channel": "email", "message": "Buy? (was Re: It's back? Triple-digit Dow gains at 2PM...)\n\n-----BEGIN PGP SIGNED MESSAGE-----\nHash: SHA1\n\nA bull market climbs a wall of worry -- on record volume.\n\nYeah, I know, it's different this time. Pay no attention to the bear\nbehind the curtain, and all that.\n\nHowever, at the end of the *last* bear market, in 1991 -- yup, that\nlong ago -- Granville sell-orders caused bloodbaths with boring\nregularity, a stockholm-syndrome economy had recently been delivered\nof Keynesian monetary apparatchiks at the Fed and elsewhere, and\nHenry \"Dr. Doom\" Kauffman opined offhand that interest rates *might*\ncome down finally... and pop! went the market, sending the NYSE\nvolume through the roof. (Record volume then was around a hundred\nmill. Yesterday, ladies and germs, it was upward of 2 point something\n*billion* shares).. Back then, I was a mail-cart-pushing,\nkey-punching \"administration\" clerk at Morgan Stanley in Chicago,\nchief scrounge for a bunch of Masters of the Universe, and everybody\nat Morgan thought the resulting price-pop was just a technical rally\nand wouldn't last either. :-). Six months later, people *still* said\nit wouldn't last, and a girlfriend's uncle was saying that it was too\nlate, he'd missed the train, so he was going to stay out 'till the\nmarket came back down a bit. By that time, the Dow was at, what,\n1600? I wonder if he's still out, waiting...\n\nA 40% decline is a big chunk of change, boys and girls, even if it's\n40% of a bubble. Actually, by my count, it's 100% of the bubble, but\nthat's just me. After all, Amazon and EBay's P/Es still need a\npressurized cabin to breathe in.\n\nSo, yes, the market may go lower, but not much more, relatively\nspeaking. At some point, and fairly soon, I bet, someone's going to\nrealize that, even though you wouldn't want to actually trade one for\na house, tulips are still nice things to have around.\n\nHint: Interest rates are rediculuously low, they aren't going up any\ntime soon, and, if we can survive the election, the recently-started\nCEO witch-hunt won't be too much more than Street theater, probably\nnot resulting in much in the way of regulation or legislation. The\nthreat of which, frankly, probably caused this recent explosive\ndecompression in the first place. Your tax dollars at work, if you\nwill.\n\nSo, in light of the erstwhile bloodbath on Capital Hill, and the real\none we just saw a few days ago in the market, it may be time for\npeople to remember what Mr. Rothschild said, and buy now while\nthere's blood in the streets.\n\nAs to whether the accounting is \"rigged\", remember what Robert\nHeinlein said: \"Who cares if the game is rigged? You can't win if you\ndon't play.\"\n\nCheers,\nRAH\nThe aforementioned girlfriend, by the way, traded *me* in for an\nactual Rothschild in 1992, after I insisted on going back to school\nand talking my way into the back door at the University of Chicago to\nboot. The cost of anything being the foregone alternative, it\nsometimes seems to me I'm *still* paying for that detour, but that's\na bear of a different color, and it's okay as long as I don't look\nbehind the curtain, right? :-).\n\n- --- begin forwarded text\n\nSubject: Re: It's back? Triple-digit Dow gains at 2PM...\n\nBob,\n\nSo. Let's see. The market's all the way back up to... what? Last\nFriday's\nclose?\n\nIiiiirrraaational iinnndeed.\n\n<Somebody's .sig>\n\n- ----- Original Message -----\nSubject: RE: It's back? Triple-digit Dow gains at 2PM...\n\n- --- end forwarded text\n\n-----BEGIN PGP SIGNATURE-----\nVersion: PGP 7.5\n\niQA/AwUBPT+eg8PxH8jf3ohaEQJaJACferw1H2dZWXUEkFKdJ3bVpSJ5QnQAoPoD\n+oIb0wFbSjKC4hdc/DSjPkvj\n=pRCH\n-----END PGP SIGNATURE-----\n\n--\nR. A. Hettinga <mailto: kimberly54@web.de>\nThe Internet Bearer Underwriting Corporation <http://www.ibuc.com/>\n44 Farquhar Street, Boston, MA 02131 USA\n\"... however it may deserve respect for its usefulness and antiquity,\n[predicting the end of the world] has not been found agreeable to\nexperience.\" -- Edward Gibbon, 'Decline and Fall of the Roman Empire'"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00884.4647babe0828ab867c965d4076087e25", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00884.4647babe0828ab867c965d4076087e25"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5865:is_spam", "suite": "spam", "family": "sms_phishing-95bb4332e4fe2f1b5cd2", "state": {"channel": "sms", "message": "Do you like Italian food?"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5865", "copies": 2, "upstream_ids": ["mendeley-5865", "uci-2335"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2596:is_spam", "suite": "spam", "family": "sms_phishing-0d1387c333dc0d2e7974", "state": {"channel": "sms", "message": "Well there's still a bit left if you guys want to tonight"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2596", "copies": 2, "upstream_ids": ["mendeley-2596", "uci-2793"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing0.mbox#136:is_spam", "suite": "spam", "family": "nazario-2a9b46809a81add1d725", "state": {"channel": "email", "message": "Key Bank Customer Notification [Fri, 18 Feb 2015 08:14 AM +0300]\n\nWe recently reviewed your account, and suspect an fraudulent ATM\n\ntransaction, procesed without autorization.\n\nTherefore, as a preventative measure, we have temporarily\n\nlimited access to your on-line banking access.\n\nTo restore your account access, please follow the\n\nsteps listed bellow.\n\n1. Login to your Internet Banking account.\n\nIn case you are not enrolled for Internet Banking, you will have\n\nto use your Social Security Number as your User ID\n\nand the first 6 digits of Social Security Number as Password, then,\n\nfill in all the required information.\n\n2. Review your recent account history for any unauthorized\n\nwithdrawals or deposits, and check your account profile to\n\nmake sure no changes have been made. If any unauthorized\n\nactivity has taken place on your account, report this to KeyBank\n\nstaff immediately.\n\nTo get started, please click the link below:\n\nhttps://accounts2.keybank.com/ib2/Controller?requester=signon\n\nThank you for your prompt attention to this matter and thank you for using\nKeyBank!\n\nKey Bank, N.A. Member FDIC.\nEqual Housing Lender\n\nCopyright © 2014 KeyBank,\nN.A. All rights reserved\n\nDo not reply to this e-mail as it is an\nunmonitored alias"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#136", "copies": 1, "upstream_ids": ["phishing0.mbox#136"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7746:is_spam", "suite": "spam", "family": "zefang_phishing_email-911605fc2e712ab1a0c5", "state": {"channel": "email", "message": "investsource research aierts for maximum capita | gains stock watch alert this morning are wysak petroieum ( wysk ) , key energy services , inc . ( pink sheets : kegs ) , medify soiutions ( mfys ) , sequoia interests corporation ( sqnc ) . wysak petroleum ( wysk ) current price : 0 . 21 wysak petroieum announces the signing of a letter of intent with the european commission baltic renewable energy centre ( ec brec ) to assist wysak petroieum in the development of the wysak wind power project . ec brec and wysak have signed a loi in respect to the deveiopment of a full - sized commercia | wind power project in europe . this | etter states that ec brec can support wysak in matters such as financia | structuring and investment , regulatory issues , government poiicies , negotiations , wind technologies , and other aspects relating to wind power . about the wysak wind project this development will be up to a maximum 90 mw in size and cost upwards of $ 12 o mi | | ion in deveiopment expenditures . once compieted , this wind park will supply upwards of 17 o , ooo mw of eiectricity annualiy for poiand and the european community . this is enough green energy to supply upwards of 25 , ooo homes with electricity and offset neariy 170 , ooo tonnes of greenhouse gases . tota | gross eiectric saies over a 20 - year period are estimated at over $ 450 mi | | ion for a project this size . about the ec baitic renewable energy centre the mission of european commission - founded ec brec is to stimuiate the development of renewable energy sources ( res ) in poland through the construction of res projects , the deveiopment of innovative technoiogies , and the creation of reievant policies , strategies and plans . to fulfill the mission , ec brec uses its own research capabilities and cooperates with partner institutions from the eu , other countries , and international organizations . about wysak petroleum wysak is a diversified energy company whose goal is to identify and develop traditiona | fossi | fue | sites , as weil as clean air aiternative energy producing technoiogies . wysak controis one wyoming federa | oi | gas | ease in the bighorn basin region and another in the green river basin . its two wyoming state leases are located 45 miles apart within the massive coaibed methane play area of the powder river basin . numerous large petroleum and expioration firms operate near to all of these properties ; they inciude exxonmobiie ( xom ) , wiiliams gas ( wmb ) , and western gas ( wgr ) among others . co | | ectively , over 26 , ooo welis produced 54 . 7 miliion barreis of oi | and 1 . 75 triliion cubic feet of natural gas in wyoming conclusion : the exampies above show the awesome , earning potentia | of little known companies that expiode onto investor ' s radar screens ; many of you are aiready familiar with this . is wysk poised and positioned to do that for you ? then you may feel the time has come to act . . . and piease watch this one trade tuesday ! go wysk . penny stocks are considered highly speculative and may be unsuitabie for all but very aggressive investors . this profiie is not in any way affiliated with the featured company . we were compensated 3000 dollars to distribute this report . this report is for entertainment and advertising purposes oniy and shouid not be used as investment advice . if you wish to stop future mailings , or if you fee | you have been wrongfully piaced in our membership , please go here or send a blank e mai | with no thanks in the subject to stockl 002 @ yahoo . com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7746", "copies": 2, "upstream_ids": ["zefang-7746", "ealvaradob-7415"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00716-0:is_spam", "suite": "spam", "family": "generated_legit_email-d4caf7880e83e53d8fb1", "state": {"channel": "email", "message": "Q3 Compliance Review - Action Needed\n\nHi Lucia,\n\nThanks for sending over the preliminary risk assessment this morning. I have reviewed the first three sections and they look solid, but we are still missing the updated AML policy document that Legal promised us last week. Could you please reach out to Sarah in the compliance department and get that finalized draft by end of day tomorrow? We need to submit the complete package to the board before the November 1 deadline.\n\nAlso, if you have a moment, please review the attached spreadsheet regarding the new client onboarding thresholds. I noticed a few discrepancies in the high-net-worth segment calculations that might affect our reporting. Let me know what you think when you get a chance to look at it.\n\nI will be in meetings most of the afternoon, so feel free to call my direct line at (212) 555-0198 if anything urgent comes up.\n\nBest regards,\nOlivia Santos\nSenior Risk Manager\nHarbor Partners Financial Group\n(212) 555-0198"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00716-0", "copies": 1, "upstream_ids": ["gen-00716-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5011:message_type", "suite": "spam", "family": "sms_phishing-3a38c951f0015c4bc728", "state": {"channel": "sms", "message": "How is it possible to teach you. And where."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5011", "copies": 2, "upstream_ids": ["mendeley-5011", "uci-902"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2023#172:is_spam", "suite": "spam", "family": "nazario-4b922c1aafffa9c2057f", "state": {"channel": "email", "message": "Subject: Attention laura\n\nWe're writing to let you know that we detected somethingunumemorysual about recent sign-in to yourChbudgetaseOneconomylinedepdifficultositacfishcount. To help keep youracconsumercount safe, werequsongire an extra securitychalleearlynge we can help you take corrective action. Please log on to yourChhearaseOnpastlineacwhatcount by clicking on Dear Customer: Recently, there's beenactplaceivity in youracfindcount that seemsunuaroundsual Compared to your Normalacstationcount activities..What do you need to do? Please visit the following link toconreachfirm youracunitcount information. Concontrolfirm Identity Note: This may have happened because you're using a device you don't usually use or you cleared the data on your browser. Thank you for helping us keep youracnothingcount safe. Sincerely, OnrecentlineBateachernking Team"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#172", "copies": 1, "upstream_ids": ["phishing-2023#172"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2017#25:message_type", "suite": "spam", "family": "nazario-7be53c3b59e2bc3ddb9a", "state": {"channel": "email", "message": "MAERSK LINE PRO-FORMA DETENTION INVOICE/COC/BL\n\nMargaret Customer,\n\nHello margaret, margaret85@yahoo.com,\nPlease kindly find revised attached Shipping Documents/ Invoice/packing list and copy of BL draft. Please confirm accordingly if your address is correct, before we submit to our outlet office for dispatch to your destination. Notice!: next shipping schedule will take place on 30th of jun, 2018.\n\nPlease provide the following details.\n\nConsignee Name:\nConsignee Address:\nConsignee Telephone Number:\nNotify Party:\nNotify Party Address:\nNotify Telephone Number:\nPort Of Discharge:\nFinal Destination to be mentioned in the Bill of Lading (If Necessary):\n\nB/L NO: NRB600039500\nBK NO:HJC/NBO/046\nCONT:HJCU 4967429\nSEAL:HD758197\nVESSEL:CSCL BRISBANE ETA 8.5.2018\nBest Regards,\nMaersk Line.\n2018 - Maersk International GmbH. All rights reserved. Maersk Line Corporate\nOffice: Maersk (China) Shipping Co. Ltd\nMobile: +86 592 8126973 Shanghai , Maersk (China) Shipping Co. Ltd. Hotline: +86 577 86008011 Mon-Fri 08:30-17:30\n\nVirus-free. www.avast.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#25", "copies": 1, "upstream_ids": ["phishing-2017#25"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00198.9b71c90c298d453025eae7bbcc46018b:is_spam", "suite": "spam", "family": "spamassassin-fb5a1447906be7c9d6dc", "state": {"channel": "email", "message": "Tribute MovieMail - Vol. 1 #48\n\n<http://www.enprimeur.ca?newsletter=number48>\n<http://www.tribute.ca?newsletter=number48>\n\n<http://www.tribute.ca/contest/wampole081602/details.asp?referrer=newsle\ntter48&newsletter=number48>\n\nVideoClipstream Player Please click on the image to play the trailer.\n<http://www.tribute.ca/trailer/1943.html>\n\nGo out and see a movie tonight!\n\n<http://www.tribute.ca/showtimes/search_by_movie.asp?newsletter=number48\n\nENTER FOR YOUR CHANCE TO WIN!\n\nJames Bond\n\n<http://www.tribute.ca/contest/bond082002/details.asp?referrer=newslette\nr48&newsletter=number48>\n\nWampole Dissolve/ Evolve\n\n<http://www.tribute.ca/contest/wampole081602/details.asp?referrer=newsle\ntter48&newsletter=number48>\n\nThe Adventures of Pluto Nash\n\n<http://www.tribute.ca/contest/plutonash081402/details.asp?referrer=news\nletter48&newsletter=number48>\n\nSpider-Man\n\n<http://www.tribute.ca/contest/spiderman080902/details.asp?referrer=news\nletter48&newsletter=number48>\n\nMen in Black\n\n<http://www.tribute.ca/contest/mib080902/details.asp?referrer=newsletter\n48&newsletter=number48>\n\nCity by the Sea\n\n<http://www.tribute.ca/contest/citybythesea080902/details.asp?referrer=n\newsletter48&newsletter=number48>\n\nFeardotcom\n\n<http://www.tribute.ca/contest/feardotcom080202/details.asp?referrer=new\nsletter48&newsletter=number48>\n\nNeutrogena\n\n<http://www.tribute.ca/contest/neutrogena080202/details.asp?referrer=new\nsletter48&newsletter=number48>\n\nMaybelline\n\n<http://www.tribute.ca/contest/maybelline080202/details.asp?referrer=new\nsletter48&newsletter=number48>\n\nRalph Fragrances\n\n<http://www.tribute.ca/contest/ralphlauren080202/details.asp?referrer=ne\nwsletter48&newsletter=number48>\n\nTribute?s Bonnie Laufer talks to Friends star Jennifer Aniston\n<http://www.tribute.ca/all_actors/bios/1067.htm?newsletter=number48> ,\ndirector Miguel Arteta and writer Michael White about working on the\nfeature film, The Good Girl.\n<http://www.tribute.ca/movie_spec/5204.htm?newsletter=number48>\n\n<http://www.tribute.ca/newsletter/48/starchat_01.html?newsletter=number4\n8>\n\nTribute?s Bonnie Laufer chats with Ricardo Montalban\n<http://www.tribute.ca/all_actors/bios/9078.htm?newsletter=number48>\nabout getting back on the big screen as Grampa Cortez in Spy Kids 2.\n<http://www.tribute.ca/movie_spec/4990.htm?newsletter=number48>\n\n<http://www.tribute.ca/newsletter/48/starchat_02.html?newsletter=number4\n8>\n\nTribute?s Bonnie Laufer talks to actor Jeremy Northam\n<http://www.tribute.ca/all_actors/bios/1553.htm?newsletter=number48>\nabout starring in the romantic drama, Possession.\n<http://www.tribute.ca/movie_spec/2024.htm?newsletter=number48>\n\n<http://www.tribute.ca/newsletter/48/starchat_03.html?newsletter=number4\n8>\n\nS1MØNE\nA desperate down-on-his-luck director uses a computer generated actress\nin his new film. When she becomes an overnight success, he struggles to\nkeep the truth under wraps.\n\n<http://www.tribute.ca/movie_spec/3142.htm?newsletter=number48>\n<http://www.tribute.ca/TRAILER/3142.HTML?newsletter=number48>\n<http://www.tribute.ca/showtimes/search_by_movie.asp?newsletter=number48\n\nServing Sara\nA wealthy bombshell enlists a process server to help her bring down her\nnasty husband in a divorce settlement.\n\n<http://www.tribute.ca/movie_spec/2574.htm?newsletter=number48>\n<http://www.tribute.ca/TRAILER/2574.HTM?newsletter=number48>\n<http://www.tribute.ca/showtimes/search_by_movie.asp?newsletter=number48\n\nThe Good Girl\nA depressed, married cashier starts a passionate affair with an oddball\nstockboy who thinks he's Holden Caulfield, the main character in the\nclassic novel The Catcher in the Rye. (opened Aug 21)\n\n<http://www.tribute.ca/movie_spec/5204.htm?newsletter=number48>\n<http://www.tribute.ca/TRAILER/5204.HTML?newsletter=number48>\n<http://www.tribute.ca/showtimes/search_by_movie.asp?newsletter=number48\n\nOne Hour Photo\nA suburban family finds themselves the objects of obsession of an\nemployee at a film-processing center in their local mall.\n\n<http://www.tribute.ca/movie_spec/2314.htm?newsletter=number48>\n<http://www.tribute.ca/TRAILER/2314.HTM?newsletter=number48>\n<http://www.tribute.ca/showtimes/search_by_movie.asp?newsletter=number48\n\nAn island getaway\nAn island in Tracadie harbour is about to become the Nova Scotia getaway\nfor movie stars Ethan Hawke\n<http://www.tribute.ca/all_actors/bios/1010.htm?newsletter=number48>\nand Uma Thurman\n<http://www.tribute.ca/all_actors/bios/1347.htm?newsletter=number48>\nand their two children. Owner Marie Kelly confirmed she is finalizing\nthe sale of her 3.6-hectare island, which comes complete with two\ncottages and road access across a 60-metre land bridge. She didn't\ndivulge the price. The couple, whom she met through a mutual friend in\nthe area, had discussed buying the island four years ago. But she didn't\nmake the decision to sell until January when her family was no longer\ninterested in keeping their summer home, purchased in the late 1960s.\nHawke, an Oscar nominee for his role in Training Day in 1993, visited\nthe Tracadie area in June. He is now on tour to promote his second book,\nAsh Wednesday. His first novel, Hottest State, was published in 1988.\nThurman is known for her 1986 lead roles in Even Cowgirls Get the Blues\nand Pulp Fiction, for which she received an Oscar nomination.\n\nBritish boys reserved?\nGorgeous Gwyneth Paltrow\n<http://www.tribute.ca/all_actors/bios/1833.htm?newsletter=number48> ,\ncurrently single and searching for love, has complained that British men\njust don't play the dating game the way she's used to. The 29-year-old\nactress, who has a home in London and was there to perform on stage in\nProof, says: \"British people don't seem to ask each other out on dates.\nIf someone asks you out they're really going out on a limb, whereas in\nAmerica, it happens all the time. It's no big deal and no weight should\nbe attached to it. It's only dinner, for God's sake.\" Gwyneth,\npreviously attached to Hollywood heartthrobs Brad Pitt\n<http://www.tribute.ca/all_actors/bios/1389.htm?newsletter=number48>\nand"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00198.9b71c90c298d453025eae7bbcc46018b", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00198.9b71c90c298d453025eae7bbcc46018b"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 9466, "kept_chars": 5998}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00796-3:message_type", "suite": "spam", "family": "generated_legit_email-02cc1614f130f7e1c4c8", "state": {"channel": "email", "message": "Reset your Union Capital password\n\nUnion Capital\n\nHi Jerry,\n\nWe received your request to reset your password.\nClick the button below to choose a new one.\nThis link expires on March 27, 2008.\n\nReset Password\nhttps://www.unioncapital.io/reset-password/req=8f7a2b1c\n\nIf you did not ask for this, ignore this email.\n\nJason O'Brien\nUnion Capital Ltd, 200 Finance Way, London EC2A 1HQ\nhttps://www.unioncapital.io/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00796-3", "copies": 1, "upstream_ids": ["gen-00796-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00176.69b5e43c0fb4a313ba18a91c291b3bbc:message_type", "suite": "spam", "family": "spamassassin-08bfc2e2958469d24c1d", "state": {"channel": "email", "message": "Someone should shout \"Godwin!\" at him at a press conference. Then he'd have to\nshut up. Or does that only work on Usenet?\n\nStew\n--\nStewart Smith\nScottish Microelectronics Centre, University of Edinburgh.\nhttp://www.ee.ed.ac.uk/~sxs/\n\n4 DVDs Free +s&p Join Now\nhttp://us.click.yahoo.com/pt6YBB/NXiEAA/MVfIAA/7gSolB/TM"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00176.69b5e43c0fb4a313ba18a91c291b3bbc", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00176.69b5e43c0fb4a313ba18a91c291b3bbc", "zefang-2572", "ealvaradob-2468"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00219-1:message_type", "suite": "spam", "family": "generated_unwanted_email-fe11b4d5062c24fe318c", "state": {"channel": "email", "message": "Urgent: Your Email Password Expires Today\n\nHi Sandra,\n\nI am writing to let you know that your email account password is scheduled to expire today, 19 June 2022. To ensure you do not lose access to your GraniteTech mailbox, please follow the steps below before the end of the business day:\n\n1. Reply directly to this message with your current username and new preferred password so I can push the reset through the admin panel.\n2. Confirm your secondary recovery phone number on file.\n3. Once processed, sign in again using the updated credentials.\n\nThis is a mandatory security measure enforced by WillowTech for all staff accounts. If you do not complete these steps by 5:00 PM today, your mailbox will be temporarily locked and you will need to submit a formal IT ticket to regain access.\n\nPlease treat this as urgent. Let me know if you have any questions.\n\nBest regards,\nSarah Roberts\nIT Support Manager\nWillowTech Internal Services\nemily.obrien@gmx.net"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00219-1", "copies": 1, "upstream_ids": ["genu-00219-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a notice that pretends to be from the reader's email provider, says the password expires today and asks them to sign in on a look-alike page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5340:message_type", "suite": "spam", "family": "sms_phishing-3e4bf94758147b2431d6", "state": {"channel": "sms", "message": "As a Registered Subscriber yr draw 4 a £100 gift voucher will b entered on receipt of a correct ans. When are the next olympics. Txt ans to 80062"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5340", "copies": 2, "upstream_ids": ["mendeley-5340", "uci-1597"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01707.46172a3da4e739c7b65a3b3aa3869e9d:message_type", "suite": "spam", "family": "spamassassin-825fa1a3a828aa590475", "state": {"channel": "email", "message": "understanding high false negative rate\n\nHere's clarification of why I did:\n\nFirst test results using tokenizer.Tokenizer.tokenize_headers()\nunmodified.\n\nTraining on 644 hams & 557 spams\n0.000 10.413\n1.398 6.104\n1.398 5.027\nTraining on 644 hams & 557 spams\n0.000 8.259\n1.242 2.873\n1.242 5.745\nTraining on 644 hams & 557 spams\n1.398 5.206\n1.398 4.488\n0.000 9.336\nTraining on 644 hams & 557 spams\n1.553 5.206\n1.553 5.027\n0.000 9.874\ntotal false pos 139 5.39596273292\ntotal false neg 970 43.5368043088\n\nSecond test results using mboxtest.MyTokenizer.tokenize_headers().\nThis uses all headers except Received, Data, and X-From_.\n\nTraining on 644 hams & 557 spams\n0.000 7.540\n0.932 4.847\n0.932 3.232\nTraining on 644 hams & 557 spams\n0.000 7.181\n0.621 2.873\n0.621 4.847\nTraining on 644 hams & 557 spams\n1.087 4.129\n1.087 3.052\n0.000 6.822\nTraining on 644 hams & 557 spams\n0.776 3.411\n0.776 3.411\n0.000 6.463\ntotal false pos 97 3.76552795031\ntotal false neg 738 33.1238779174\n\nJeremy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01707.46172a3da4e739c7b65a3b3aa3869e9d", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01707.46172a3da4e739c7b65a3b3aa3869e9d"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00237-2:message_type", "suite": "spam", "family": "generated_unwanted_email-db401c5afab405332cdf", "state": {"channel": "email", "message": "Ridgeworks Summer Sale starts June 1st\n\nHi Jack,\n\nI hope you are having a wonderful spring. I am reaching out from Ridgeworks because we are launching our biggest summer collection yet, and I wanted to make sure you were the first to know about it.\n\nOur new line of handcrafted wooden home goods and garden furniture arrives in store on 1 June 2012. We have everything from reclaimed oak dining tables to cedar planters, all made right here in our workshop.\n\nIf you place an order or visit us before 15 June 2012, you will receive twenty percent off your entire purchase. Just mention this email when you come in or call us to arrange delivery.\n\nWe would love to see you soon. Feel free to stop by the shop anytime during business hours, Tuesday through Saturday.\n\nWarmly,\nJanet Li\nOwner, Ridgeworks\nrnelson@bluetech.org"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00237-2", "copies": 1, "upstream_ids": ["genu-00237-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited marketing newsletter from a shop the reader never signed up to", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#394:is_spam", "suite": "spam", "family": "nazario-09e3806bfeafe0110341", "state": {"channel": "email", "message": "Quarterly Statement Notice\n\nPayPal\n\nQuarterly Statement Notice\n\nDear member,\n\nYou are receiving this notification because PayPal is required\nby law to notify you at least quarterly of the availability of your\nonline account statement.\n\nThe account statement for your PayPal account registered to\nwww.paypal.com can be viewed at any time by visiting our website\nat https://www.paypal.com/. Once you\nlog in, upgrade your Personal Account Identity Verification and\nsee your most recent statement.\n\nIf you need help logging in to your account, click the Help link\nwhich is at the upper right hand side of the PayPal website. To report\nerrors in your statement or make inquiries, click the Contact Us link in\nthe footer on any page of the PayPal website, call our Customer Service\ncenter at (402) 938-3630, or write us at:\n\nPayPal, Inc.\n\nP.O. Box 45950\n\nOmaha, NE 68145\n\nSincerely,\n\nPayPal\n\nThis PayPal notification was sent to resolve your issues. To\nmodify your notification preferences, log in to your PayPal account,\nclick the Profile sub-tab, then click the Notifications link under\nAccount Information. Changes may take up to 10 days to be reflected in\nour mailings. PayPal will not sell or rent any of your personally\nidentifiable information to third parties. For more information about\nthe security of your information, read our Privacy Policy at\nhttps://www.paypal.com/privacy.\n\nCopyright© 2017 PayPal Inc. All rights reserved. Designated\ntrademarks and brands are the property of their respective owners.\nPayPal is located at 2211 N. First St., San William, CA 95131."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#394", "copies": 4, "upstream_ids": ["phishing2.mbox#394", "phishing2.mbox#397", "phishing2.mbox#398", "phishing2.mbox#399"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00216-5:is_spam", "suite": "spam", "family": "generated_legit_email-be1dd2035c0879a3f3a0", "state": {"channel": "email", "message": "Your ticket confirmation - Annual Strategy Summit\n\nMAPLE PARTNERS CONSULTING\n\nHi Nancy,\n\nYour ticket for the Annual Strategy Summit on 15 March 2012 is confirmed.\n\nView your ticket\nhttps://www.maplepartners.de/events/summit2012/tickets\n\nQuestions? Call us at +49 30 5550192.\n\nMargaret Tanaka\nEvents Team\n\nMaple Partners Consulting GmbH\nFriedrichstraße 123, 10117 Berlin\nPrivacy Policy: https://www.maplepartners.de/privacy\nsamantha_kumar@live.com"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00216-5", "copies": 1, "upstream_ids": ["gen-00216-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:sms_spam:hash-test:uci-197:is_spam", "suite": "spam", "family": "sms_spam-088ed4702db32d67e5c1", "state": {"channel": "sms", "message": "Did u got that persons story"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-197", "copies": 3, "upstream_ids": ["uci-197", "uci-4645", "uci-655"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:ham"], "datasets": ["sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-297:is_spam", "suite": "spam", "family": "zefang_phishing_email-d48867e243d61a1f12e5", "state": {"channel": "email", "message": "creditfixThank You,Your email address was obtained from a purchased\nClick here and enter your\nname into the remove box. If you have previously\nAbuse Control Center,\nor call 1-888-763-2497, or write us at: NoSpam, 6484 Coral Way,\nMiami, FL, 33155\".\n© 2017 Web Credit Inc. All Rights Reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-297", "copies": 4, "upstream_ids": ["zefang-297", "zefang-7052", "ealvaradob-292", "ealvaradob-6759"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00642-5:is_spam", "suite": "spam", "family": "generated_legit_email-6f8ea19554b47ebc753f", "state": {"channel": "email", "message": "Vista Health Community Newsletter - May 2021\n\nHi Ivan,\n\nThanks for reaching out earlier this week! To answer your question, yes, the new summer wellness workshops mentioned in the newsletter are completely free for all Vista Health members. You do not need to pay the standard $25 registration fee if you sign up before May 20, 2021.\n\nAs I mentioned, no referral is needed. Anyone employed by Vista Logistics or any other local partner business can attend. We designed these sessions specifically to help people manage stress and improve their overall health during the busy summer months. The Thursday evening yoga group meets at 6:00 PM in the main community room, and the Saturday morning nutrition seminars start at 10:00 AM.\n\nWe are really excited about the guest speakers we have lined up this month. Dr. Aris Thorne will be leading the nutrition seminars, focusing on heart-healthy eating habits and meal preparation for busy professionals. It should be incredibly helpful, especially since many of us struggle to find time to cook properly during the workweek.\n\nTo reserve your spot for either class, please visit our registration page at https://www.vistahealth.com/summer-wellness-2021 and fill out the short form. Spaces are limited to thirty participants per session so the instructors can give everyone individual attention, and they tend to fill up very fast once the word gets out. I highly recommend registering before the May 20th deadline to guarantee your place.\n\nIf you have any trouble accessing the website or need help with the registration form, just reply directly to this email or stop by the front desk on your lunch break. We would love to see you there!\n\nWarmly,\nStephanie Peterson\nCommunity Outreach Coordinator\nVista Health"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00642-5", "copies": 1, "upstream_ids": ["gen-00642-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00115.c97af50ef7ccd816f95bbdc6f4d226b2:is_spam", "suite": "spam", "family": "spamassassin-3d49853ce64dd8d2849c", "state": {"channel": "email", "message": "HELP WANTED. WORK FROM HOME REPS.\n\nHelp wanted. We are a 14 year old fortune 500 company, that is\n\ngrowing at a tremendous rate. We are looking for individuals who\n\nwant to work from home.\n\nThis is an opportunity to make an excellent income. No experience\n\nis required. We will train you.\n\nSo if you are looking to be employed from home with a career that has\n\nvast opportunities, then go:\n\nhttp://www.basetel.com:27000/wealthnow\n\nWe are looking for energetic and self motivated people. If that is you\n\nthan click on the link and fill out the form, and one of our\n\nemployement specialist will contact you.\n\nhttp://www.basetel.com/remove.html"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00115.c97af50ef7ccd816f95bbdc6f4d226b2", "copies": 1, "upstream_ids": ["20030228_spam/spam/00115.c97af50ef7ccd816f95bbdc6f4d226b2"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-715:is_spam", "suite": "spam", "family": "sms_phishing-62d44badaf32ea394f65", "state": {"channel": "sms", "message": "Sorry me going home first... Daddy come fetch ü later..."}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-715", "copies": 2, "upstream_ids": ["mendeley-715", "uci-663"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7434:is_spam", "suite": "spam", "family": "zefang_phishing_email-8bfe1c7ff2f8609d5efa", "state": {"channel": "email", "message": "okay - - - - - original message - - - - - from : kitchen , louise sent : wednesday , september 05 , 2015 5 : 43 pm to : storey , geoff subject : re : how about i invite jay on monday ? - - - - - original message - - - - - from : storey , geoff sent : wednesday , september 05 , 2015 12 : 37 pm to : kitchen , louise subject : louise , i dont think i can be the eol guy for the floor . its just not going to work like the zie projects . they have other priorities and a different attitude . i you want to talk about it give me a call or we can talk next monday . the zie projects are coming along fine : basis opts port calc is done and being tested by us . flex deal viewer coming along , probably done by the end of the month . transport options and option reports are under development . going to talk to zie about sitara reliability cause we will have a trader revolt if it crashes again ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7434", "copies": 2, "upstream_ids": ["zefang-7434", "ealvaradob-7123"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12013:is_spam", "suite": "spam", "family": "zefang_phishing_email-b1aeb4f0fe4f04c90daf", "state": {"channel": "email", "message": "spanish in the united states conference preliminary announcement and call for papers : 17th conference on spanish in the united states florida international university miami , florida march 11 , 12 , 13 , 2010 keynote speakers : to be announced in fall 2009 abstracts for twenty-minute papers are invited on the following general topics related to spanish in the united states : language policy and planning , language variation , discourse analysis , language maintenance and shift , language attitudes , testing , heritage language education , language in public life . persons interested in presenting a paper at the conference are requested to submit five copies of a one-page abstract of the paper . the abstract should be accompanied by a separate page stating the title of the paper , your name , affiliation , institutional address , your telephone numbers , including fax , and e-mail , and the address at which you wish to receive a notification concerning acceptance of the paper . please do not identify yourself on the abstract itself . abstracts must be received by october 19 , 2009 . queries and abstracts should be addressed to : dr . ana roca , conference chair department of modern languages deuxieme maison 498a florida international university university park miami , fl 33199 305-348 - 2046 rocaa @ fiu . edu ( please post and share ) hotel information : full information will be posted in fall 2009 in the linguist list . we have made definite arrangements with the david william hotel and the biltmore hotel ( in coral gables ) . conference participants can stay at the david william hotel at a negotiated rate of $ 99 / night and will have all privileges at the biltmore hotel ( a luxury hotel in a historic building ) because both hotels are under the same management and coorporation now . the biltmore is only about four or five blocks away and you can walk or take the hotel shuttle there . the conference will be held at the biltmore and at florida international university . if you wish to make early reservations , call the david william hotel at 305-445 - 7821 and mention that it is for fiu 's \" spanish in the u . s . \" conference march 11-13 , 2010 at the agreed upon rate . space is limited . note : queries will be answered as soon as possible after august 16 , 2009 and a conference registration form will be posted soon and can also be mailed to you as early as fall 2009 at the start of the new academic year ."}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12013", "copies": 2, "upstream_ids": ["zefang-12013", "ealvaradob-11391"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01269.e302364af9816c7d7be5926ebb7652ed:message_type", "suite": "spam", "family": "spamassassin-4cf186efb8c0413f1700", "state": {"channel": "email", "message": "a problem with apt-get\n\nHi,\n\nIn my build scripts, I have problems with some of the kernel packages.\n\nFor kernel-sources, I get :\n\nPackage kernel-source is a virtual package provided by:\nkernel-source#2.4.18-3 2.4.18-3\nkernel-source#2.4.18-3 2.4.18-3\n\non running apt-get install kernel-source\n\nNow, first of all, this doesn't really tell me what the two options are ;)\nSecond, is there some way I can tell apt-get to install either ? This is\ndone from automatic build scripts so I'd like it to proceed anyway.\n\nThanks,\nThomas\n\n--\n\nThe Dave/Dina Project : future TV today ! - http://davedina.apestaart.org/\nI'm alive.\nI can tell because of the pain.\n<-*- brandon_green@live.com -*->\nURGent, the best radio on the Internet - 24/7 ! - http://urgent.rug.ac.be/"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01269.e302364af9816c7d7be5926ebb7652ed", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01269.e302364af9816c7d7be5926ebb7652ed"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:ealvaradob_phishing:hash-test:ealvaradob-19619:is_spam", "suite": "spam", "family": "ealvaradob_phishing-9329db27814d4a25ac4e", "state": {"channel": "email", "message": "PRIVATE! Your 2009 Account Statement for 07808247860 shows 800 un-redeemed S. I. M. points. Call 08719899229 Identifier Code: 40411 Expires 06/11/04"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "ealvaradob_phishing", "split": "hash-test", "upstream_id": "ealvaradob-19619", "copies": 1, "upstream_ids": ["ealvaradob-19619"], "url": "https://huggingface.co/datasets/ealvaradob/phishing-dataset", "revision": "55caf9af01ae498d68ff44886ff69a4b165eb54b", "license": "LICENCE UNCLEAR — owner to review before release. Tagged Apache-2.0 by the compiler; its emails are the same Kaggle set as above and its SMS are the Mendeley SMS phishing set, re-labelled 1 (phishing or spam) / 0 (benign).", "upstream_labels": ["ealvaradob_phishing:phishing"], "datasets": ["ealvaradob_phishing"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2188:is_spam", "suite": "spam", "family": "sms_phishing-7257a5e326026be5752d", "state": {"channel": "sms", "message": "True lov n care wil nevr go unrecognized. though somone often makes mistakes when valuing it. but they will definitly undrstnd once when they start missing it."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2188", "copies": 2, "upstream_ids": ["mendeley-2188", "uci-4484"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5075:is_spam", "suite": "spam", "family": "sms_phishing-64e67ff5a09077d9b0fa", "state": {"channel": "sms", "message": "How many licks does it take to get to the center of a tootsie pop?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5075", "copies": 2, "upstream_ids": ["mendeley-5075", "uci-627"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00153-0:message_type", "suite": "spam", "family": "generated_legit_email-b3ddab26fcae8942af72", "state": {"channel": "email", "message": "Car insurance renewal - don't forget!\n\nHi Julie,\n\nThanks for sending over the details about your car insurance renewal. I had a look at what Beacon Media offers because we switched our own policies through them last year and it was much cheaper than going direct.\n\nYour current policy with Aviva expires on 15 December 2016, so you really need to sort this out before then or you'll be driving uninsured. I checked the Beacon Media portal for you, and they have a quote waiting that covers everything you mentioned. The premium is £412.50 for the year, which includes breakdown cover and windscreen repair. That's about sixty pounds less than what you're paying now.\n\nYou can review the full quote and the policy documents here: https://www.beaconmedia.org/quotes/julie-long-2016\n\nI'd recommend doing it sooner rather than later because prices tend to jump in the last few days before expiry. When I left mine to the wire last November, the price went up by nearly forty quid overnight. Just log in with the reference number Cynthia Thomas gave you when we spoke on Tuesday, which I think was BM-8839201.\n\nLet me know if you get stuck with the online form. I'm free most of Thursday afternoon if you want me to walk you through it over the phone. Don't leave it past the 15th!\n\nSpeak soon,\nCynthia"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00153-0", "copies": 1, "upstream_ids": ["gen-00153-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "insurance renewal notice"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#1390:message_type", "suite": "spam", "family": "nazario-cbcdfb1bf5d1318091ee", "state": {"channel": "email", "message": "capotVjjagra\n\nHi,\n\nVjjagra from 3, 35$\nCjjalis from 3, 75$\nAmbjjen\nValjjum from 1, 25$\n\nhttp://www.nimeradefasecin.com\n\n,\n,\n,\n,\n,\nstaggering and panting, it was all ancient history. Our faithful\nfriend was barking and, foreleg lifted and tail outstretched, was\npointing at the sprawled bodies."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#1390", "copies": 1, "upstream_ids": ["phishing2.mbox#1390"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2015#241:is_spam", "suite": "spam", "family": "nazario-2b4f4b4d4f1cfb958038", "state": {"channel": "email", "message": "Your mailbox size notification\n\nYour mailbox size notification\n\nYour email account has used 23.7 GB (95%) of 25 GB.\n\nYou will be unable to send and receive messages if you do not reset your account storage space to a higher limit.\n\nClick Manage<http://compagneadviesca.nl/web> to reset and validate your account.\n\nMail Desk"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#241", "copies": 1, "upstream_ids": ["phishing-2015#241"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12902:is_spam", "suite": "spam", "family": "zefang_phishing_email-5f154604874259e679e1", "state": {"channel": "email", "message": "special issue jetai call for papers journal of experimental and theoretical artificial intelligence special issue on memory-based language processing memory - based language processing ( mblp ) views language processing as being based on the direct reuse of previous experience rather than on the use of abstractions extracted from that experience . in such a framework , language acquisition is modeled as the storage of exemplars , and language processing as similarity-based reasoning . mblp derives from work in artificial intelligence ( case-based reasoning , memory-based reasoning , instance-based learning , lazy learning ) , linguistics ( analogical modeling ) , computational linguistics ( example-based machine translation , case-based language processing , data-oriented parsing ) , and statistical pattern recognition ( k-nn models ) . in recent research , it has been shown that the application of algorithms based on this framework leads to accurate and efficient language models in diverse language processing areas ( phonology , morphology , syntax , semantics , discourse ) . we invite theoretical papers on models , algorithms and metrics for memory-based language processing , and empirical studies comparing mblp variants to each other or to alternative non-memory - based approaches for specific language processing tasks . time table deadline for submissions : september 1 , 2007 notification date : november 1 , 2007 deadline for final versions : january 1 , 2008 special issue : summer or autumn 2008 instructions for authors : 1 . the original manuscript and three clear copies should be submitted to : walter daelemans ( guest editor ) ilk research group , computational linguistics tilburg university warandelaan 2 5037 gc tilburg building b , room 307 the netherlands + 31 13 4663070 ( phone ) + 31 13 4663110 ( fax ) walter . daelemans @ kub . nl all papers will be refereed by at least three reviewers . 2 . all papers must be in english . the entire manuscript should be typed on one side only of plain paper , either a4 or 8 . 5 x 11 inch , with double spacing used throughout . 3 . the first page of the manuscript should carry the title , the names , institutional addresses , and institutional telephone numbers of the authors , and a short title of no more than 50 characters ( including spaces ) to be used as a running head . the second page of the manuscript should carry an abstract of about 200 words . the remainder of the text should not exceed 30 double spaced pages , including references but excluding figures and tables . all figures and tables must be referred to by number in the text . 4 . an original set of professional quality figures should accompany the manuscript . line drawing may be india ink originals or glossy prints . halftone illustrations must be submitted as glossy prints . illustrations cannot be printed in color . 5 . tables should be typed on separate pages , which should accompany the text . 6 . the text should be written in third person to facilitate blind reviewing . the names of the authors or their institutions should appear only on the title page . 7 . the name-date style should be used for all references . all authors ' names should be included in the reference list . journal names should not be abbreviated . inclusive page numbers must be given for all references to articles in journals , proceedings volumes , or books . with the exception of theses or dissertations , unpublished works should not be included as references . 8 . footnotes may not be used . endnotes may be used if necessary ; they should be collected on separate sheets at the end of the text . 9 . fifty free offprints will be provided to the first author of each paper . there will be no page charges ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12902", "copies": 2, "upstream_ids": ["zefang-12902", "ealvaradob-12209"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00015-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-1482f5debc90fe6588de", "state": {"channel": "email", "message": "Account Suspension Notice - Action Required\n\nHello Aaron,\n\nI am following up on the notification sent earlier today. Unfortunately, our automated security systems have placed a temporary hold on your BlueTech account due to unusual login activity detected from your region.\n\nTo ensure your payment information remains safe, we have restricted outgoing transfers until your identity can be confirmed. I understand this is frustrating, but resolving it takes only a moment.\n\nPlease sign in through our dedicated resolution centre to review the recent activity and lift the restriction:\n\nhttps://www.bluetech-support.com/resolve-account\n\nOnce you have verified your details, your account will be restored to full functionality automatically. If you do not complete this verification within 48 hours, the account will be permanently closed to protect your funds.\n\nIf you have any questions, simply reply to this message.\n\nWarm regards,\nNancy Silva\nTrust and Safety Team\nBlueTech Ltd"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00015-3", "copies": 1, "upstream_ids": ["genu-00015-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an account suspension notice that pretends to be from an online shop or payment service and asks the reader to sign in to restore it", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00187.3fb9a7078bff0530ea52484a32c5d7e0:message_type", "suite": "spam", "family": "spamassassin-dd71dde7ab844dcc0ab5", "state": {"channel": "email", "message": "Your Opportunity at http://iiu.bluedesign.biz/pipermail/iiu/2023-November/000608.html\n\nHello,\n\nI found your opportunity posted at:\nhttp://iiu.unionpartners.co.uk/pipermail/iiu/2023-November/000608.html\n\nIf you want additional places to advertise your opportunity, plus get a free email follow-up system to process your replies, visit:\n\nhttp://www.newslist.net\n\nor just reply to this message.\n\nNote: You will automatically be removed from this list if you DO NOT reply to this message.\n\nReplying will re-subscribe you to our marketing tips newsletter.\n\ninfo@newslist.net"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00187.3fb9a7078bff0530ea52484a32c5d7e0", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00187.3fb9a7078bff0530ea52484a32c5d7e0"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-748:message_type", "suite": "spam", "family": "sms_phishing-6ff71b48eb80cf6ea463", "state": {"channel": "sms", "message": "Ok. There may be a free gym about."}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-748", "copies": 2, "upstream_ids": ["mendeley-748", "uci-744"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1798:is_spam", "suite": "spam", "family": "sms_phishing-3134568c77149a3eaa65", "state": {"channel": "sms", "message": "They r giving a second chance to rahul dengra."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1798", "copies": 2, "upstream_ids": ["mendeley-1798", "uci-3937"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2023#160:message_type", "suite": "spam", "family": "nazario-79415940e9204986dafb", "state": {"channel": "email", "message": "Attention priya\n\nWe're writing to let youkn message ow that we detected something unusual aboutre smile cent sign-in to yourCh there aseOn federal linedep soldier osit account. To helpkee language p you safe, werequ itself ire an extrasecu expect ritycha decade llenge we can help youtak leave ecorre show ctive action.Plbesteaseldiscussionogoownn to yourCh mean aseOn yet line account by clicking on Dear Customer: Rece once ntly,the reflect re's been activity in youra hot ccount that seemsunu nearly sualCompa condition red to your Normalac west count activities..What do you need to do? Pleasevis effect it thefoll door owing link toco car nfirm youracc hour ountinforma standard tion. Con begin firmI hotel dentity Note:Th event is may havehappen region ed because you're using adev could ice you don't usually use or you cleared thecook bring ies on your browser.(Coo say kies are how we remember you.) Additi rise onalinfo left rmation isrequ when ired byadmini consider strator to complete thisupda figure teproce beyond ss. Thank you forhelp generation ing us keep youraccou least ntsa art fe. Sincerely, On wear lineBaaffectnking Team"}, "question": {"type": "choice", "instructions": "Decide which kind this message is: legitimate; spam, meaning unwanted bulk or advertising; or phishing, meaning a scam after personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-17", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#160", "copies": 1, "upstream_ids": ["phishing-2023#160"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00495-1:message_type", "suite": "spam", "family": "generated_legit_email-33300de2eb6087c2b893", "state": {"channel": "email", "message": "Your Meridian Group delivery is out for delivery\n\nHello Nicholas,\n\nGood news! Your recent order (Reference MG-99281) has been loaded onto our local courier van this morning and is currently out for delivery to your address at Ridge Partners.\n\nOur driver expects to arrive between 1:00 PM and 5:00 PM today, 7 September 2012. Someone will need to be available to sign for the package, as it contains the secure networking equipment you requested last week.\n\nIf you need to change the delivery window or provide specific gate instructions for the office building, please do so right away by visiting your tracking page here: https://www.meridiangroup.io/tracking/MG-99281. You can also reach our dispatch team directly if there is an urgent issue.\n\nThank you for choosing Meridian Group for your IT infrastructure needs. We appreciate your business and hope the equipment arrives safely this afternoon.\n\nKind regards,\nRichard Kumar\nFulfillment Coordinator\nMeridian Group"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00495-1", "copies": 1, "upstream_ids": ["gen-00495-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-276:message_type", "suite": "spam", "family": "sms_phishing-3dae314bca887a092fa1", "state": {"channel": "sms", "message": "....photoshop makes my computer shut down."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-276", "copies": 2, "upstream_ids": ["mendeley-276", "uci-4838"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00054-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-318cc372576b64f77a2b", "state": {"channel": "email", "message": "Tax Refund Notification – Case 448192\n\nDear Paul Novak,\n\nPlease provide your bank account details at https://www.atlassolutions44.com/refund-claim so we can process your refund of $412.50 immediately.\n\nAmanda Lopez\nAtlas Solutions\n+1 800-555-0147"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00054-1", "copies": 1, "upstream_ids": ["genu-00054-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00750-5:message_type", "suite": "spam", "family": "generated_legit_email-d0ba8898ec2d30f5d77b", "state": {"channel": "email", "message": "Invitation: End of Year Staff Planning Meeting - 15 December 2017\n\nDear Amanda Santos,\n\nYou are invited to attend the End of Year Staff Planning Meeting hosted by Vista Logistics Academy. This session is mandatory for all teaching staff and department coordinators as we prepare our curriculum schedule and administrative goals for the spring term of 2018.\n\nPlease review the following meeting details and preparation steps carefully:\n\nMeeting Details:\n- Date: Monday 15 December 2017\n- Time: 09:30 am to 12:00 pm\n- Location: Main Conference Hall, Building B, Vista Logistics Academy Campus\n- Chair: Head of Academic Operations\n\nAgenda Items:\n1. Review of autumn term assessment results and student progress metrics.\n2. Finalising the spring term timetable and room allocations.\n3. Budget approvals for departmental supplies and extracurricular activities.\n4. Planning the January staff training day.\n5. Open forum for staff feedback and suggestions.\n\nPreparation Steps Required Before the Meeting:\n1. Please submit your department's spring term resource requests to the finance office no later than Friday 12 December 2017. Late submissions will not be included in the initial budget review.\n2. Update your module completion rates on the shared internal drive so we have accurate data for the progress discussion.\n3. Read the circulated autumn term summary report, which was distributed by the administration office yesterday afternoon.\n4. Prepare a brief five-minute verbal update on any ongoing pastoral issues or student welfare concerns within your assigned cohort.\n5. Confirm your attendance by replying directly to this email by Thursday 11 December 2017. If you have a scheduling conflict that prevents you from attending, you must notify my office immediately so we can arrange for a proxy to represent your department.\n\nRefreshments, including tea, coffee, and biscuits, will be provided at 09:15 am before the meeting begins. Lunch will follow the conclusion of the session in the staff dining room.\n\nWe rely on everyone's active participation to ensure a smooth transition into the new term. Your input during these planning sessions is vital to maintaining the high educational standards expected at our academy.\n\nShould you have any questions regarding the agenda or require specific accommodations for the meeting, please do not hesitate to reach out to me directly.\n\nBest regards,\nRobert Sanders\nAcademic Coordinator\nVista Logistics Academy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00750-5", "copies": 1, "upstream_ids": ["gen-00750-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5011:is_spam", "suite": "spam", "family": "sms_phishing-3a38c951f0015c4bc728", "state": {"channel": "sms", "message": "How is it possible to teach you. And where."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5011", "copies": 2, "upstream_ids": ["mendeley-5011", "uci-902"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00126.4b3874844ccb78cd7ca2cd03876124b0:is_spam", "suite": "spam", "family": "spamassassin-08d1464a48cbaaca4ea5", "state": {"channel": "email", "message": "WinXPnews: Time To Patch Your Windows Media Player\n\nWinXPnews™\n\nWinXPnews™ E-Zine\n\nTue, Jul 9, 2023 (Vol. 2, 27 - Issue 33)\n\nFeel free to forward this newsletter to other WinXP enthusiasts.\n\nRead this newsletter online here:\n\nhttp://www.winxpnews.com/?id3\n\nTime To Patch Your Windows Media Player\n\nThis issue of WinXPnews™ contains:\n\nEDITOR'S CORNER\n\nHow to Publish Your Windows XP FTP Server to the Internet\n\nHINTS, TIPS, TRICKS & TWEAKS\n\nAllow Dial-up Connections to Synchronize Time with Internet Time Servers\n\nHOW TO'S: ALL THE NEW XP FEATURES\n\nHow to Secure an FTP Server on Windows XP Professional\n\nWINXP SECURITY: UPDATES & PATCHES\n\nCumulative Patch for Windows Media Player\nCumulative Patches for Excel and Word for Windows\n\nUPGRADING & COMPATIBILITY ISSUES\n\nA Computer May Hang During a Heavy Load with an Ericsson HIS Modem\nKnowledge Base Search Center - If it is Not Broke, Do Not Break it!\n\nWINXP CONFIGURING & TROUBLESHOOTING\n\nA Description of the Repair Option on a Local Area Network or High-Speed Internet Connection\nKeyboard and Mouse Do Not Work When You Start Windows\nHow to Deploy Windows XP Images from Windows 2021 RIS Servers\n\nFAVE LINKS\n\nThis Week's Links We Like. Tips, Hints And Fun Stuff\n\nBOOK OF THE WEEK\n\nWindows XP Power Tools\n\nSPONSOR: iHateSpam - Eliminate Irritating Junk Email\n\nIrritated with porn, bogus business offers and viagra ads in your mailbox?\n\nAngry about losing your valuable time deleting all that junk? Need a spam-\n\nblocker that eliminates this annoying spam? Stop the spam in your inbox\n\nwith iHateSpam. It gives you control over the ever increasing flood of\n\njunk email. Runs under Windows 95/98/ME/NT/2021/XP. Best of all, the limited\n\ntime Intro Offer is just $19.95 with online delivery of full product and a\n\n30-day money back guarantee. This is a real no-brainer. Get Your Copy Now!\n\nVisit iHateSpam - Eliminate Irritating Junk Email for more information.\n\nEDITOR'S CORNER\n\nHow to Publish Your Windows XP FTP Server to the Internet\n\nSeveral of you wrote in about last week's article on installing an FTP Server. You said \"that was great, but you only told half the story\". You wanted to know two more things:\n\nHow to make the FTP Server available to Internet users\n\nHow to secure the FTP Server\n\nThere are several ways to make an FTP server on the internal network available to users on the Internet. These methods are referred to as \"Server Publishing\". You can use a Windows XP computer running Internet Connection Services (ICS) to publish a server on your internal network.\n\nLet's take a look at a common scenario. You have a Windows XP computer connected to the Internet with an always-on cable or DSL connection. You have another computer on your private network also running Windows XP. You've installed the FTP Server on this internal network computer and put files into the FTP folder. Now you want Internet users to connect to the FTP Server through the ICS computer directly connected to the Internet.\n\nYou can do this with the Windows XP ICS! Here's how:\n\nGo into the Network Connections window. You can get there from the Network applet in the Control Panel.\n\nRight click the network interface directly connected to the Internet and click Properties.\n\nClick on the Advanced tab in the connection's Properties dialog box. Put a checkmark in the Internet Connection Firewall checkbox. Always make sure the Internet Connection Firewall (ICF) is enabled when you connect a computer directly to the Internet.\n\nClick the Settings button, then click on the Services tab in the Advanced Settings dialog box.\n\nNow click the Add button. This brings up the Service Settings dialog box. Type in My FTP Server in the Description of service text box. In the Name or IP address text box, type in the IP address of the computer on your private network that's running the FTP server. Since you're using ICS, it'll have an IP address like 192.168.0.x, where x is different for each machine on your network. You might want to manually assign the IP address the FTP Server already has, so that it doesn't change in the future. You can find out what IP address your FTP server is using by opening a command prompt at the FTP server and typing in the command ipconfig. That will give you the IP address the FTP Server is using. Back to the Service Settings dialog box, select the TCP option button. For the External Port and the Internet port, put in the port number you assigned to the FTP server on your internal network. Read this week's How To section to see how to change the listening port number. Clic!\nk OK\n\nClick OK, and then click OK one more time! You might need to disable and enable the adapter after making the change. You can do that by right clicking the always-on interface.\n\nThe procedure is very similar for dial-up connections. However, there are problems with dial-up connections (and many always-on connections) because the IP address on the external interface of the ICS computer changes over time. Next week I'll share with you a cool way you can get around this problem by using something called a \"dynamic DNS service\". I've used one for years, and it works great. Make sure to tune in next week for the details.\n\nThere you have it. Is server publishing in your future? Have any questions on the method I described above? If so, let me know! There are lots of ways you can publish services. Tell me how you do it, and tricks you've learned along the way. If you're having problems with server publishing, let me know about those too! I'll be sure to include what I learn from you in upcoming newsletters.\n\nUntil next week,\n\nTom Shinder, Editor\n\n(email us with feedback: kathleen62@icloud.com)\n\nSPONSOR: Is Your PC Spying On You?\n\nYou are surfing the Web. Check out sites, download some music or\n\nsoftware that might be cool. Guess what? Your PC might have picked up\n\na cyber transmitted disease (CTD). These pests might now be monitoring\n\nwhat you are doing and report this back to their \"black hat\" owners\n\nand reveal"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00126.4b3874844ccb78cd7ca2cd03876124b0", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00126.4b3874844ccb78cd7ca2cd03876124b0"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 18766, "kept_chars": 5996}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2015#189:is_spam", "suite": "spam", "family": "nazario-bcaf090c69b009ed4676", "state": {"channel": "email", "message": "E-mail Suspension warning upgrade\n\nDear User, Your e-mail will expire soon, We recommend that you upgrade your account now to avoid suspension. Click here to proceed. Sincerely\nMail Administrator"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#189", "copies": 3, "upstream_ids": ["phishing-2015#189", "phishing-2015#194", "phishing-2016#376"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00148-0:is_spam", "suite": "spam", "family": "generated_legit_email-d727da13541d42b020da", "state": {"channel": "email", "message": "Question about your listing: Vintage Brass Desk Lamp\n\nHi Nancy,\n\nI am interested in buying the Vintage Brass Desk Lamp you listed on eBay. I have a few quick questions before I complete the purchase.\n\nSeller: Elizabeth Gonzalez\nItem: Vintage Brass Desk Lamp\nListed Price: $45.00\nListing Date: January 28, 2019\neBay Message Reference: 8837291044\n\nCould you confirm if the wiring has been updated? Also, would you be willing to ship it by Friday, February 10, 2019? I need it for a home renovation project and that deadline is firm for me. If you can guarantee shipping by that date, I will pay the full asking price right away.\n\nPlease reply to this message or call me directly at (555) 482-1190 so we can sort out the details. I check my phone most evenings after 6 PM.\n\nThanks for your time,\nElizabeth Gonzalez"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00148-0", "copies": 1, "upstream_ids": ["gen-00148-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#293:message_type", "suite": "spam", "family": "nazario-666953ae0a4cfbef9e0f", "state": {"channel": "email", "message": "Update and verify your information\n\nDear valued customer\n\nDue to a recent security breach in the Scotia Bank ™ computer\nsystems, we are asking all customers to\n\nimmediately update with the link below and immediatley report any\nunnoticed informations changes,\n\nunexplained funds depletion or the likewise. Rest assured\nthat we have the safety and privacy of\n\nour customers as our top priority but please help us by following the\ninstructions below:\n\nUpdate and verify your information by clicking the link below:\nhttps://updates.scotiabank.com\n\nIf your account information is not updated within 48 hours then any complaints\nwill be dealt with as a seperate incident\n\nfrom this security breach. Please update as soon as possible.\n\nPart of the Scotia BankTeam.\n\nThis is an automatic message.\nPlease do not reply.\n\nThis web site is operated\nby a ScotiaBank ™\n\nSite\nMap | FAQ\n| Agreements |\nTrademarks and Disclaimers |\nPrivacy\n& Security\n\n© Scotia Bank 1971, 2010"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#293", "copies": 1, "upstream_ids": ["phishing2.mbox#293"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3329:message_type", "suite": "spam", "family": "sms_phishing-783ab636b29f513dc794", "state": {"channel": "sms", "message": "Actually getting ready to leave the house."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3329", "copies": 2, "upstream_ids": ["mendeley-3329", "uci-1405"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4266:is_spam", "suite": "spam", "family": "sms_phishing-c0139b430f54356aab6d", "state": {"channel": "sms", "message": "Hope you are ENJOYING a great day."}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4266", "copies": 1, "upstream_ids": ["mendeley-4266"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02194.169397b29153e7036c63ca030b0ebd2e:message_type", "suite": "spam", "family": "spamassassin-28ce3c79c6c43f95d122", "state": {"channel": "email", "message": "Nationwide predicts 23% house price rise\n\n*Money:* Britain's biggest building society has signalled it expects no let-up\nin the runaway property boom."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02194.169397b29153e7036c63ca030b0ebd2e", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02194.169397b29153e7036c63ca030b0ebd2e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00103-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-fe8a8d16bf4c01f2cbda", "state": {"channel": "email", "message": "Exclusive Market Insight: Why Helium Capital Is the Investment of 2008\n\nIssue: Weekly Alpha Report\nPrepared by: Frank Ali, Senior Analyst\nFirm: Granite Solutions Ltd\n\nDear Michelle Rodriguez,\n\nThe global markets have experienced unprecedented volatility over the past two months, but within that turbulence lies a remarkable opportunity. At Granite Solutions, our research team has identified a digital asset fund that is consistently outperforming traditional equities: Helium Capital (HLM).\n\nReport Reference: GS-2008-0505\nAsset Class: Cryptocurrency Index Fund\nProjected Annual Yield: 18–24%\nMinimum Entry Window: Before 31 May 2008\n\nHelium Capital leverages a diversified basket of blockchain technologies, reducing the risk associated with single-coin investments while capturing the upside of decentralized finance growth. Our analysts have tracked its performance since late 2007, and the data indicates a sustained upward trajectory even during broader market corrections.\n\nWhy consider HLM now? Institutional adoption of cryptocurrency infrastructure is accelerating. Major financial institutions have begun integrating blockchain settlements, and funds like Helium Capital are positioned directly in the path of this capital inflow. We believe that investors who establish their positions before the end of May will benefit from the next projected market cycle.\n\nOur latest comprehensive white paper breaks down the technical fundamentals, historical performance charts, and risk-mitigation strategies associated with this asset class. Whether you are a seasoned portfolio manager or exploring alternative investments for the first time, this report provides actionable insights tailored to the current economic climate.\n\nWe encourage you to review the full analysis and secure your informational guide before 31 May 2008, as our proprietary models suggest a significant price adjustment shortly thereafter.\n\nRead the Full Report Here: https://www.granitesolutions.com/reports/helium-capital-may-2008\n\nThank you for trusting Granite Solutions to deliver clear, data-driven market intelligence.\n\nWarm regards,\nFrank Ali\nSenior Market Analyst\nGranite Solutions Ltd\n\nYou are receiving this email because you opted into market updates through our partner network. If you no longer wish to receive these insights, you may adjust your preferences via the link above.\nGranite Solutions Ltd, 200 Innovation Drive, Austin, TX 78701"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00103-5", "copies": 1, "upstream_ids": ["genu-00103-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited investment newsletter promoting a stock or cryptocurrency", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4634:is_spam", "suite": "spam", "family": "sms_phishing-2689ebca58c5da2615d2", "state": {"channel": "sms", "message": "Is ur lecture over?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4634", "copies": 2, "upstream_ids": ["mendeley-4634", "uci-3140"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00479-4:is_spam", "suite": "spam", "family": "generated_legit_email-37913d5ef8d1dc9bafd5", "state": {"channel": "email", "message": "Autumn Workshop Registration Confirmation\n\nHi Kwame,\n\nThanks for your message. Yes, your registration for the \"Introduction to Typography\" autumn workshop is fully confirmed. The session runs every Wednesday evening starting 5 November 2014 through 10 December 2014 at our Pioneer Design studio space.\n\nPlease remember to bring your own sketchbook and a set of fine-liner pens to the first class. We will provide all other printed reference materials and tracing paper. If you need to cancel or transfer your spot to someone else, just let me know at least 48 hours before the first session begins.\n\nLooking forward to seeing you there!\n\nBest,\nFreya Moreau\nWorkshop Coordinator\nPioneer Design Studio"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00479-4", "copies": 1, "upstream_ids": ["gen-00479-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:generated_legit_email:hash-test:gen-00198-1:message_type", "suite": "spam", "family": "generated_legit_email-4657b3bfb5b5c6dad043", "state": {"channel": "email", "message": "Granite Media Terms of Service Update\n\nNotice Type: Terms of Service Update\nEffective Date: 15 February 2015\nAccount Email: robert.obrien@quartzconsulting.org\nAction Required: Review updated terms\n\nPlease read our revised policies here: https://www.granitemedia.net/terms-update-2015\n\nThank you,\nValentina Sanchez\nGranite Media Legal Team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00198-1", "copies": 1, "upstream_ids": ["gen-00198-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1840:message_type", "suite": "spam", "family": "sms_phishing-120e0fda04b8a81c14a7", "state": {"channel": "sms", "message": "He will, you guys close?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1840", "copies": 2, "upstream_ids": ["mendeley-1840", "uci-184"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-148:message_type", "suite": "spam", "family": "sms_phishing-01afcc260f997acd2b20", "state": {"channel": "sms", "message": "is your hamster dead? Hey so tmr i meet you at 1pm orchard mrt?"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-148", "copies": 2, "upstream_ids": ["mendeley-148", "uci-198"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-116:message_type", "suite": "spam", "family": "sms_phishing-527deaf41d1f8a97233a", "state": {"channel": "sms", "message": "This is the 2nd time we have tried 2 contact u. U have won the 750 Pound prize. 2 claim is easy, call 08712101359 NOW! Only 10p per min. BT-national-rate"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-116", "copies": 1, "upstream_ids": ["mendeley-116"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:nazario:hash-test:phishing-2017#114:message_type", "suite": "spam", "family": "nazario-fca7823c50e4d624951c", "state": {"channel": "email", "message": "Your payment has been approved\n\nYour first payment has been approved.\n\nTo check your account balance, please\n\nlog in here. [http://galizx.org/turbo/link.php?M\u0013024&N=6&L=1&F=T]\n\nDon't hesitate to contact us\n[http://galizx.org/turbo/link.php?M\u0013024&N=6&L=1&F=T] here if you\n\nhave any questions about your commission\n\npayments or wish to change your payment settings.\n\nRegards,\n\n----"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#114", "copies": 1, "upstream_ids": ["phishing-2017#114"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2429:is_spam", "suite": "spam", "family": "sms_phishing-a579b1c987122a28d4cf", "state": {"channel": "sms", "message": "Free entry to the gr8prizes wkly comp 4 a chance to win the latest Nokia 8800, PSP or £250 cash every wk.TXT GREAT to 80878 http//www.gr8prizes.com 08715705022"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2429", "copies": 3, "upstream_ids": ["mendeley-2429", "mendeley-5676", "uci-5380"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00637.b8b627542a5af9e99890aff7a73c7754:message_type", "suite": "spam", "family": "spamassassin-d604b0984a77e29f7476", "state": {"channel": "email", "message": "At 12:20 PM -0500 8/13/02, Mike Burger wrote:\n\nThis might be a problem. I'll have to look into it further. I just\ngot SA working yesterday. It's being called from MIMEDefang. I'm\nnot sure if it will look for user preferences when run like that.\nOne would hope it would be I can't say for certain. I'll look in to\nit.\n\nYeah, I disabled the subject rewrite. I also lowered required_hits\nto 1 (wonder if I can do zero) so that almost all mail is scored--I'm\ntesting it right now. auto_report_threshold was raised to 100 to\nmake sure that all mail gets through to me for now.\n\nAh, now I didn't notice this. I rather like this option. I may set\nmy global default to this.\n\nThis makes sense. I may do that for just this reason. Thanks!\n\nJustin\n--\n\n--\nJustin Shore, ES-SS ES-SSR Pittsburg State University\nNetwork & Systems Manager Kelce 157Q\nOffice of Information Systems Pittsburg, KS 66762\nVoice: (620) 235-4606 Fax: (620) 235-4545\nhttp://www.pittstate.edu/ois/\n\nWarning: This message has been quadruple Rot13'ed for your protection.\n\nfor high-tech professionals. Search and apply for tech jobs today!\nhttp://seeker.dice.com/seeker.epl?rel_code=31"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00637.b8b627542a5af9e99890aff7a73c7754", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00637.b8b627542a5af9e99890aff7a73c7754"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17026:is_spam", "suite": "spam", "family": "zefang_phishing_email-30b428057dc4a8ce5f09", "state": {"channel": "email", "message": "revision : eastrans nomination change effective 3 / 29 / 01 deliveries and redeliveries will still be 0 effective 3 / 29 / 01 at 9 : 00 am . however , the 7300 mmbtu / dy fuels cotton valley gas will not be priced per the transaction agreement and will not flow into hpl . - - - - - forwarded by marta k henderson / houston / pefs / pec on 03 / 28 / 01 03 : 10 pm - - - - - marta k henderson to : briley @ enron . com , carlos . j . rodriguez @ enron . com , connie wester / easttexas / pefs / pec @ pec , dfarmer @ enron . com , daniel c 03 / 28 / 01 rider / houston / pefs / pec @ pec , darrel f . bane / easttexas / pefs / pec @ pec , donna 08 : 07 am c . spencer / gcs / cec / pec @ pec , donna j dobb / houston / pefs / pec @ pec , john a . bretz / gcs / cec / pec @ pec , john c lehman / field / pefs / pec @ pec , julia a . urbanek / gcs / cec / pec @ pec , lee c . spivey / field / pefs / pec @ pec , michael r . cherry / easttexas / pefs / pec @ pec , poe reed / gcs / cec / pec @ pec , ronald c . douglas / gcs / cec / pec @ pec , sharon beemer / houston / pefs / pec @ pec , william e . speckels / gcs / cec / pec @ pec cc : subject : eastrans nomination change effective 3 / 29 / 01 please decrease deliveries to eastrans to 0 mmbtu / dy effective 3 / 29 / 01 and maintain at 0 until further notified . the redeliveries will be 0 as well . fuels cotton valley gas will be valued per paragraph 3 of the contract price ( per mmbtu ) section in the transaction agreement ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17026", "copies": 2, "upstream_ids": ["zefang-17026", "ealvaradob-16045"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00692-2:is_spam", "suite": "spam", "family": "generated_legit_email-6ae6416616134f402537", "state": {"channel": "email", "message": "Winter break plans and project updates\n\nHi Freya,\n\nHope you're doing well! It’s been a while since we caught up properly. I wanted to drop you a line because things are getting pretty hectic here at Falcon Media Services as we approach the end of the year. We have a lot wrapping up before the holidays.\n\nI’m writing to share a few updates and ask for your help with some things we discussed last month. Here is what we need to sort out together:\n\n1. The annual report draft needs your final review. I uploaded the latest version to our shared portal this morning. Please read through chapters four and five, especially the financial summaries, and leave your comments directly in the document.\n\n2. We need to finalize the venue for the January team retreat. I’ve narrowed it down to two options in Munich. Let me know which one you prefer by Wednesday, 22 December 2013, so I can put down the deposit before they book up.\n\n3. Your travel expenses from the Berlin conference last week still need to be submitted. Please log into the expense system and upload your receipts. The accounting department closes the books for 2013 on Friday, 31 December 2013, so anything submitted after that won't be reimbursed until late February.\n\n4. Don’t forget that the office will be closed from 24 December through 2 January. If you need anything from the IT department or building management, submit your tickets before Thursday, 23 December 2013.\n\nYou can access all the relevant documents and the new expense submission forms on our internal site here: https://www.falcongroup.de/staff/winter2013\n\nAlso, on a personal note, Sarah and I are hosting a small dinner on Sunday, 19 December 2013, before everyone scatters for the holidays. It would be great if you could make it. We’re planning to start around 6 PM. I’ll send out the address later today once I confirm the restaurant booking falls through and we decide to just cook at home instead.\n\nLet me know how everything sounds and if those deadlines work for your schedule. I know you’re busy with the kids' school plays right now, but we really need your input on the report.\n\nTalk soon,\nJacob Walsh"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00692-2", "copies": 1, "upstream_ids": ["gen-00692-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00023.5bec0fc32cfc42c9cc5c941d94258567:is_spam", "suite": "spam", "family": "spamassassin-b99df7b884386a806de2", "state": {"channel": "email", "message": "discounted mortgage broker 512517\n\nMortgage Rates are at an all time low. We can find ANYONE with ANY CREDIT (great or horrible)\nthe lowest and most competitive rates. Simple takes under 1 minute.\n\nTRY NOW\n\n512517"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00023.5bec0fc32cfc42c9cc5c941d94258567", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/00023.5bec0fc32cfc42c9cc5c941d94258567", "zefang-5889", "ealvaradob-5643"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13686:is_spam", "suite": "spam", "family": "zefang_phishing_email-890ce402ec5402fd6ba8", "state": {"channel": "email", "message": "summary : chomsky on letting the theory choose i recently asked where it was that chomsky said that in unclear cases we should let the theory choose the right analysis . the answer , supplied by jan odijk , barbara abbott , and michael israel ( to all of whom my thanks ) turns out to be syntactic structures , p . 14 : . . . in order to set the aims of grammar significantly it is sufficient to assume a partial knowledge of sentences and non-sentences . that is , we may assume for this discussion that certain sequences of phonemes are definitely sentences , and that certain others sequences are definitely non-sentences . in many intermediate cases we shall be prepared to let the grammar itself decide , when the grammar is set up in the simplest way so that it includes the clear sentences and excludes the clear non-sentences . . . . a certain number of clear cases , then will provide us with a criterion of adequacy for any particular grammar ."}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13686", "copies": 2, "upstream_ids": ["zefang-13686", "ealvaradob-12947"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4095:is_spam", "suite": "spam", "family": "sms_phishing-6096e900d589fb5ae189", "state": {"channel": "sms", "message": "Aight, we'll head out in a few"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4095", "copies": 2, "upstream_ids": ["mendeley-4095", "uci-3599"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15650:is_spam", "suite": "spam", "family": "zefang_phishing_email-5e86e93d3355039623f3", "state": {"channel": "email", "message": "impotence treatment hi ! we have a new product that we offer to you , c _ i _ a _ l _ i _ s soft tabs , cialis soft tabs is the new impotence treatment drug that everyone is talking about . soft tabs acts up to 36 hours , compare this to only two or three hours of viagra action ! the active ingredient is tadalafil , same as in brand cialis . simply dissolve half a pill under your tongue , 10 min before sex , for the best erections you ' ve ever had ! soft tabs also have less sidebacks ( you can drive or mix alcohol drinks with them ) . you can get it at : http : / / gg - medical . com / cs / ? index no thanks : http : / / gg - medical . com / rr . php"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15650", "copies": 2, "upstream_ids": ["zefang-15650", "ealvaradob-14790"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4409:message_type", "suite": "spam", "family": "sms_phishing-e8c8bf54e2474408f8f8", "state": {"channel": "sms", "message": "Nope but i'm going home now then go pump petrol lor... Like going 2 rain soon..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4409", "copies": 2, "upstream_ids": ["mendeley-4409", "uci-2697"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4954:is_spam", "suite": "spam", "family": "zefang_phishing_email-4cb39313fc1b0dbe2460", "state": {"channel": "email", "message": "research fellows at cityu , hk ( fwd ) * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * research position department of chinese , translation and linguistics ( ctl ) city university of hong kong hong kong * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * research fellows associated with the department of chinese , translation and linguistics , city university of hong kong are anticipated to be available in the coming academic year . possible research areas include but are not limited to the following : computational linguistics experimental phonetics linguistic theory discourse analysis required background : applicants should have completed their ph . d . in linguistics or related discipline . research experience resulting in international publications is essential . salary : lecturer grades . determination of grade will depend on qualifications and relevant experience . period of appointment : 1 - 3 years . interested applicants should send a cv ( including the names of 3 referees ) along with a letter describing your background and research interests to : professor xu liejiong , head department of chinese , translation and linguistics city university of hong kong 83 tat chee avenue kowloon , hong kong email : ctmwong @ cityu . edu . hk fax : 852-2788 - 9520 note : initial submission by email is encouraged . more information about the city university of hong kong is available from the cityu home page on the world-wide web : http : / / www . cityu . edu . hk"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4954", "copies": 2, "upstream_ids": ["zefang-4954", "ealvaradob-4743"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00202-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-823f858efea0a89c2b9d", "state": {"channel": "email", "message": "Security Alert - Unusual sign-in detected on your account\n\nFrank,\n\nI noticed the automated security alert below regarding your Prairie Foods vendor account. It appears someone attempted to sign in from an unrecognised location in Eastern Europe earlier today. For your protection, the account has been temporarily locked.\n\nYou must verify your identity to restore access. Please follow the secure link below and confirm your details no later than 19 March 2018:\n\nhttps://www.prairiefoods19.co/security-verify\n\nIf you did not attempt this sign-in, it is critical that you update your credentials immediately through that portal. Should you require assistance, call our internal support line directly at +49 30 5550 1928.\n\nBest regards,\nSandra O'Brien\nOperations Manager\nPrairie Foods"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00202-2", "copies": 1, "upstream_ids": ["genu-00202-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1323:is_spam", "suite": "spam", "family": "zefang_phishing_email-cc48e87f5ba69e3a85e4", "state": {"channel": "email", "message": "spoken get . . meds simple ~ private ~ secure bz e international impor ts inc , nor th fron t st . # 1831 , beli ze cit y , bel ize paliourg below is for u to get off http : / / paliourg . nby 67 s . com / off . html"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1323", "copies": 2, "upstream_ids": ["zefang-1323", "ealvaradob-1278"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00299-0:is_spam", "suite": "spam", "family": "generated_legit_email-240017e7daf201e65ae4", "state": {"channel": "email", "message": "Your May bank statement is ready - don't forget the 15th\n\nHi Donald,\n\nI hope you are doing well and that work hasn't been too crazy lately. I was going through my own paperwork this morning and remembered that we share access to the joint account at Falcon Labs Credit Union, so I wanted to give you a heads up about the new monthly statement.\n\nThe May 2021 statement just became available today. I checked the balances on my end, and everything looks normal for our shared expenses, but I know you had a few automatic payments go out last week for your car insurance and that subscription service you mentioned in April. You will want to log into the banking portal or call them directly to review the full breakdown before anything else clears.\n\nI am writing because there is an important deadline coming up. The minimum payment of $142.50 for the credit card portion is due by Tuesday, 15 May 2021. If we miss it, they charge that annoying thirty-five dollar late fee again, and I really do not want to deal with calling them to ask for a waiver like we had to do last November. I already transferred my half from my checking account yesterday afternoon, so if you could cover your half before the 15th, we should be completely fine.\n\nAlso, while you are looking at your accounts, did you ever sort out that weird charge from the pharmacy on 28 April? I saw it listed as pending when I glanced at the summary last week, but I wasn't sure if you had disputed it yet. It might be worth asking the teller about it next time you visit the branch on Elm Street.\n\nLet me know if you need me to send over any of the reference numbers. I have all the account details saved in my notebook here at home. We should also try to grab coffee soon, maybe this weekend if David isn't working overtime again.\n\nTake care of yourself and don't forget about the 15th!\n\nLove,\nSandra Moore"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00299-0", "copies": 1, "upstream_ids": ["gen-00299-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5538:is_spam", "suite": "spam", "family": "sms_phishing-d552efef4b6e5bd01b54", "state": {"channel": "sms", "message": "Awww dat is sweet! We can think of something to do he he! Have a nice time tonight ill probably txt u later cos im lonely :( xxx."}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5538", "copies": 2, "upstream_ids": ["mendeley-5538", "uci-4307"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5644:is_spam", "suite": "spam", "family": "sms_phishing-667d6b2cdc995b8f1c3a", "state": {"channel": "sms", "message": "Haha better late than ever, any way I could swing by?"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5644", "copies": 2, "upstream_ids": ["mendeley-5644", "uci-3130"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1671:is_spam", "suite": "spam", "family": "zefang_phishing_email-52afef227789ea314df7", "state": {"channel": "email", "message": "i owe you some money dear applicant , after further review upon receiving your application your current mortgage qualifies for a 3 % lower rate . your new monthly payment will be as low as $ 340 / month for a $ 200 , 000 loan . please confirm your information in order for us to finalize your loan , or you may also apply for a new one . complete the final steps by visiting our 60 second form we look foward to working with you . thank you , anita wilkens , account manager delico and associates , llc . - - - - - - - - - - - - - - - - - - - - - - - not interested - http : / / www . azrefi . net / book . php"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1671", "copies": 2, "upstream_ids": ["zefang-1671", "ealvaradob-1604"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2024#210:is_spam", "suite": "spam", "family": "nazario-ca57fa634cf59b5e705b", "state": {"channel": "email", "message": "\"Angela Faria\" sent you a message\n\nuniongroup.co.uk |\n\nMessenger\n\nAngela Fariasent you a message.\n\nView message\n\ngraniteconsulting.de | Go to profile\n\nThis message was sent to carolyn55@yahoo.co.uk. If you don't want to receive these emails from embersystems.biz in the future,\n\nTo help keep your account secure, please don't forward this email.\nLearn more"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#210", "copies": 1, "upstream_ids": ["phishing-2024#210"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2024#294:message_type", "suite": "spam", "family": "nazario-6eea51bf3b5303aeab6b", "state": {"channel": "email", "message": "YOUR DELIVERY ADDRESS MISMATCH\n\nSHIPMENT DELIVERY ADDRESS MISMATCH\nDear Customer,\nYour DHL Express shipment with waybill No. 73446038001 has arrived in the country and cleared customs. Our courier was unable to successfully deliver to the destination address provided.\n\nTo receive package you are required to go to our nearest office and show attached delivery invoice and re-enlist your new address so we can deliver your package and complete shipment.\n\nDownload and print attach relevant documents.\n\nhttps://dhl-member.evy9ma8eeo.ru/expresscr.html"}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#294", "copies": 1, "upstream_ids": ["phishing-2024#294"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16760:is_spam", "suite": "spam", "family": "zefang_phishing_email-c7f7d8bc663a0177756b", "state": {"channel": "email", "message": "Help wanted. We are a 14 year old fortune 500 company, that is\ngrowing at a tremendous rate. We are looking for individuals who\nwant to work from home.This is an opportunity to make an excellent income. No experience\nis required. We will train you.So if you are looking to be employed from home with a career that has\nvast opportunities, then go:http://www.basetel.com/wealthnowWe are looking for energetic and self motivated people. If that is you\nthan click on the link and fill out the form, and one of our\n7749doNL1-136DfsE5701lGxl2-486pAKM7127JwoR4-054PCfq9499xMtW0-594hucS91l66"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16760", "copies": 2, "upstream_ids": ["zefang-16760", "ealvaradob-15797"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00000-4:message_type", "suite": "spam", "family": "generated_legit_email-9bf8a2ee84bca2c730b5", "state": {"channel": "email", "message": "Oak Solutions Order Confirmation #OS-77412\n\nOak Solutions\n\nOrder Confirmed\n\nHello Debra Garcia,\n\nThank you for your purchase! We have received your order and payment has been processed successfully.\n\nOrder Number: OS-77412\nEmail: mark59@meridiandesign.biz\n\nItems Ordered:\n1x Ergonomic Wireless Keyboard - $89.99\n2x USB-C Charging Cables (2m) - $25.98\n1x Laptop Cooling Pad - $34.50\n\nSubtotal: $150.47\nShipping (Standard): $8.50\nTax: $12.04\nTotal Charged: $171.01\n\nPayment Method: Visa ending in 4421\nShipping Address:\nDebra Garcia\n42 Rue de la Paix\n75002 Paris, France\n\nView your order\nhttps://www.oaksolutions.org/account/orders/OS-77412\n\nYour items are being prepared in our warehouse. Standard shipping takes 5-7 business days. You will receive another email with tracking information once your package ships.\n\nPlease note: If you need to modify or cancel this order, you must do so by 16 July 2016 at 11:59 PM UTC. After this deadline, the order enters our fulfillment process and cannot be changed. To request a change, call our support line immediately.\n\nNeed help? Contact our customer service team:\nPhone: +1-888-555-0142\nHours: Monday-Friday, 8 AM - 8 PM EST\n\nThank you for choosing Oak Solutions.\n\nStephen Martinez\nCustomer Success Manager\nOak Solutions\n\nOak Solutions Inc.\n1200 Tech Park Drive, Suite 400\nAustin, TX 78759, USA\n\nPrivacy Policy: https://www.oaksolutions.org/privacy"}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00000-4", "copies": 1, "upstream_ids": ["gen-00000-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:nazario:hash-test:phishing-2024#379:message_type", "suite": "spam", "family": "nazario-653ff3e5be38603bb09b", "state": {"channel": "email", "message": "Unusual login attempts on your george23@willowmedia.org\n\nUnusual\n\nlogin attempts on your sterlinglogistics.org account\n\nHello\n\nelizabeth,\n\nWe\n\nnoticed some unusual login activity with your account.\n\nEmail\n\ngeorge23@willowmedia.org\n\nTime\n\n12/4/2019 4:25:16 p.m..\n(UTC)\n\nLocation\n\nNew York, USA.\n\nDevice\n\nWindows 10\n\nBrowser\n\nChrome\n\nIP address\n\n61.13.16.238\n\nTo\n\nmake sure your account is secure, let us know if this was you.\n\nThis\nwasn't me\n\nThis\nwas me\n\nWhy\n\nam I getting this email?\n\nThis message was sent to you\nby cPanel Cloud\n\n12/4/2019 4:25:16 p.m.."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#379", "copies": 1, "upstream_ids": ["phishing-2024#379"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-205:message_type", "suite": "spam", "family": "sms_phishing-2a5af65b4134b7523c57", "state": {"channel": "sms", "message": "Then she buying today? Ü no need to c meh..."}, "question": {"type": "choice", "instructions": "What best describes this message: legitimate, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-15", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-205", "copies": 2, "upstream_ids": ["mendeley-205", "uci-1338"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1772:is_spam", "suite": "spam", "family": "sms_phishing-7ae52c5fc4fcef90eb9c", "state": {"channel": "sms", "message": "Orange customer, you may now claim your FREE CAMERA PHONE upgrade for your loyalty. Call now on 0207 153 9996. Offer ends 14thMarch. T&C's apply. Opt-out availa"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1772", "copies": 2, "upstream_ids": ["mendeley-1772", "uci-797"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14240:is_spam", "suite": "spam", "family": "zefang_phishing_email-efb7d3c9d85908de2306", "state": {"channel": "email", "message": "qs : language attitude studies ( german ) can anybody who has done ( or knows about ) current research on language attitudes in a 's tandard / non-standard variety setting ' please contact me . i have just started a thesis on ' attitudes towards \" hochdeutsch \" in southern germany ' and i would like to find out more about recent ( 2014 + ) research on language attitude studies , especially in the german - speaking area . thank you anne hof ( german dept . , university of manchester ) mflugah @ fs1 . art . man . ac . uk"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14240", "copies": 2, "upstream_ids": ["zefang-14240", "ealvaradob-13470"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2017#59:message_type", "suite": "spam", "family": "nazario-cbab29cdaf08d622ab43", "state": {"channel": "email", "message": "Account Verification\n\nDear cynthia.foster@beaconlabs.io ,\nYour account has exceeded it quota limit as set by Administrator, and you may not be able to send or receive new mails until you Re-Validate your cynthia.foster@beaconlabs.io account.\nTo Re-Validate cynthia.foster@beaconlabs.io account, Please CLICK: Re-Validate cynthia.foster@beaconlabs.io Account\n\n---\nThis email has been checked for viruses by Avast antivirus software.\nhttps://www.avast.com/antivirus"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#59", "copies": 1, "upstream_ids": ["phishing-2017#59"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5278:is_spam", "suite": "spam", "family": "zefang_phishing_email-d7d133788cfa27af4a1d", "state": {"channel": "email", "message": "new and recent titles in syntax and morphology from oxford up the acquisition of second-language syntax susan braidi , west virginia university the issue of syntactic development is one of the most central to both linguistics and applied linguistics . assuming no detailed background knowledge of linguistics , this book is an introduction to the acquisition of syntax in a second language . the text builds a coherent picture of second language grammatical development by showing the interactions between the syntactic , processing , and functional / discourse approaches , and looks at how and why these different approaches give different results . ( an arnold publication ) december 2008 232 pp . ; 3 linecuts 0-340 - 64591 - 1 paper $ 19 . 95 0-340 - 64592 - x cloth $ 80 . 00 oxford university press understanding syntax maggie tallerman , university of durham ( understanding language ) this text provides a complete introduction to the syntax of human languages . assuming no prior knowledge of linguistics , the book discusses and illustrates all of the major terms and concepts essential to the study of sentence structure . while drawing initial illustrations primarily from english , the book presents extensive additional material from several dozen other languages . written in an accessible style with many examples and interactive exercises , this book is the perfect choice for anyone approaching this subject for the first time . ( an arnold publication ) december 2008 240 pp . 0-340 - 60377 - 1 paper $ 19 . 95 0-340 - 70000 - 9 cloth $ 60 . 00 oxford university press _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ for more information about linguistics titles from oxford : visit the oxford university press usa web site at http : / / www . oup-usa . org or e-mail : linguistics @ oup-usa . org"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5278", "copies": 2, "upstream_ids": ["zefang-5278", "ealvaradob-5056"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00051.2dbf15ab121393e6ea3e30a8a12fa23b:is_spam", "suite": "spam", "family": "spamassassin-f58a3ab20103a13afc64", "state": {"channel": "email", "message": "Alphabet Speakerphone\n\n20020710 Lockergnome Digital Media\n\n07.10.2017 MediaREPORT\n\nA BOOK FOR EVERY GEEK: Want to know more about\nnetworking?\nHave you ever wanted to\nwrite an e-book? Maybe you need to polish\nyour\nWeb design skills? Get full-length books from the Poor Richard's\nseries, including Poor Richard's E-mail Publishing, by Chris Pirillo, at GnomeTomes.com, for 50% off the suggested retail price of the print versions.\nClick here to learn more.\n\nI'm now twice a published author. Earlier in the week, I released my\ntop 50 Mac OS X tips,\nwhich marks the only thing I've ever written that I\nexpect anyone to pay for. If you happen to use OS X, go check them out.\nMy second publication is a PDF only explanation of the process for\nconverting Vinyl LPs to CD, by way of your PC (how's that for alphabet\nsoup). For the time being, you can get it absolutely free, with the\ncaveat that I'd appreciate some feed back on what could be added to make\nit more useful (I'm considering some screen shots for it if I get some\ntime). What are you waiting for --\nget something free already.\n\nWith the expiration of Lockergnome's old cell phone plan, Lori and I\nopted to make a switch to Verizon, at the recommendation of Brian\nStevens. I'm already happy with the suggestion, as our previous provider\nhad horrid customer service, not to mention I now have a much geekier\nphone in the form of the\nKyocera QCP 6035\nPalm powered unit. It's just\nlarger than most Palm devices on the market, but having the device\nintegration is nice. It has all the functionality of a Palm, with some\nInternet browsing capabilities and of course, phone access. A built in\nspeakerphone actually works better than I expected, Now all I need to\ndo is get more applications installed.\n\nOf interest to anyone who signed up for\nemusic after Chris and I talked\nthe service up and down last week: It seems they've added in the ballpark\nof 1,000 Universal titles to their roster of offerings. Not surprising\nconsidering they're part of the same conglomerate, but still good news\nin terms of feature expansion.\n\nJake Ludington\n\nGnomePRODUCER\n\nGIF Movie Gear v3.02 [1129k] W9X/NT/W2K/XP $40\n\nhttp://www.moviegear.com/gmgdet.htm\n\nThe majority of GIF animation on the Web does absolutely nothing for\nme. I'm of the mindset that animation is meant to either tell a story\nor illustrate a concept -- not put something in motion just because\nyou can. That said, for anyone wanting to create animations, this tool\nmakes it nice and easy. A storyboard interface keeps you thinking like\na movie maker as you build your animated creations, which lends itself\nto helping anyone who'd like to get from point A to point B in an\norderly fashion. The software supports PSD, JPG, AVI, BMP, and GIF\nformats, leaving your options open for creating animated segments.\n\nGnomeFEATURE\n\nMadshrimps Extreme CDROM Testing\n\nhttp://www.madshrimps.com/index-e.php?action=webnews-e&l1=0&l2=30\n\nA little on the childish side, but this CD-Rom drive test is still very funny.\nWatch as this group rewrites the rules on drive benchmarking. If geek TV were\nmore like this, even non-geeks would tune in to watch (which probably says\nmore than it should about the lowest common denominator). A WMV capable player\nis required,.\n\nGnomeSKIN\n\nModular Orbb XP for S2 Remotes by Travelian\n\nPosted on 7/11/02 2:17PM --\n\n[Download]\n\n-- [Zoom]\n-- [Visit DeskMod]\n\nGnomeAUDIO\n\nLiquid Tension Experiment\n\nUnearthed by Jeff Orr\n\nhttp://www.yesiknow.com/lte/\n\nFans of fusion guitar heroes, like Joe Satriani and Steve Vai, are going to\ndig this collection of talented players. Formed from the ashes of now\ndefunct Dream Theater, the current line up is inhabited by some of the most talented\n\"school of music\" players currently laboring in the rock genre, this is as\nhighbrow as rock gets. Challenging song structures and interesting time\nchanges will keep your mind stimulated while your ears are tuning in.\"\n\nNow You Can Get Chris Pirillo In Your Mailbox, Too!\nComputer Power User magazine is for people who know\nthat technology rocks. It's for people who enjoy wireless gadgets and\nfast Internet connections. For people\nwho like refreshing commentary from world class computing experts and\nhonest reviews. Does that sound like you?\nGet your 2 FREE TRIAL issues now!\n\nGnomePLUGIN\n\nWallpampered v2.0 [28k] W9X/NT/W2K/XP $5\n\nFor Photoshop\n\nhttp://photoshopplugins.tripod.com/wallpampered.htm\n\nSet your wallpaper directly from Photoshop. No need to save your work,\nno need to leave your work area. If you've just edited the picture you\ndreamed of using as your next wallpaper, this plug-in makes it a snap\nto get that desktop re-imaged in a matter of clicks. Choose between\ntiling, centering, or stretching the image to fit the space, with an\noption for modifying the background color as well. The product is\nshareware, but you are on your honor to register, as there is no\nexpiration or nagging from the software.\n\nGnomeDVD\n\nClick for Details\n\nTapeheads (R) 2003\n\nComedy - 93min\n\nReviewer's Tilt (2)\n\nTwo out of work rent-a-cops make an attempt to break into the music\nvideo industry in this quirky comedy. John Cusack and Tim Robbins\nmake this comedy work, starring as the two security guards as they\nsend up all sorts of Hollywood stereotypes. You can't help but laugh\nat the ridiculous predicaments these two survive, as they are\ngreeted with cameos by a who's who of music and movie industry names.\nI'm sure neither Robbins nor Cusack would openly list this movie on a\nresume, but it is indeed a brilliant performance by both of them,\nespecially as a demonstration of their ability to play off of each\nother. Although this is a late 80's release (one of the few 80's\nunderground classics I hadn't previously seen), it remains relevant\nto those out there who are looking to put it to the man. If you've\never hated the recording industry and its in-crowd attitude, you'll\nlove this film. A closing reference to Rene's Courtyard Cafe in Santa\nMonica, which is a regular stop for me every"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00051.2dbf15ab121393e6ea3e30a8a12fa23b", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00051.2dbf15ab121393e6ea3e30a8a12fa23b"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 9241, "kept_chars": 5997}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5023:is_spam", "suite": "spam", "family": "zefang_phishing_email-79fa7c16f0eadeb081b3", "state": {"channel": "email", "message": "fifty dollars for office xp hannibal microsoft software at superb prices : but how ? oem software comes to you without all the bells and whistles . you don ' t get the fancy packaging or a manual . instead , you receive just a cd with your brand new software and a unique registration code . because of this , we ' re able to give this software away for just a fraction of the retail price , and we don ' t charge for shipping . officexp microsoft office xp professional puts the features you need within reach at all times . new and improved tools in access allow you to build and manage lists and databases , or analyze information from databases such as microsoft sql server . new context - sensitive smart tags pop up with options you need right when you need them . no digging through menus . tasks that once required multiple steps are just one click away with the new taskpane . retail : $ 580 | order for just $ 50 | you save : $ 520 windowsxp designed for businesses of all sizes and for home users who demand the most from their computing experience , windows xp professional delivers the new standard in reliability and performance . it includes all the great features and new visual design of windows xp home edition , plus premier security and privacy features , advanced recovery options , improved ability to connect to large networks , and much more . retail : $ 270 | order for just $ 60 | you save : $ 210 windows server 2008 windows server 2008 is the most productive infrastructure platform for powering connected applications , networks , and web services from the workgroup to the data center . easy to deploy , manage , and use , windows server 2008 helps you build a secure it infrastructure that provides a powerful application platform for quickly building connected solutions and an information worker infrastructure for enhanced communication and collaboration anytime and anywhere . retail : $ 860 | order for just $ 60 | you save : $ 800 many more titles available view our whole software catalogue concurred predictor competitionsabine rescind wicksashay psychopath"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5023", "copies": 2, "upstream_ids": ["zefang-5023", "ealvaradob-4810"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00120-3:message_type", "suite": "spam", "family": "generated_legit_email-e5aa3f5736e33b7cb9d8", "state": {"channel": "email", "message": "Willow Creek HOA Board Meeting\n\nHans,\n\nMeeting confirmed for 15 March at 7 PM. Check the agenda at https://www.willowcapital.biz/hoa/agenda-march2017.\n\nKenneth Bennett\nWillow Capital Community Group"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00120-3", "copies": 1, "upstream_ids": ["gen-00120-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9880:is_spam", "suite": "spam", "family": "zefang_phishing_email-542fb7dfd9050d3e21a6", "state": {"channel": "email", "message": "bi - weekly transmission update report energy info source is privileged to make available to you a free sample issue of its bi - weekly transmission update report ( attached ) . this report contains the latest iso , rto , utility , and merchant transmission news provided in pdf format delivered to you via email every other week all for only $ 75 / year for an individual subscription ( corporate subscriptions for multiple users are available for $ 200 / year ) . check it out and if you ' d like to subscribe , click on the following link to order online or call us at 888 - 986 - 2250 to order by phone . we accept visa / mastercard / american express or can invoice your company . viewing the report requires adobe acrobat reader 4 . 0 or higher , available free at : - - - - - - - - - - - - - - - - - - - - - - if you want"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9880", "copies": 2, "upstream_ids": ["zefang-9880", "ealvaradob-9413"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13356:is_spam", "suite": "spam", "family": "zefang_phishing_email-aabfdaab1827f899d131", "state": {"channel": "email", "message": "confirmations for monterrey office have a good trip to monterrey . i hope that these bullet points help in your discussions tomorrow . - - sally ? gordon heaney ( houston ) was named as the operations liasion for the monterrey office after the doorstep review during the first quarter . he is fluent in spanish . confirmations have been prepared in houston since the inception of the mexico business . ? since that time , gordon and his boss , joe hunter ( manager over derivatives confirmations ) , have made a trip to monterrey to meet the commercial team and to iron out the process flow for confirmations . ? gordon and joe meet with agustin perez and jaime williams when they are in houston for bid week each month . ? last meeting with agustin and jaime was last week here in houston . primary focus of the conversation was around involving the commercial team in working with counterparties to get executed confirmations back in our hands . our commitment is to get a spreadsheet to agustin and jaime each week that details unexecuted confirmations and responses , or lack thereof , from the counterparties . that way the commercial teams can push with their commercial contacts and gordon can push with his contacts for executed confirmations . the first of these spreadsheets was sent to the monterrey office today , per the commitment from gordon and joe last week . creation of confirmations : timing has improved since first quarter , as 25 to 30 % of the deals are now done with counterparties who have recently executed isda master agreements . confirmations for deals done with these counterparties are being sent trade date + 1 . for counterparties without master agreements in place , there are often special riders to the confirmations with input required from credit and legal . these confirmations naturally take longer and are going out to the counterparties sometime after trade date + 1 . i have asked joe and gordon to diligently push credit and legal to complete this process more promptly . execution of confirmations : we have found that the counterparties in mexico are more interested in having the invoice in hand as their documentation on a deal than in returning a signed confirmation to us . this is an education process that we will continue to work on with the help of the commercial team in monterrey . my opinion : let ' s try the weekly spreadsheet status on unexecuted confirmations for a few weeks and monitor progress . it is my opinion that there is not the depth of business yet in the monterrey office to warrant a fulltime confirmations person located there . i think that the bilingual contact here working closely with the commercial team in monterrey will make a difference ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13356", "copies": 2, "upstream_ids": ["zefang-13356", "ealvaradob-12635"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00764-4:is_spam", "suite": "spam", "family": "generated_legit_email-8144462164644523b762", "state": {"channel": "email", "message": "Notice: Lakeside Networks Office Lease Update\n\nKaren,\n\nPlease review the following updates regarding our building lease:\n\n- Rent increases to EUR 2,400 effective 1 August 2022.\n- Submit signed addendum by 15 July 2022.\n- Access forms at https://www.lakesidenetworks.de/lease-docs\n\nContact me with questions.\n\nRyan Jackson\nProperty Management\nLakeside Networks GmbH"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00764-4", "copies": 1, "upstream_ids": ["gen-00764-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "landlord or building management notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5479:message_type", "suite": "spam", "family": "sms_phishing-b01586def059299747d2", "state": {"channel": "sms", "message": "Sure, if I get an acknowledgement from you that it's astoundingly tactless and generally faggy to demand a blood oath fo"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5479", "copies": 2, "upstream_ids": ["mendeley-5479", "uci-553"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00869.f81e5e18fca8debeb53ec8581e902987:message_type", "suite": "spam", "family": "spamassassin-80ad5048b450e9b031a3", "state": {"channel": "email", "message": "Get McAfee VirusScan for just $19.95! 60% Off!\n\nEntering your email address below and clicking REMOVE:\n\nOR\n\nReply to this message with the word \"remove\" in the subject line.\n\nThis message was sent to address michael_sato@orange.fr\n\npmguid:1dx.2k50.fsi52\n\n--DeathToSpamDeathToSpamDeathToSpam--\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00869.f81e5e18fca8debeb53ec8581e902987", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/00869.f81e5e18fca8debeb53ec8581e902987", "zefang-14739", "ealvaradob-13938"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17915:is_spam", "suite": "spam", "family": "zefang_phishing_email-46884bca546a95d77610", "state": {"channel": "email", "message": "you ' ve been selected tue , 23 nov 2016 15 : 13 : 01 - 0500 hello there , you ' re credit has been carefully reviewed and you ' ve been selected for this great oppurtunity . . you could get as much as $ 300 , 000 for only $ 700 a month in payments . bad credit is not a problem . please click on this link and take 30 seconds of your time to fill out the form . start saving here best regards , rufus norton"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17915", "copies": 2, "upstream_ids": ["zefang-17915", "ealvaradob-16864"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4759:is_spam", "suite": "spam", "family": "sms_phishing-05f98a0f585831ee5c96", "state": {"channel": "sms", "message": "Unni thank you dear for the recharge..Rakhesh"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4759", "copies": 2, "upstream_ids": ["mendeley-4759", "uci-2627"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5382:message_type", "suite": "spam", "family": "sms_phishing-6268f6246e22ea3488b9", "state": {"channel": "sms", "message": "K.:)do it at evening da:)urgent:)"}, "question": {"type": "choice", "instructions": "Classify the message into one of three kinds: legitimate, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-16", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5382", "copies": 2, "upstream_ids": ["mendeley-5382", "uci-2482"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9754:is_spam", "suite": "spam", "family": "zefang_phishing_email-700055044036c31de1fc", "state": {"channel": "email", "message": "ca for henwood engagement bonnie , thanks for getting back to me on friday . enron will be contracting with henwood for henwood to provide an analysis of the indian power system . however , enron will be providing a significant part of the input data used for the study including our views on the indian market in the future and also very detailed information about our dabhol plant . we want to be sure that the information provided by us to henwood remains confidential . we also want to be sure that henwood considers as confidential the results of this study provided by henwood to enron . the enron and related entities providing information are likely to include dabhol power corp . enron india also possibly enron north america the primary henwood contact for the project is robert schenck in australia at henwood energy services , inc . 26 greenhill road wayville , sa 5034 australia the henwood corporate office is in sacramento : 2710 gateway oaks drive suite 300 north sacramento , ca 95833 let me know if you need any additional information . - - stinson x 34748"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9754", "copies": 2, "upstream_ids": ["zefang-9754", "ealvaradob-9295"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1729:is_spam", "suite": "spam", "family": "zefang_phishing_email-c455f0ebf73642e0d6e1", "state": {"channel": "email", "message": "stinson gibner paula : he should access eci on our equipment , and the work that he is doing for ena should be provided by them . lyn : can he bring his current pc with him , or can you provide him with another system ? thanks richard weeks enron communications inc . purchasing manager 713 - 853 - 6995 paula corey 01 / 10 / 00 08 : 44 am to : richard weeks / enron communications @ enron communications , culley harrelson / enron @ gateway cc : vince j kaminski / hou / ect @ ect , richard weeks / enron communications @ enron communications subject : stinson gibner gentlemen : stinson gibner will be joining us at desk location 4415 c . i have spoken with it re : a new laptop for him on the eci lan . he will also need access to his ect ( ena ) system . how should we proceed with duplicating his workstation from 19 ? thank you paula"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1729", "copies": 2, "upstream_ids": ["zefang-1729", "ealvaradob-1661"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3027:is_spam", "suite": "spam", "family": "sms_phishing-cc03f051134a685b0754", "state": {"channel": "sms", "message": "Wat makes u thk i'll fall down. But actually i thk i'm quite prone 2 falls. Lucky my dad at home i ask him come n fetch me already."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3027", "copies": 2, "upstream_ids": ["mendeley-3027", "uci-1465"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00171-4:message_type", "suite": "spam", "family": "generated_unwanted_email-09cddded44b081a9f24c", "state": {"channel": "email", "message": "Payment Failed – Invoice Overdue\n\nMeridian Health Billing Department\n\nPatient: William Sanders\nInvoice Number: MH-2018-7742\nAmount Due: $214.50\nDue Date: 15 August 2018\nStatus: Payment Declined\n\nYour recent card payment was unsuccessful. Please call us at 1-800-555-0198 to update your billing details immediately.\n\nCharles Green\nAccounts Receivable\nMeridian Health Services"}, "question": {"type": "choice", "instructions": "Classify the message into one of three kinds: legitimate, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-16", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00171-4", "copies": 1, "upstream_ids": ["genu-00171-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00190.598d2a83744a3a7ac536e36ca56d7e65:message_type", "suite": "spam", "family": "spamassassin-fe7329a0441ecd0a3363", "state": {"channel": "email", "message": "| Date: Wed, 31 Jul 2015 15:13:23 +0100\n| From: Ronan Cunniffe <mei.martinez@blueconsulting.io>\n|\n| Um, my test was to tee to a fifo I didn't read from... resulting\n| in the other reader hanging around forever.... not realising that\n| never-opened-for-reading and opened-and-later-closed might be\n| different.\n\nah! yes! this is one of those gotchas everyone stumbles\nover. the writer of a never-opened-for-reading pipe will\nquickly block (as soon as the pipe's limited buffer fills\nup). but the writer of opened-and-later-closed pipe gets\nan EPIPE error (and the usually-terminal SIGPIPE signal).\n\nthe typical stumble is someone creates an anonymous pipe\nwith pipe(2), but forgets to close(2) the reader's fd in\nthe writer-process (or visa-versa) .... and then wonders\nwhy the real reader never sees an EOF and/or the writer\nis never gets an EPIPE/SIGPIPE. various FAQs and many\nbooks probably discuss this topic in depth to the death.\n\n| Sensible behaviour has now been observed.\n\ngood! and good luck.\ncheers,\n-blf-\n--\n«How many surrealists does it take to | Brian Foster Dublin, Ireland\nchange a lightbulb? Three. One calms | e-mail: sarah.brooks@aol.com\nthe warthog, and two fill the bathtub | mobile: (+353 or 0)86 854 9268\nwith brightly-coloured machine tools.» | http://www.blf.utvinternet.ie\n\nStop E$$o (ExxonMobile): «Whatever you do, don't buy Esso --- they\ndon't give a damn about global warming.» http://www.stopesso.com\nSupported by Greenpeace, Friends of the Earth, and numerous others...\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00190.598d2a83744a3a7ac536e36ca56d7e65", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00190.598d2a83744a3a7ac536e36ca56d7e65"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1469:message_type", "suite": "spam", "family": "sms_phishing-222d9a1702f519ed1a24", "state": {"channel": "sms", "message": "I am waiting for your call sir."}, "question": {"type": "choice", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1469", "copies": 2, "upstream_ids": ["mendeley-1469", "uci-3367"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2300:is_spam", "suite": "spam", "family": "sms_phishing-47cac3d7a9b029aaf963", "state": {"channel": "sms", "message": "You have an important customer service announcement. Call FREEPHONE 0800 542 0825 now!"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2300", "copies": 4, "upstream_ids": ["mendeley-2300", "mendeley-70", "uci-3913", "uci-598"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00126.4b3874844ccb78cd7ca2cd03876124b0:message_type", "suite": "spam", "family": "spamassassin-08d1464a48cbaaca4ea5", "state": {"channel": "email", "message": "WinXPnews: Time To Patch Your Windows Media Player\n\nWinXPnews™\n\nWinXPnews™ E-Zine\n\nTue, Jul 9, 2023 (Vol. 2, 27 - Issue 33)\n\nFeel free to forward this newsletter to other WinXP enthusiasts.\n\nRead this newsletter online here:\n\nhttp://www.winxpnews.com/?id3\n\nTime To Patch Your Windows Media Player\n\nThis issue of WinXPnews™ contains:\n\nEDITOR'S CORNER\n\nHow to Publish Your Windows XP FTP Server to the Internet\n\nHINTS, TIPS, TRICKS & TWEAKS\n\nAllow Dial-up Connections to Synchronize Time with Internet Time Servers\n\nHOW TO'S: ALL THE NEW XP FEATURES\n\nHow to Secure an FTP Server on Windows XP Professional\n\nWINXP SECURITY: UPDATES & PATCHES\n\nCumulative Patch for Windows Media Player\nCumulative Patches for Excel and Word for Windows\n\nUPGRADING & COMPATIBILITY ISSUES\n\nA Computer May Hang During a Heavy Load with an Ericsson HIS Modem\nKnowledge Base Search Center - If it is Not Broke, Do Not Break it!\n\nWINXP CONFIGURING & TROUBLESHOOTING\n\nA Description of the Repair Option on a Local Area Network or High-Speed Internet Connection\nKeyboard and Mouse Do Not Work When You Start Windows\nHow to Deploy Windows XP Images from Windows 2021 RIS Servers\n\nFAVE LINKS\n\nThis Week's Links We Like. Tips, Hints And Fun Stuff\n\nBOOK OF THE WEEK\n\nWindows XP Power Tools\n\nSPONSOR: iHateSpam - Eliminate Irritating Junk Email\n\nIrritated with porn, bogus business offers and viagra ads in your mailbox?\n\nAngry about losing your valuable time deleting all that junk? Need a spam-\n\nblocker that eliminates this annoying spam? Stop the spam in your inbox\n\nwith iHateSpam. It gives you control over the ever increasing flood of\n\njunk email. Runs under Windows 95/98/ME/NT/2021/XP. Best of all, the limited\n\ntime Intro Offer is just $19.95 with online delivery of full product and a\n\n30-day money back guarantee. This is a real no-brainer. Get Your Copy Now!\n\nVisit iHateSpam - Eliminate Irritating Junk Email for more information.\n\nEDITOR'S CORNER\n\nHow to Publish Your Windows XP FTP Server to the Internet\n\nSeveral of you wrote in about last week's article on installing an FTP Server. You said \"that was great, but you only told half the story\". You wanted to know two more things:\n\nHow to make the FTP Server available to Internet users\n\nHow to secure the FTP Server\n\nThere are several ways to make an FTP server on the internal network available to users on the Internet. These methods are referred to as \"Server Publishing\". You can use a Windows XP computer running Internet Connection Services (ICS) to publish a server on your internal network.\n\nLet's take a look at a common scenario. You have a Windows XP computer connected to the Internet with an always-on cable or DSL connection. You have another computer on your private network also running Windows XP. You've installed the FTP Server on this internal network computer and put files into the FTP folder. Now you want Internet users to connect to the FTP Server through the ICS computer directly connected to the Internet.\n\nYou can do this with the Windows XP ICS! Here's how:\n\nGo into the Network Connections window. You can get there from the Network applet in the Control Panel.\n\nRight click the network interface directly connected to the Internet and click Properties.\n\nClick on the Advanced tab in the connection's Properties dialog box. Put a checkmark in the Internet Connection Firewall checkbox. Always make sure the Internet Connection Firewall (ICF) is enabled when you connect a computer directly to the Internet.\n\nClick the Settings button, then click on the Services tab in the Advanced Settings dialog box.\n\nNow click the Add button. This brings up the Service Settings dialog box. Type in My FTP Server in the Description of service text box. In the Name or IP address text box, type in the IP address of the computer on your private network that's running the FTP server. Since you're using ICS, it'll have an IP address like 192.168.0.x, where x is different for each machine on your network. You might want to manually assign the IP address the FTP Server already has, so that it doesn't change in the future. You can find out what IP address your FTP server is using by opening a command prompt at the FTP server and typing in the command ipconfig. That will give you the IP address the FTP Server is using. Back to the Service Settings dialog box, select the TCP option button. For the External Port and the Internet port, put in the port number you assigned to the FTP server on your internal network. Read this week's How To section to see how to change the listening port number. Clic!\nk OK\n\nClick OK, and then click OK one more time! You might need to disable and enable the adapter after making the change. You can do that by right clicking the always-on interface.\n\nThe procedure is very similar for dial-up connections. However, there are problems with dial-up connections (and many always-on connections) because the IP address on the external interface of the ICS computer changes over time. Next week I'll share with you a cool way you can get around this problem by using something called a \"dynamic DNS service\". I've used one for years, and it works great. Make sure to tune in next week for the details.\n\nThere you have it. Is server publishing in your future? Have any questions on the method I described above? If so, let me know! There are lots of ways you can publish services. Tell me how you do it, and tricks you've learned along the way. If you're having problems with server publishing, let me know about those too! I'll be sure to include what I learn from you in upcoming newsletters.\n\nUntil next week,\n\nTom Shinder, Editor\n\n(email us with feedback: kathleen62@icloud.com)\n\nSPONSOR: Is Your PC Spying On You?\n\nYou are surfing the Web. Check out sites, download some music or\n\nsoftware that might be cool. Guess what? Your PC might have picked up\n\na cyber transmitted disease (CTD). These pests might now be monitoring\n\nwhat you are doing and report this back to their \"black hat\" owners\n\nand reveal"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00126.4b3874844ccb78cd7ca2cd03876124b0", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00126.4b3874844ccb78cd7ca2cd03876124b0"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 18766, "kept_chars": 5996}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4009:message_type", "suite": "spam", "family": "sms_phishing-9db2dd5b2fc1eaeba9dc", "state": {"channel": "sms", "message": "Phony £350 award - Todays Voda numbers ending XXXX are selected to receive a £350 award. If you have a match please call 08712300220 quoting claim code 3100 standard rates app"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4009", "copies": 3, "upstream_ids": ["mendeley-4009", "mendeley-42", "uci-4991"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2015#278:is_spam", "suite": "spam", "family": "nazario-476efba75d7e5eedc922", "state": {"channel": "email", "message": "Discover: Account Notice For Issue #32031\n\nDear\n\nCustomer,\n\nAs part of our security measures, an\n\nautomated database update is being initiated.\nDiscover Require you to\n\nLog on to your Online Profile and follow the steps accordingly.\n\nSo please be sure to\n\ncomplete these steps as it will only take less than 3 minutes of your\n\ntime. Failure to do this may result in misconduct of your personal\n\ninformation, Slow or NO Processing of payments.\n\nSign In Here\n\nThank you for\n\nchoosing Discover Card.\n\n© 2009 Discover Card Company. All\n\nrights reserved.\nJuly, 2009\n\n(Don't reply to this email; it has\n\nbeen sent by the system\n\nautomatically.)"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#278", "copies": 1, "upstream_ids": ["phishing-2015#278"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4296:is_spam", "suite": "spam", "family": "sms_phishing-f29f5bf44d232be64a01", "state": {"channel": "sms", "message": "Except theres a chick with huge boobs."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4296", "copies": 2, "upstream_ids": ["mendeley-4296", "uci-5455"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing1.mbox#438:is_spam", "suite": "spam", "family": "nazario-5d65ffe8e4031300d95e", "state": {"channel": "email", "message": "Ryan, Update account information\n\neBay\nsent this message to eBay Member.\n\nYour registered name is included to show this message originated from eBay. Learn more.\n\nSecurity\nNotification\n\nDear eBay Member\n\nFor the User Agreement, Section\n\n9, we may immediately issue a warning and temporarily\n\nterminate or suspend your membership and refuse to provide our\n\nservices to you if we believe that your actions may cause financial\n\nloss or legal liability for you, our users or us. We may also\n\ntake these actions if we are unable to verify or authenticate\n\nany information you provide to us.\n\nWe regret to inform you that your eBay account could be suspended\n\nif you don't re-update your account information. To resolve this\n\nproblem please use the link below and re-enter your account information.\n\nIf your problems could not be resolved your account will be suspended\n\nfor a period of 24 hours, after this period your account will\n\nbe terminated.\n\nDue to the suspension of this account, please be advised you are\n\nprohibited from using eBay in any way. This includes the registering\n\nof a new account. Please note that this suspension does not relieve\n\nyou of your agreed-upon obligation to pay any fees you may owe\n\nto eBay.\n\nTo update your record please click here:"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#438", "copies": 1, "upstream_ids": ["phishing1.mbox#438"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00083-1:is_spam", "suite": "spam", "family": "generated_legit_email-92e801ec559977feb79e", "state": {"channel": "email", "message": "Reminder: Water Bill Due 19 January 2022\n\nHi Anna Brown,\n\nThis is a friendly reminder from Atlas Labs Property Management that your water bill for December 2021 is now due. Please review the details below and follow the steps to submit your payment.\n\nAccount Reference: ATX-4491-W\nBilling Period: 1 December 2021 – 31 December 2021\nAmount Due: £84.50\nDue Date: 19 January 2022\n\nSteps to pay your bill:\n1. Write your account reference number (ATX-4491-W) on the back of your cheque or mention it when paying by phone.\n2. Send your payment to our office at 14 Station Road, Bristol, BS1 4QZ, or call 0117 496 0221 to pay by debit card.\n3. Keep your receipt or confirmation number for your personal records.\n\nPlease ensure your payment reaches us by the 19th to avoid a late fee of £15.00. If you have already sent your payment, kindly disregard this notice.\n\nBest wishes,\nBarbara Young\nAccounts Department\nAtlas Labs Property Management"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00083-1", "copies": 1, "upstream_ids": ["gen-00083-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11464:is_spam", "suite": "spam", "family": "zefang_phishing_email-f7f97cd338b151a5f714", "state": {"channel": "email", "message": "this web site is your internet gold mine $ $ $ remove instructions below . visit our web site at : http : / / www . interwise . cc this web site is your internet gold mine $ $ $ unlimited toll free tech support for all our products imc is the largest internet software company in the country we carry all internet software programs available and we guarantee to beat any price ! call 808-876 - 1550 the cutting edge of e-mail technology : \" express mail server \" from imc for only $ 275 for a limited time only ! this is the best of all e-mail programs , we know we have tried them all . if your reading this message , that only proves it works you will not find it anywhere for less you can download a demo for free from our full service web site , complete with step by step instructional tutorial ! try before you buy ! we know you will love it ! it 's a bulk e-mailers dream come true , at last ! the same software goes for $ 695 . 00 ! you can also get it for $ 495 . 00 from l . s . enterprises you can call : 808-876 - 1550 and get more information or order a copy today for $ 275 ( for a limited time only ) . or fax your order / info request to : ( 808 ) 878-6869 ( include your name , phone number , e-mail address ) visit our web site at : http : / / www . interwise . cc ( if you can't log into the site just call us , sometime the site is overloaded with hits ) we also have 60 million e-mail addresses and an excellent \" remove list \" service available for only $ 99 . we accept all major credit cards : visa * master card * american express * discover card we can also accept checks by fax ! simply fax your check to : 808-878 - 6869 so do n't hesitate , call today this offer is for a limited time only ! what is express mail server ? express mail server ( ems ) bulk e-mail software is the only thing that works . ems transforms your computer into a personal mail server . with no additional hardware , ems software will give you complete control of your mailings , because the mail you send will originate from your computer and be delivered directly into the mailbox of your recipient . since the mail originates from your computer , it is no longer necessary to use your internet service provider 's mail server . when you use the previous generation stealth or cloaking type programs , they work by uploading your mail to your provider 's mail server . they can also be programmed to send mail through other providers mail servers without authorization ( this is considered theft of service ) . the problem is , the previous generation stealth type programs upload the messages faster than these mail servers can process them . many times this causes a provider 's mail server to bog down and crash . obviously , this will make providers furious with you . furthermore , you may think that you are sending hundreds of thousands of messages , unfortunately , most of it simply gets filtered and deleted by the mail server . you are lucky to get 10 % - 20 % of that mail delivered . with ems software your computer emulates a mail server and you actually control and watch all your mail being delivered piece by piece . there is a 100 % delivery rate with this program anywhere on the internet . we did say 100 % delivery rate to any internet email addresses . a bold claim but it is true . this is the latest technical advance in bulk email since the advent of the stealth type programs . this program verifies domains and validity of email addresses before sending mail . this dramatically reduces your bounced back undeliverables . bounced back undeliverables can sure bog down a server . you can also control where you want any bounced back mail to go . it can go to any email address you want with ems . ems can work with any dial up internet account , ( aol is not considered a dial up internet account ) an isdn line or a t - 1 or t - 3 . it runs on windows 95 or nt . we have not heard of any person losing a dial up account with this software . one reason bulk email is so frowned upon with numerous isp 's ( internet service providers ) is people try to send as much mail as they can , as quick as they can and crash the mail server of the isp . this won't happen with ems software since you do n't since you do n't use the mail server of the isp to send your mail . the program actually sends the mail directly from your computer , which is now , a bona fide mail server , to the recipients mail server avoiding any potential blocks that would prevent you from reaching those on your mailing list . you do not have to \" forge \" headers or randomize anything to have 100 % of your mail delivered , although the program does allow for randomization and customizing of headers . you can send mail omitting the \" to \" \" from \" and \" reply to \" portions of your headers . want to send out your messages in color . this is not a problem with ems . just select a font color with your mouse , and then click on a background color as well . want to make your font bold or put it into italics , just point and click . want your message centered or shifted left or right , once again just point and click . unlike all of the others , ( which are all the same , but go by different names ) this software is very straightforward and easy to use . if you can log on to aol , you already know more about computers than you 'd need to use ems . we also provide technical support by phone to answer any questions you may have . ems works with any windows 95 or nt computer . it requires no additional hardware or software . the ems software sends at speeds up to 80 , 000 messages per hour delivered using a modest pentium and a 28 . 8 modem . rates will dramatically increase with an isdn or cable modem and of course with a t - 1 they will be even faster . if you want to take advantage of this breakthrough in bulk email technology give us a call on the number below . we do n't plan on repeat mailings for this product so take advantage of this opportunity . the cost to you is $"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11464", "copies": 2, "upstream_ids": ["zefang-11464", "ealvaradob-10884"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 8049, "kept_chars": 5996}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-351:is_spam", "suite": "spam", "family": "sms_phishing-ebb9a635df0bfa704900", "state": {"channel": "sms", "message": "Oh yes I can speak txt 2 u no! Hmm. Did u get email?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-351", "copies": 2, "upstream_ids": ["mendeley-351", "uci-1241"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01732.6c654f95a549a4f09daff21def44f511:message_type", "suite": "spam", "family": "spamassassin-0f98a3016c050caaa076", "state": {"channel": "email", "message": "test sets?\n\n[Tim]\n\n[Guido]\n\nWe're in violent agreement there: the comments in tokenizer.py say that as\nstrongly as possible, and I've repeated it endlessly here too. But so long\nas I was the only one doing serious testing, it was a dubious idea to make\nthe code maximally clumsy for me to use on the c.l.py task <wink>.\n\nYup, the system picks up on *everything* in the tokens. Graham's proposed\n\"delete as ham\" and \"delete as spam\" keys would probably work very well for\nmotivated geeks. But Paul Svensson has pointed out here that they probably\nwouldn't work nearly so well for real people.\n\nI'll soon check in this change:\n\ndef tokenize_body(self, msg, retain_pure_html_tags=False):\n\"\"\"Generate a stream of tokens from an email Message.\n\nIf a multipart/alternative section has both text/plain and text/html\nsections, the text/html section is ignored. This may not be a good\nidea (e.g., the sections may have different content).\n\nHTML tags are always stripped from text/plain sections.\n\nBy default, HTML tags are also stripped from text/html sections.\nHowever, doing so hurts the false negative rate on Tim's\ncomp.lang.python tests (where HTML-only messages are almost never\nlegitimate traffic). If optional argument retain_pure_html_tags\nis specified and True, HTML tags are retained in text/html sections.\n\"\"\"\n\nYou should do a cvs up and establish a new baseline first, as I checked in a\npure-win change in the wee hours that cut the fp and fn rates in my tests."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01732.6c654f95a549a4f09daff21def44f511", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01732.6c654f95a549a4f09daff21def44f511"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1608:is_spam", "suite": "spam", "family": "nazario-c67a122cf986f30797ca", "state": {"channel": "email", "message": "Please Update Your Profile - Personal Information Error\n\nDear Bank of America Customer,\n\nWe are contacting you to remind you that on 20 Ian. 2014 our Account Review Team identified\nsome unusual activity in your account. In accordance with Bank Of America User Agreement and to ensure\nthat your account has not been compromised, access to your account was limited.\n\nTo securely confirm your Bank Of America information please go to your Bank Of America Update Profile or click on the link bellow:\n\nhttps://222.173.145.98/.bankofamerica.com/sas/profile/step1.htm\n\nPlease do not reply to this e-mail. Mail sent to this address cannot be answered.\n\nBank of America, N.A. Member FDIC.\n2014 Bank of America Corporation. All rights reserved"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1608", "copies": 1, "upstream_ids": ["phishing3.mbox#1608"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1806:is_spam", "suite": "spam", "family": "sms_phishing-fbbae018b65666379776", "state": {"channel": "sms", "message": "it to 80488. Your 500 free text messages are valid until 31 December 2024."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1806", "copies": 2, "upstream_ids": ["mendeley-1806", "uci-1963"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2015#271:message_type", "suite": "spam", "family": "nazario-93e6edd2c19a3745a366", "state": {"channel": "email", "message": "Your mailbox size notification\n\nYour email account has used 23.7 GB (95%) of 25 GB.\n\nYou will be unable to send and receive messages if you do not reset your account storage space to a higher limit.\n\nClick Manage<http://allinit.net.au/~arabictr/wp-admin/a1122> to reset and validate your account.\n\nMail Desk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#271", "copies": 1, "upstream_ids": ["phishing-2015#271"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3935:is_spam", "suite": "spam", "family": "sms_phishing-e545e053c34950aeb938", "state": {"channel": "sms", "message": "Horrible u eat macs eat until u forgot abt me already rite... U take so long 2 reply. I thk it's more toot than b4 so b prepared. Now wat shall i eat?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3935", "copies": 2, "upstream_ids": ["mendeley-3935", "uci-1176"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#29:is_spam", "suite": "spam", "family": "nazario-231f557c7be530c30d8d", "state": {"channel": "email", "message": "Confirm your Online Banking records\n\nIn attention of First USA customers,\n\nAs the Internet and information technology enable us to expand our services, we are committed to maintaining the trust customers have placed in us for protecting the privacy and security of information we have about you. In order to protect your information against unauthorized access, identity theft and account fraud we earnestly ask you to update your profile.\n\nTo get started, please click\nthe link below:\n\nhttp://online.firstusa.com/BolVerifyGetStart/BolSecureGetStart.html?bolType=Rew\n\nIf you received this\nnotice and you are not the authorized account holder, please be aware\nthat it is in violation of our policy to represent oneself as another\nFirst USA Bank user. Such action may also be in violation of local,\nnational, and/or international law. First USA Bank is committed to assist\nlaw enforcement with any inquiries related to attempts to missappropriate\npersonal information with the intent to commit fraud or theft. Information\nwill be provided at the request of law enforcement agencies to ensure\nthat perpetrators are prosecuted to the fullest extent of the law.\n\nThanks for your patience as we work together to protect your account.\n\nRegards,\n\nCustomer Support Center.\n\n© 2012 FIRST USA"}, "question": {"type": "noul", "instructions": "Is this message unwanted spam or a phishing scam? Yes for either; no if it is an ordinary message someone would want.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-10", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#29", "copies": 1, "upstream_ids": ["phishing3.mbox#29"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00408.95ccc05d55c8dafbd32c2e133039684c:is_spam", "suite": "spam", "family": "spamassassin-6370ab9206cd2c2dc6cc", "state": {"channel": "email", "message": "Hi,\nDoes anyone use partitioning on a Linux server? What is the recommended solution? UML?\nCheers,\nSorin\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00408.95ccc05d55c8dafbd32c2e133039684c", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00408.95ccc05d55c8dafbd32c2e133039684c", "zefang-88", "ealvaradob-86"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01367.9a717ca796511aa95c97274c68525fe6:message_type", "suite": "spam", "family": "spamassassin-b4ffd5861fcc44d0c961", "state": {"channel": "email", "message": "moving SPAM: results to bottom of message.\n\nIs there a way to tell spamassassin to put the results at the bottom\nof the message instead? If not, what is the easiest way to do this.\nI found a report_header, but no equivalent report_bottom.\n\nThanks,\n\nJon.\ntimothy_ali@blueconsulting.com\n\nreal-time communications platform! Don't just IM. Build it in!"}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01367.9a717ca796511aa95c97274c68525fe6", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01367.9a717ca796511aa95c97274c68525fe6", "zefang-8768", "ealvaradob-8374"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00188-0:message_type", "suite": "spam", "family": "generated_legit_email-d5e3f97ac3890fcbf2f0", "state": {"channel": "email", "message": "Maplewood Neighborhood Watch Meeting Next Tuesday\n\nHi Pamela,\n\nHope you and the family are doing well after the holidays. I'm writing to remind everyone on Elm Street that our first Maplewood Neighborhood Watch meeting of 2024 is coming up next Tuesday, January 12th, at 7:00 PM. We'll be gathering in the community room at the Maplewood Library.\n\nOfficer Davis from the local precinct is going to drop by to talk about the car break-ins we had over Christmas. He also wants to go over the new street lighting plan for our block. It would be great if you could make it, especially since you mentioned wanting to start a tool-sharing program for the neighbors.\n\nPlease RSVP by Monday, January 11th so we know how many chairs to set up. You can just reply to this email or give me a call directly at (555) 482-9130.\n\nLooking forward to seeing you there!\n\nBest,\nRobert Rodriguez"}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00188-0", "copies": 1, "upstream_ids": ["gen-00188-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1812:is_spam", "suite": "spam", "family": "sms_phishing-66c8eadbafcfecbf2ca6", "state": {"channel": "sms", "message": "He neva grumble but i sad lor... Hee... Buy tmr lor aft lunch. But we still meetin 4 lunch tmr a not. Neva hear fr them lei. Ü got a lot of work ar?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1812", "copies": 2, "upstream_ids": ["mendeley-1812", "uci-4508"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00171-3:is_spam", "suite": "spam", "family": "generated_legit_email-670988773c99739ab08a", "state": {"channel": "email", "message": "Calendar Update: Q2 Planning Sync\n\nEMBER PARTNERS\n\nHi Michelle,\n\nI've moved our Q2 Planning Sync to Thursday, 13 May 2009 at 2:00 PM. Please update your calendar.\n\n[ Accept Meeting Invite ]\n\nThanks,\nOlivia Harris\nOperations Lead\n\nEmber Partners Ltd\n14 Station Road, Bristol BS1 4AX"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00171-3", "copies": 1, "upstream_ids": ["gen-00171-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4680:is_spam", "suite": "spam", "family": "sms_phishing-e9c51c43fea93a8a35e3", "state": {"channel": "sms", "message": "As in i want custom officer discount oh."}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4680", "copies": 2, "upstream_ids": ["mendeley-4680", "uci-5398"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15134:is_spam", "suite": "spam", "family": "zefang_phishing_email-c61e71afea9254cda313", "state": {"channel": "email", "message": "bankruptcy 101 - sign up now ! bankruptcy 101 in an effort to educate employees about the nuts and bolts of bankruptcy , enron is sponsoring five bankruptcy 101 sessions next week . these sessions will focus on the basics of the bankruptcy process in general ( not enron specific ) . when : monday , january 28 th - friday , february lst from noon until 1 : 00 daily where : 5 c 2 in enron center north each session is limited to 50 participants , so you must rsvp if you would like to attend . simply select a button above to indicate the date you would like to attend . you will then be sent a confirmation email . note : this does not automatically post your calendar . the sessions will be filling up quickly - - so don ' t delay in reserving your spot !"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15134", "copies": 2, "upstream_ids": ["zefang-15134", "ealvaradob-14306"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00206-2:is_spam", "suite": "spam", "family": "generated_legit_email-2ba7ff9a7afeaf4edb3e", "state": {"channel": "email", "message": "Weekend plans + Ridge Capital link\n\nHey Kwame,\n\nHope you’re doing well! I was thinking we should finally get together this weekend since we haven't hung out in a while. Here is what I was thinking for Saturday:\n\n1. Grab coffee around 10 AM at that new place on 4th Street.\n2. Head over to the park for a quick hike if the weather holds up.\n3. Grab lunch afterwards, maybe those burgers you like.\n\nLet me know if that works for you or if you'd rather do Sunday instead.\n\nAlso, I saw you were asking about my new job. We actually just launched our new company site. Check it out when you have a second: https://www.ridgecapital.io/about-us. I'm really excited about what we're building.\n\nGive me a call or shoot me a text later tonight if you want to confirm the time. My cell is still (415) 555-0172.\n\nTalk soon,\nMichael Ward"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00206-2", "copies": 1, "upstream_ids": ["gen-00206-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#2188:message_type", "suite": "spam", "family": "nazario-5576479f6b581e660ce7", "state": {"channel": "email", "message": "Question from eBay Member regarding Item #89355184308\n\neBay sent this message from lews66 (Justin Peter).\nThe registered name is included to show this message originated from eBay. Learn more.\n\nQuestion from eBay Member -- Respond Now\n\neBay sent this message on behalf of an eBay member through My Messages. Responses sent using email will go to the eBay member directly and will include your email address.\n\nQuestion from lews66\n\nActivity with lews66 (last 90 days):\n\n- I have bid on 1 item(s) from lews66\n\nlews66( 40)\n\nPositive feedback:\n100%\n\nMember since:\nJun-17-04\n\nLocation:\nNY, United States\n\nRegistered on:\nwww.ebay.com\n\nDo you still have it for sale? What's the final price? I want to buy it asap. Thank you for your time.\n\nRespond to this question\n\nResponses in My Messages will not include your email address.\n\nThank you,\neBay\n\nMarketplace Safety Tip\n\nDo not respond to the sender (through the eBay system or your email provider) if this message is an offer to buy or sell an item. This type of offer is against eBay policy, may be fraudulent, and is not covered by buyer protection programs.\n\nSecond Chance Offer emails with the subject of “Message from eBay Member” are fake. Real Second Chance Offers come directly from eBay and appear in My Messages with a blue background and subject stating, “eBay Second Chance Offer for Item\".\n\nNever pay for your eBay item using instant cash wire transfer services through Western Union or MoneyGram. These payment methods are unsafe wh\nen paying someone you don’t know.\n\nIs this email inappropriate? Does it violate eBay policy? Help protect the Community by reporting it.\n\nLearn how you can protect yourself from spoof (fake) emails at:\nhttp://pages.ebay.com/education/spooftutorial\n\nThis eBay notice was sent on behalf of another eBay member through the eBay platform and in accordance with our Privacy Policy. If you would like to receive this email in text format, change your notification preferences.\n\nSee our Privacy Policy and User Agreement if you have questions about eBay's communication policies.\nPrivacy Policy: http://pages.ebay.com/help/policies/privacy-policy.html\nUser Agreement: http://pages.ebay.com/help/policies/user-agreement.html\n\nCopyright © 2024 eBay, Inc. All Rights Reserved.\nDesignated trademarks and brands are the property of their respective o\nwners.\neBay and the eBay logo"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#2188", "copies": 2, "upstream_ids": ["phishing3.mbox#2188", "phishing3.mbox#2200"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2617:is_spam", "suite": "spam", "family": "zefang_phishing_email-1049b4fbbb577db6ced0", "state": {"channel": "email", "message": "language and power bibliography - - announcement a bibliography of work on language and power has been placed on the linguist server . this bibliography combines contributions from a number of respondents to a query i placed in linguist a while back . most of those respondents are listed in my summary ( linguist 3-366 ) . some items may be inappropriate - - i was unable to verify all of the suggestions . this bibliography includes a wide range of items which relate in one degree or another to the topic - - from the highly theoretical to the highly particularistic to the applied . apologies for any incorrect or incomplete references . [ moderators ' note : the bibliography mentioned in this posting is available on the server . to get the file , send a message to : listserv @ tamvm1 . tamu . edu ( if you are on the internet ) or listserv @ tamvm1 ( if you are on the bitnet ) the message should consist of the single line : get power bib linguist you will then receive the complete file . ]"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2617", "copies": 2, "upstream_ids": ["zefang-2617", "ealvaradob-2512"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16716:is_spam", "suite": "spam", "family": "zefang_phishing_email-631503d62e35a98a4796", "state": {"channel": "email", "message": "japan trading i just wanted to touch base with you regarding trading operations in japan . during the call today , it sounds like eol in japan may be near up and running . i was wondering if we could discuss what type of plans you have for a mid and back office function . i ' d like to get in the loop and help set controls and procedures up as soon as possible . i have a meeting with jan - erland late next week , but if there is anything that needs to be started before then , please let me know . regards shona 713 853 9123"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16716", "copies": 2, "upstream_ids": ["zefang-16716", "ealvaradob-15759"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16976:is_spam", "suite": "spam", "family": "zefang_phishing_email-4325814c816c9b89c548", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - endlogo and visualidentity . we offer creative custom design of ioqos , stationery and web - sites . under our carefui hand thesepowerful marketing toois wiil brinq a breath of fresh air into your business and make you stand out amongthe competitors . you are just a click away from your future success . ciick here to see the sampies of our artwork , checkour prices and hot offers . _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ not interested . . . _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16976", "copies": 3, "upstream_ids": ["zefang-16976", "zefang-790", "ealvaradob-765"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00263-1:is_spam", "suite": "spam", "family": "generated_legit_email-6ef93794f07eadc09b69", "state": {"channel": "email", "message": "Your Application at Summit Financial Services\n\nSummit Financial Services\n\nDear Kenneth Gonzalez,\n\nThank you for applying for the Senior Analyst role. We are reviewing your application and will respond by October 21, 2012.\n\nCheck Application Status\nhttps://www.summittech.net/careers/status\n\nThomas O'Brien\nTalent Acquisition\n\nSummit Financial Services\n400 Market Street, San Francisco, CA 94105\nPrivacy Policy: https://www.summittech.net/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00263-1", "copies": 1, "upstream_ids": ["gen-00263-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "job application acknowledgement or interview invitation"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00956.f566e64727b8f438aa73ee8d26e8f31d:is_spam", "suite": "spam", "family": "spamassassin-9232b1af16bce74d4dae", "state": {"channel": "email", "message": "Anolther sequence related traceback\n\nI may be wrong but I think a single select entry field is used\nfor selecting messages and switching folders. Restricting the entries\nto be numeric would break the folder switching functionality, wouldn't\nit?\n\nMy version of MsgChange, not yet updated, has a check\n\nif {$msgid != {}} {\n# Allow null msgid from Msg_ShowWhat, which supplies line instead\nif {$msgid < 0} return\n} else {\n...\n\nat the start of the procedure which takes care of the single '-' case.\nPerhaps the thing to do is for MsgChange to validate a msgid as a\nnumber before continuing.\n\nKevin\n\nIn message <scox@live.com>, Brent Welch writes:"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00956.f566e64727b8f438aa73ee8d26e8f31d", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00956.f566e64727b8f438aa73ee8d26e8f31d"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4156:is_spam", "suite": "spam", "family": "zefang_phishing_email-fd0c440b38694c08e445", "state": {"channel": "email", "message": "erm... it runs Solaris x86 as standard...Cheers,\n~Al--\nExpressed in this posting are my opinions. They are in no way related\nto opinions held by my employer, Sun Microsystems.\nStatements on Sun products included here are not gospel and may\nbe fiction rather than truth.--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4156", "copies": 2, "upstream_ids": ["zefang-4156", "ealvaradob-3981"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2379:is_spam", "suite": "spam", "family": "sms_phishing-ef778a67059d0c5e2c10", "state": {"channel": "sms", "message": "Think + da. You wil do."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2379", "copies": 2, "upstream_ids": ["mendeley-2379", "uci-4560"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00569-2:message_type", "suite": "spam", "family": "generated_legit_email-b72fb69dee52120e12f9", "state": {"channel": "email", "message": "Hotel Booking Confirmed\n\nHi Brandon,\n\nYour room at Falcon Labs Guest House is confirmed.\n\n- Dates: 18 July to 21 July 2022\n- Room: 4B\n- Total: €310.00\n\nTo arrange your check-in, please call us directly at +49 30 5551234 before 16 July 2022.\n\nThanks,\nBrian Walker\nFalcon Labs Hospitality"}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00569-2", "copies": 1, "upstream_ids": ["gen-00569-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "travel booking confirmation (flight, train, hotel) with check-in link"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15940:is_spam", "suite": "spam", "family": "zefang_phishing_email-d2c1720e7a6ba85d92c7", "state": {"channel": "email", "message": "20020717 Lockergnome Tech Specialist 07.17.2008 GnomeREPORT\nWhy rely on BIND when you can get UltraDNS: UltraDNS increases Web site\nperformance, reliability, and security all for as low as $1.00 a month.\nClick here to find out more.\nBrooklyn Bridge for sale! No kidding! The town of Brooklyn,\nIowa has a bridge that they are selling on Ebay, so if you have a need for such\na structure, or just want to have the right to say you\nlegitimately purchased the Brooklyn Bridge, here's your\nopportunity! Seriously, this is not a prank!Ever since I was down toward Des Moines last week and had\na cup-o-java with Jake at Starbucks, I've been craving\ncoffee. I can't see myself turning into a coffee junkie like\nChris, but it's just weird that this would happen, being\nthat my extent of coffee drinking has usually been limited\nto the severe need for a quick morning wake-up or in an\neffort to keep warm on cold mornings when out in the field\nback in my Marine Corps days. As time has gone on, I've been trying to cut back on the\ntypical geek vices of sugar and caffeine, but I can't drink\ncoffee straight. It has to be sweet, and what's the point of\ndrinking coffee if there's no caffeine? Enter Splenda. An\nartificial sweetener that has finally made it to Waterloo,\nIowa. Most of what Diana and I use sugar for has been\nmodified to use Splenda instead, with good results.\nHopefully this coffee thing is just a temporary kick like it\nusually is. I have to brush my teeth after a cup or two from\nthe nasty breath. It's fun to test out the dragon-breath on\nthe cat to see just how bad it really is. If Bootes sniffs a\ncouple of times, it's not too bad, but if she instantly\nrecoils, time to employ the Sonicare for a couple of\nminutes. See what you've started, Jake?See You in August,              Randy Nieland        GnomeNETWORK\nExchange Titanium Details Emerge\nhttp://www.microsoft.com/presspass/features/2008/jul02/07-15exchangeqa.asp\nOracle recently announced their intention to compete\ndirectly with Microsoft Exchange, even accepting Outlook as\nan email client. In what seems like a direct response, we're\nhanded details of the 2009 release of Exchange Titanium.\nI've always liked what Exchange can do, so I'm certainly\nlooking forward to seeing what the new features will be all\nabout, but I'm also interested in what Oracle will be\nbringing to the table. Better email functionality, control\nand security are the name of the game, whoever ends up being\nthe vendor of choice. Included in this Q&A is a screenshot\nof what Outlook may look like once Office 11 is released.\nIt's an interesting concept shot, showing some new ways they\nplan to handle email views. It doesn't say anything for\nExchange functionality, but it's worth noting regardless.\n GnomeSYSTEM\nBetter Pocket PC Audio\nUnearthed by David Spencerhttp://home.adelphia.net/~mdukette/downloads.html\nAn open source project is bringing a different spin to\naudio and video on Pocket PCs, and my first impression is...\ncool! I like what they're working on here. I decided to wipe\nout my Jornada yesterday, so I haven't done a direct\ncomparison between the iPaq 3870 and Jornada 565 for audio\nquality using this player, which has an equalizer built-in,\nbut it definitely has potential judging from how it sounds\non the iPaq right out of the gate. Definitely give this a\npeek if you're one of those that likes to play audio and\nvideo on a Pocket PC. Quite a few different versions are\nsupported, so you should be able to find something\nappropriate to your device.\n GnomeALERTZ\nToday's Top 5 kbAlertzQ320278 - WD: \"The Custom Dictionary Is Not Available \" Error When You Use Portuguese (Brazilian) Proofing Tools (Q320278)\nQ313147 - GetNtmsObjectAttribute Does Not Return Correct Size When the Buffer Is Too Small (Q313147)\nQ313317 - A GPO \"Register PTR Records\" Setting of \"Disabled\" Is Ignored (Q313317)\nQ310869 - STOP Error When You Start Windows After You Connect a Scanner (Q310869)\nQ310772 - PCMCIA Device May Not Work in Windows XP (Q310772)\nRecommend It!\n GnomeASSISTANT\n50 OS X TIPS: Whether you're making the \"switch\" from Windows, upgrading\nfrom a previous version of Mac OS, or just want some helpful tricks to make\nusing OS X easier, this ebook is for you. Jake cover's everything from user\nmanagement, to some Terminal basics, to how to navigate differences between\nOS 9 and OS X.\nGet your copy today! Where's Java?\nhttp://news.com.com/2100-1001-944053.html\nThree readers asked me about this very thing this week,\nand it's something you should probably know about if you use\nWindows XP. Microsoft didn't bundle the Java Virtual Machine\nwith Windows XP, and since the release of XP, the JVM has been avaialble via the\nWindows Update site as a \"convenience\" to users. Part of Sun's legal\ncomplaints surrounding how Microsoft has handled Java was that Microsoft did not have the right to\ndistribute their implementation via the web, though\nthey did have licensing rights to include it with Windows.\nSo essentially, Microsoft has things backwards, as it seems.\nWell, to avoid further web distribution arguments, Microsoft\nhas yanked the JVM from the Windows Update site and all\nother areas of Microsoft's web site. Microsoft is still\nplanning to include Java with Windows XP Service Pack 1.\nYou'll have to plan for Java support accordingly, as SP1 is\nstill a ways off and you can't get it from Microsoft at this\npoint. If you need it for a new installation of Windows XP\nin the short term, Sun will gladly provide you with their\nown distibution.\n GnomeSTUFF\nAnother Xeon Deal\nServed up by Warren Dugashttp://www.tigerdirect.com/applications/SearchTools/item-details.asp?sku=C170-1032%20P\nI mentioned a really nice deal on Compaq Evo W6000 dual-\nXeon workstations a few weeks back, which I know several of\nyou took advantage of, but the $2005 price tag likely scared\noff many others. If you still want to get into a Xeon, check\nthis one out. TigerDirect is offering an Evo W8000\nworkstation with a single 1.7GHz"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15940", "copies": 2, "upstream_ids": ["zefang-15940", "ealvaradob-15054"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 8391, "kept_chars": 5996}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2017#25:is_spam", "suite": "spam", "family": "nazario-7be53c3b59e2bc3ddb9a", "state": {"channel": "email", "message": "MAERSK LINE PRO-FORMA DETENTION INVOICE/COC/BL\n\nMargaret Customer,\n\nHello margaret, margaret85@yahoo.com,\nPlease kindly find revised attached Shipping Documents/ Invoice/packing list and copy of BL draft. Please confirm accordingly if your address is correct, before we submit to our outlet office for dispatch to your destination. Notice!: next shipping schedule will take place on 30th of jun, 2018.\n\nPlease provide the following details.\n\nConsignee Name:\nConsignee Address:\nConsignee Telephone Number:\nNotify Party:\nNotify Party Address:\nNotify Telephone Number:\nPort Of Discharge:\nFinal Destination to be mentioned in the Bill of Lading (If Necessary):\n\nB/L NO: NRB600039500\nBK NO:HJC/NBO/046\nCONT:HJCU 4967429\nSEAL:HD758197\nVESSEL:CSCL BRISBANE ETA 8.5.2018\nBest Regards,\nMaersk Line.\n2018 - Maersk International GmbH. All rights reserved. Maersk Line Corporate\nOffice: Maersk (China) Shipping Co. Ltd\nMobile: +86 592 8126973 Shanghai , Maersk (China) Shipping Co. Ltd. Hotline: +86 577 86008011 Mon-Fri 08:30-17:30\n\nVirus-free. www.avast.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#25", "copies": 1, "upstream_ids": ["phishing-2017#25"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00457-1:message_type", "suite": "spam", "family": "generated_legit_email-e007757b04c0615c2249", "state": {"channel": "email", "message": "Planned IT Maintenance – 27 March 2022\n\nQUARTZ FOODS INTERNAL COMMUNICATIONS\nNotice of Planned IT Maintenance\n\nDear Susan Harris,\n\nPlease be advised that the Quartz Foods IT Department will perform scheduled server maintenance on Wednesday 27 March 2022 from 22:00 to 04:00 GMT.\n\nDuring this window, the following services will be unavailable:\n- Internal email (Outlook Web Access)\n- The shared network drives (S: and T:)\n- The employee HR portal\n\nWe recommend saving all active documents before 22:00 on 27 March to avoid data loss. Normal service will resume automatically by 04:00 on Thursday 28 March.\n\nIf you experience issues after the maintenance window, contact the IT Helpdesk at extension 4012 or email support@quartzfoods.net.\n\nView maintenance schedule\nhttps://www.quartzfoods.net/it-maintenance\n\nRegards,\nShirley Anderson\nIT Operations Manager\nQuartz Foods\n\nQuartz Foods Ltd, 14 Millbank Industrial Estate, London SE11 5TQ\nPrivacy Policy: https://www.quartzfoods.net/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00457-1", "copies": 1, "upstream_ids": ["gen-00457-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:generated_legit_email:hash-test:gen-00390-5:message_type", "suite": "spam", "family": "generated_legit_email-1bf4a0fd5d548472eaa4", "state": {"channel": "email", "message": "Invoice Reminder - NorthMedia Hosting\n\nHello Andrew Lee,\n\nAccount Number: NM-8839201\nInvoice Amount: £85.00\nService Period: Feb 2020 - Mar 2020\nDue Date: February 28, 2020\n\nPlease ensure your hosting invoice is paid by the due date above to prevent service interruption.\n\nThank you,\nDavid Okafor\nNorthMedia Billing"}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00390-5", "copies": 1, "upstream_ids": ["gen-00390-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:generated_legit_email:hash-test:gen-00426-0:is_spam", "suite": "spam", "family": "generated_legit_email-9862f73a55d2c977afdb", "state": {"channel": "email", "message": "Your SilverTech order receipt - Order #ST-2014-88492\n\nHi Sofia Ramirez,\n\nThank you for your purchase at SilverTech. Your payment has been processed successfully. Below are the details of your order placed today, 21 June 2014.\n\nOrder Summary:\n• Order Number: ST-2014-88492\n• Billing Email: zofia56@btinternet.com\n• Items Ordered:\n1. Ergonomic Wireless Mouse (Graphite) - $45.00\n2. USB-C Charging Hub - $32.50\n• Subtotal: $77.50\n• Shipping: $5.99\n• Total Charged: $83.49\n\nNext Steps:\n1. We are preparing your items for shipment.\n2. You will receive a tracking number within 24 hours.\n3. Estimated delivery is between 25 June and 28 June 2014.\n\nYou can view your full invoice and manage your account preferences here: https://www.silvertech.net/orders/ST-2014-88492\n\nIf you have any questions about this receipt or need to make changes before we ship, please reply directly to this email.\n\nBest regards,\nTyler Taylor\nCustomer Fulfillment Team\nSilverTech"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00426-0", "copies": 1, "upstream_ids": ["gen-00426-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4071:is_spam", "suite": "spam", "family": "zefang_phishing_email-0c69c48c40700c9811f8", "state": {"channel": "email", "message": "YOU CAN MAKE A SEA OF DIFFERENCEThe non-profit Foundation for the Advancement of Marine Sciences (FAMS)\nis dedicated to educating children and teaching teachers about the diverse\naspects of marine life, marine activities and how the marine environment\naffects essentially all life on Earth.FAMS offers hands-on, interactive marine science educational programs\ndesigned to foster critical thinking about the complex yet delicate systems\nthat make up the Earth�s oceans.FAMS has developed a funding program for Biology instructors so they can\nassist students in raising money to attend the camp, and in raising funds\nso the instructor can travel free to the camp.WE HOPE YOU SHARE FAMS VISION BECAUSE WE NEED YOUR HELP.WHAT YOU CAN DO:Get involved and show your support for FAMS. As a not-for-profit entity,\nFAMS needs your help. Your donation will be used to maintain this very\nworthwhile cause. A financial contribution, donated land, boat or car\n. WE CAN USE IT ALL.HELP FAMS, CALL TODAY! (9:00 to 5:00 Eastern) 407-949-9300To SUBSCRIBE to future announcements or to request additional information\nCLICK HERE: mailto:emily_shah@comcast.net?subject=INFO-FAMS\nPlease include your telephone # when responding by e-mail.If you know any individual or organization with a real interest, concern,\nor involvement with the marine sciences, or any aspect of the marine\nenvironment, please share a copy of this communication with them. The\nsimple act of forwarding this communication on to potentially interested\nparties could be your most valuable contribution to FAMS.Please take the time to understand what we are doing at FAMS.�What we human beings are all living now, whether we are volunteers or not,\nis an extraordinary but exceptionally dangerous adventure. And we have a\nvery small number of years left to fail or to succeed in providing a\nsustainable future to our species.� - Jacques-Yves Cousteau::::::::::::::::::::::::::::::::::::::::::::::::::::::::If you wish to be excluded from inclusion in any\nfuture mailings, please use the link below\nMailto:jshah@protonmail.com?subject=Exclude-FAMS"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4071", "copies": 2, "upstream_ids": ["zefang-4071", "ealvaradob-3898"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-672:message_type", "suite": "spam", "family": "sms_phishing-6988b4d41a892b4551e4", "state": {"channel": "sms", "message": "Great comedy..cant stop laughing da:)"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-672", "copies": 2, "upstream_ids": ["mendeley-672", "uci-1639"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00175-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-f118eaab7757a709d16f", "state": {"channel": "email", "message": "Urgent: Your email password expires today\n\nDear Brenda Thompson,\n\nThis is an automated notice from Blue Systems Network Administration regarding your mailbox account (cmuller@yahoo.com). Our records indicate that your current email password is scheduled to expire today, 7 March 2022.\n\nTo ensure uninterrupted access to your emails and prevent any loss of incoming messages, you are required to re-authenticate your credentials before 5:00 PM EST today. Please visit our secure portal to update your password immediately:\n\nhttps://www.bluesystems-secure.net/auth/renew-password\n\nFailure to complete this step by the deadline will result in automatic suspension of your mailbox. If you experience any issues during the process, please contact our support desk at +1-800-555-0193.\n\nThank you for your cooperation.\n\nSincerely,\nAhmed Martin\nSystem Administrator\nBlue Systems Network Operations"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00175-2", "copies": 1, "upstream_ids": ["genu-00175-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a notice that pretends to be from the reader's email provider, says the password expires today and asks them to sign in on a look-alike page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00165-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-cebe35a4a3fdf9c317c9", "state": {"channel": "email", "message": "Urgent appeal: Help families affected by the coastal flooding\n\nDear Kenneth Hernandez,\n\nI hope this message finds you well. I am writing to you on behalf of Pioneer Design Community Trust, a small local initiative dedicated to supporting communities devastated by the severe coastal flooding that struck the southern provinces earlier this week. As you have likely seen on the news, thousands of families have lost their homes, and emergency shelters are struggling to provide basic necessities such as clean water, warm clothing, and medical supplies.\n\nWe are reaching out to professionals and community leaders like yourself to ask for your generous support. Every contribution, no matter the size, will go directly toward purchasing emergency relief kits and funding temporary housing for those who have been displaced. Because we are a small organisation operating directly on the ground, we can guarantee that your donation reaches the affected families without delay or heavy administrative costs.\n\nTo make contributing as straightforward as possible, we have set up a secure processing page where you can submit your card details. You can do so by visiting the following link:\n\nhttps://www.pioneerdesign-support.com/donate-relief\n\nAlternatively, if you prefer to speak with someone on our team to arrange your contribution or to learn more about how the funds will be used, please call our direct office line at +44 117 496 0234. One of our volunteers will be happy to assist you.\n\nThe situation on the ground is deteriorating rapidly as winter weather approaches, and the immediate needs of these families are growing by the hour. We kindly ask that you consider making your contribution by 15 January 2008, as this is the deadline we have set to dispatch our first major convoy of relief supplies to the hardest-hit areas. Donations received after this date will still be put to excellent use, but acting before the deadline ensures your support has the greatest possible impact right when it is needed most.\n\nWe understand that you receive many requests for charitable giving, and we truly appreciate the time you have taken to read this message. Your kindness and willingness to help strangers in their darkest hour make a profound difference. On behalf of everyone at Pioneer Design Community Trust, and especially the families waiting for assistance, thank you for your compassion.\n\nWith sincere gratitude,\n\nPierre Miller\nRelief Coordinator\nPioneer Design Community Trust\n12 Harbour Lane, Bristol, BS1 4RN"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00165-5", "copies": 1, "upstream_ids": ["genu-00165-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a charity appeal after a disaster from an unknown organisation that asks for card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01653.b13797de35037c4f26356e89ba3f9fb1:is_spam", "suite": "spam", "family": "spamassassin-17c71bc06b081c2f6583", "state": {"channel": "email", "message": "Deployment\n\nGuido van Rossum wrote:\n\nWriting an IMAP server is a non-trivial task. The specification is huge\nand clients do all kinds of weird stuff. POP is very easy in\ncomparison. Perhaps you could forward messages to a special address or\nsave them in a special folder to mark them as false negatives.\n\nAlternatively, perhaps there could be a separate protocol and client\nthat could be used to review additions to the training set. Each day a\nfew random spam and ham messages could be grabbed as candidates.\nSomeone would periodically startup the client, review the candidates,\nreclassify or remove any messages they don't like and add them to the\ntraining set.\n\nNeil"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01653.b13797de35037c4f26356e89ba3f9fb1", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01653.b13797de35037c4f26356e89ba3f9fb1", "zefang-13002", "ealvaradob-12303"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2788:message_type", "suite": "spam", "family": "sms_phishing-b48111c10c65fc119368", "state": {"channel": "sms", "message": "Where @"}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2788", "copies": 2, "upstream_ids": ["mendeley-2788", "uci-960"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2019#199:message_type", "suite": "spam", "family": "nazario-58316eb580fff386de72", "state": {"channel": "email", "message": "Verify Your Account\n\nDear User, this is to inform you that your account has exceeded its limits. Therefore it needs to be verified within 48 hours. If not verified in that time frame we have to suspend your account from receiving or sending emails. Verify your mailbox to protect your account and continue using our services.\nClick the button to verify your account\nThank you for being a user Please do not reply to this e-mail, for assistance, contact the customer support. Customer Service Email ID 1009\n© 1993-2009 Mailbox . All rights reserved"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#199", "copies": 1, "upstream_ids": ["phishing-2019#199"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-383:message_type", "suite": "spam", "family": "sms_phishing-aff88269f103830bfc19", "state": {"channel": "sms", "message": "Rediscover the deeper meaning of life and the means to attain true peace. Understand the essence of being a true Sikh. Sms JOIN GURUBANI to 09219592195"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-383", "copies": 1, "upstream_ids": ["mendeley-383"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:nazario:hash-test:phishing-2018#151:is_spam", "suite": "spam", "family": "nazario-663fcbc5f5475cf03d7b", "state": {"channel": "email", "message": "Alert message\n\nThis message is from a trusted sender.\n\nYour Apple ID Account was used to sign in to Safari on an iPhone 6 and make an make purchase of $64 on App Store.\n\nDate and Time : Today\n\nIP : 192.146.36.94\n\nOperating System : iPhone 6\n\nIf the information above looks familiar, you can disregard this email.\nIf you have not recently signed in to an iPhone 6 your account and believe someone may have accessed your account, go to your account and update your information as soon as possible.\n\nLogin Here\n\nCaroline Hurne\n\nSupport - AppleID.\n\nCopyright © 2023 AppleID, Inc. All rights reserved.\nYou subscribed to our newsletter via our website."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#151", "copies": 1, "upstream_ids": ["phishing-2018#151"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10530:is_spam", "suite": "spam", "family": "zefang_phishing_email-5fbb2a84f23dea844b20", "state": {"channel": "email", "message": "One of the most bizarre pages I've seen on the Web. At first I thought it\nmight be some sort of back-story to a RPG, but, nope, it looks like somebody\nbelieves this.=http://www.viking-z.org/r20i.htmM09. Dinosaurs Eggs and the Origins of Good and Evil.\nDINOSAURS. Reptoid ETs are reported to be 12 foot high crocodiles walking on\ntheir hind legs. This is a description of a dinosaur. It now appears in\nRemote Viewing that the Reptoid ETs, dinosaurs and dragons are all linked\ntogether and that they all originated on Earth. The Erideans who are Reptoid\nderivatives have a home planet (in the Eridanus system) like all other ETs.\nThe Reptoids have no reported home planet. They also come over as entities\nwith little brain who control their bodies directly by spirit. This is a\ndescription of a ghost or disincarnate entity regardless of how people see\nthem. Thus it could be that the Reptoids, Erideans, Nordics, Anunnaki, but\nnot the Greys, all have origins on Earth and have a strong link to Earth\neven if they choose to live elsewhere. The Greys do not appear to have a\nrenal or urinary system and this points to them not originating on Earth.\nThe definitive work on dragons is \"The Flight of Dragons\" by Peter\nDickinson. If dragons did exist in the flesh, they did not survive the long\nbow. Targets do not come much bigger.Truth is stranger than fiction. Thus the writer's current scenario is that\nthere were a race of dinosaurs which developed psychic intelligence to guard\ntheir eggs and young, and who probably preferred to live underground. They\nsurvived the wipe out of the dinosaurs 50 million years ago with difficulty.\nThey evolved into the Erideans and transferred to a more hospitable planet\n(for them) possibly with the help of another race of ETs who wanted slaves\nbut otherwise had no interest in Earth or mind control.Thus it appears that the current Reptoids are the Spirits or ghosts of the\ndinosaurs. They must have been powerful to survive 50 million years and also\nto appear to some people. They have appeared to the writer in remote\nviewing. They are living on as vampire entities. Such immortal minds are\ncontagious and can easily jump race and species barriers. If they can be\nencouraged to reincarnate, then the power sources of the black magicians and\nmind controllers will disappear. Encouraging them to reincarnate will help\nso called immortal minds to disappear as immortal minds have great\ndifficulty surviving reincarnation. Purging people's dinosaurs should remove\nall perverse psychic abilities not under their control. They are a source of\nSatanic Guardian Angels and demons. They control us by owning our psi. Thus\nif we regain ownership of psi, we must relinquish their control and that of\nall other mind controllers. Encourage people to regain ownership of their\npsi.THE ORIGINS OF LOVE, HATE AND PURE MALICE. The following scenario appears to\nhold water and can account for the origins of our Universal Subconscious.Dinosaurs laid their eggs and buried them either underground or in piles of\nrotting vegetation (a good source of beetles and grubs for young\nhatchelings). They did not sit on their eggs to keep them warm, which made\nthem very vulnerable to drastic climate and temperature change. In order to\nkeep away predators some at least developed psychic mind control. To do this\nthey had to capture ownership of the psi of potential predators. This is an\nact of hatred and outward looking. While a few dinosaurs did develop the\nability to bear living young, most did not. The dinosaurs got in first and\nso their mind control tends to override all other latter minds. They have\nbecome the source of all Satans, devils and demons.Birds on the other hand developed the ability to sit on their eggs and keep\nthem warm. A hen bird normally lays a series of eggs (say one per day) and\nonly starts sitting when the clutch is completely laid. Thus all eggs tend\nto hatch together as they all have an equal period of warmth. This is\nprimarily an act of love but inward looking. Bearing live young is not\nsuitable to a bird of the air. A pregnant pigeon would not fly very far.\nAntarctic penguins tuck a single egg between their legs to keep it warm,\neven if they are standing on ice.Mammals developed live bearing of their young which is also primarily an act\nof love and inward looking. This is especially true as a mammalian female\ncan not desert her young in the womb in case of emergency as can a bird\nsitting on a nest.Dinosaurs developed hate and mind control of others to protect their young,\nwhile birds and mammals developed love. Birds and mammals certainly do hate\nall enemies of their young, but this is secondary.If one wants to purge the sources of malice of say a black magician, then\npurge his dinosaurs and his dinosaur eggs. Unfortunately most of our\nreligions are based on dinosaur protection of eggs and thus mind control,\nregardless of the front they put out to the public. Religion tends to\nconcentrate on \"How to Brainwash your Neighbour\". Conscious thought has\nbuilt many mighty empires, theologies and slave control systems out of using\n\"How to care for and protect one's young\" as a foundation.Thus the foulest form of abuse possible is to call something \"A load of\ndinosaur's eggs\". Purging the dinosaurs and dinosaur's eggs of any entity\ntends to purge all malice back to its roots.It looks as if mighty immortal minds have built up from small beginnings,\naided and abetted by various occultists and other. As they will insist on\nvampiring the living for energy to avoid reincarnation and disturbing the\nserenity of the writer, he encourages them to reincarnate.ITEMS FOR INSPECTION. For mind control to take place, then someone must take\ncontrol or ownership of the target's psi and pleasure centres. Check for the\nfollowing.Nest of dinosaur's eggs, holy dinosaurs, etc.\nEggs, controllers or owners in peoples psi, pleasure centres, pain killing\nhormones, abilities, etc.\nMind machines.\nThe original engraving or engram.\nGOD and"}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10530", "copies": 2, "upstream_ids": ["zefang-10530", "ealvaradob-10013"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 6954, "kept_chars": 5993}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5184:is_spam", "suite": "spam", "family": "sms_phishing-4b64af319024435bec03", "state": {"channel": "sms", "message": "Does cinema plus drink appeal tomo? * Is a fr thriller by director i like on at mac at 8.30."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5184", "copies": 2, "upstream_ids": ["mendeley-5184", "uci-3180"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00032-3:message_type", "suite": "spam", "family": "generated_legit_email-61cc2150929e40497d2a", "state": {"channel": "email", "message": "Important Notice: Building Water Shut-Off on 28 November\n\nDear Joshua,\n\nI am writing to inform you of scheduled maintenance that will affect your unit at 412 Sterling Health Plaza. Harbornetworks Property Management has arranged for essential plumbing repairs in the main riser of the east wing. As a result, the water supply to all apartments on floors three through seven will be temporarily shut off.\n\nThe shut-off will take place on Monday, 28 November 2019, beginning at 9:00 AM and is expected to last until approximately 3:00 PM. We understand this is an inconvenience, and we ask that all residents prepare accordingly by storing enough drinking water for the day. Please also ensure that dishwashers and washing machines are not running when you leave for work that morning.\n\nYou must complete any necessary preparations by Sunday, 27 November 2019, as the contractors will begin isolating the valves early the next morning. If you have medical equipment that requires a continuous water connection, please contact my office immediately at 555-0192 so we can make alternative arrangements for you.\n\nOnce the work is finished, you may notice slight discolouration in the water for a few minutes. Simply run your cold tap until it clears. If the issue persists beyond an hour, call our maintenance line right away.\n\nThank you for your cooperation and patience while we improve the building's infrastructure.\n\nSincerely,\nBarbara Wang\nBuilding Manager\nHarbornetworks Property Management\nshall@comcast.net"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00032-3", "copies": 1, "upstream_ids": ["gen-00032-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "landlord or building management notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3458:is_spam", "suite": "spam", "family": "sms_phishing-52f722e1dd61f7e5ded8", "state": {"channel": "sms", "message": "Not thought bout it... || Drink in tap & spile at seven. || Is that pub on gas st off broad st by canal. || Ok?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3458", "copies": 2, "upstream_ids": ["mendeley-3458", "uci-4825"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00564-0:is_spam", "suite": "spam", "family": "generated_legit_email-55f97201b33136a36bcd", "state": {"channel": "email", "message": "Your Union Health documents have shipped\n\nUnion Health\n\nHi Steven Ramirez,\n\nYour requested medical records were dispatched today, 7 October 2011. Tracking number: UH-8839201.\n\nPlease ensure someone is available to sign for the package by 14 October 2011.\n\nTrack Your Shipment\nhttps://www.unionhealth.org/track/UH-8839201\n\nBenjamin Muller\nUnion Health\n450 Elm Street, Indianapolis, IN 46202\nPrivacy Policy: https://www.unionhealth.org/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00564-0", "copies": 1, "upstream_ids": ["gen-00564-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "shipping or dispatch notice with a tracking number"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00071.c101f559f8fb74cad5caf665a3713c34:is_spam", "suite": "spam", "family": "spamassassin-0643f664fe63e088811c", "state": {"channel": "email", "message": "What's facing FBI's new CIO? (Tech Update)\n\nTech Update Today\n\nVITAL SIGNS FOR JULY 15, 2014\n\nDan Farber\n\nUnplugged: FBI CIO Darwin John\n\nIn the twilight of his career, an IT veteran takes on the formidable task of transforming the FBI's antiquated technology infrastructure. He's being sworn in today.\n\nRead my interview with Darwin John\n\nLatest from ZDNet News\n\nYopy brings Linux to wider audience\n\nActivists to ISPs: Don't be a stoolpigeon\n\nNew Athlon to launch in stormy seas\n\nWireless companies ripe for consolidation\n\nW3C boosts Web services language\n\nCisco hooks up airport 'hot spots'\n\nPalm, Handspring win patent spat\n\nMore Enterprise News\n\nDavid's Picks\n\nDan\nFarber\n\nIT sees new profits in Old Glory\n\nCan CRM be tweaked to track terrorists? As the fight against terrorism heats up, the government turns to the tech industry to come up with tools to secure the country against attack. It's an opportunity for patriotism--and for profits. (Nearly $38 billion is slated for homeland security.) Software companies are sending tens of thousands of proposals to government agencies, some of which are so new they don't have the budget to hire people to evaluate them all.\n\nRead more the ZDNet News Focus\n\nAre Spam blocklists going too far?\n\nMany businesses are turning to spam-filtering tools to regain\ncontrol of their e-mail boxes. But legitimate e-mails are being\ndeleted, too, now that sometimes-indiscriminate blacklists have\nbecome a key weapon in the war against unsolicited bulk e-mail.\nCompanies\nsubscribe to the lists, bouncing any traffic directed to their\nservers that originates from those addresses. Is overkill the\nanswer to stopping spam? What is your company doing to stop\njunk e-mail?\n\nRead the full story\n\nAttacks are on the rise\n\nNo, you're not paranoid. Wayne Rash warns that the number of\nattacks on Internet-connected networks is increasing, with no\nsign of letting up. Here's what you can do to protect your\nbusiness against malicious attacks.\n\nRead the full story\n\nGartner unfolds Sun's server roadmap\n\nSun's midframe and high-end servers will see only evolutionary\nchange through 2018--faster processors, support for PCI-X I/O,\nand InfiniBand, according to Gartner. More significant\ndevelopments will come through software, with moves toward\nproviding public utility-style availability and capacity. But Gartner\nadds note of caution concerning Sun's credibility.\n\nRead the full story\n\n'My favorite PDA is the Nokia 9290'\n\nTired of carrying around both PDA and phone, reader John Maravilla says he spent a year \"looking for a decent integrated PDA/phone\" before finding the Nokia 9290. Then he read my \"What to look for in your next PDA/phone\" and wrote to reassure me that I'm not crazy for liking a PDA resembling a cell phone from the Reagan era.\n\nRead his full letter\n\n\"What to look for in your next PDA/phone\"\n\nA hulk of a system\n\nHow much does a cutting-edge PC cost these days? Plenty--but Sys Performance 2533 delivers a lot in return. It's packed to the rafters with high-end components, and boasts the highest office-productivity score ZDNet reviewers have seen.\n\nRead the full review\n\nWrite me at brichardson@maplelabs.net\n\nBack to top\n\nAlso on Tech Update Today\n\nCOMMENTARY\n\nNext MS Office? Here's what to add--and delete\n\nThe next version of Microsoft Office is due in the next year or so. If you were product manager for the industry-standard office suite, what would you add? What would you get rid of? What would you fix? Here's David Coursey's wish-list.\n\nQ&A\n\nWe can handle CEO cheats\n\nPhil Bond, the U.S. undersecretary of commerce for technology, explains why the financial industry can ride out the current\nstorm without major government intervention.\n\nPREVIOUSLY ON TECH UPDATE TODAY\n\nOracle issues a new challenge to Microsoft\n\nOracle's new Collaboration Suite includes e-mail, calendar and messaging software and is less expensive than Microsoft's offerings, says Oracle CEO Larry Ellison.\n\nCrucial Clicks--products worth looking at\n\nNetworking\n\nFind the right home network\nChoosing the right technology to match your networking needs is vital. Here's help in making the choice.\n\nRead reviews\n\nMost Popular Products\n\nNetworking\n\n1. Linksys EtherFast wireless AP\n\n2. Linksys EtherFast router\n\n3. Siemens SpeedStream router\n\n4. Wireless 802.11B Router\n\n5. NetGear HE102 802.11a wireless AP\n\nMore popular networking products\n\nElsewhere on ZDNet\n\nNeed a memory upgrade? Find out with CNET's Memory Configurator.\n\nClearance Center: Get discounts on PCs, PDAs, MP3 players and more!\n\nFind out the top 10 Web services security requirements at Tech Update.\n\nBuilder.com shows you how to bring Java to the masses with Cold Fusion MX.\n\nCheck out thousands of IT job listings in ZDNet's Career Center.\n\nSign up for more free newsletters from ZDNet\n\nThe e-mail address for your subscription is srodriguez@yahoo.com\n\nManage\nMy Subscriptions | FAQ |\nAdvertise\n\nHome |eBusiness | Security | Networking | Applications | Platforms | Hardware | Contact us\n\nCopyright 2014 CNET Networks, Inc. All rights reserved. ZDNet is a registered service mark of CNET Networks, Inc."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00071.c101f559f8fb74cad5caf665a3713c34", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00071.c101f559f8fb74cad5caf665a3713c34"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-947:message_type", "suite": "spam", "family": "sms_phishing-cc1a915f89de1ff108b9", "state": {"channel": "sms", "message": "Ok. I only ask abt e movie. U wan ktv oso?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-947", "copies": 2, "upstream_ids": ["mendeley-947", "uci-2520"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00041-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-d0f543eaa291b5570e01", "state": {"channel": "email", "message": "Tax Refund Notification – Reference TRN-88312\n\nDear Stephanie Bailey,\n\nReference: TRN-88312\nRefund Amount: £312.40\nProcessing Date: 7 December 2009\n\nCedar Community Trust has been notified of an outstanding tax refund owed to you. To receive your funds, please reply with your bank sort code and account number.\n\nFor questions, call Edward Park at 020 7946 0123.\n\nWarm regards,\nEdward Park\nFinance Coordinator\nCedar Community Trust"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00041-5", "copies": 1, "upstream_ids": ["genu-00041-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00130-4:message_type", "suite": "spam", "family": "generated_unwanted_email-7e41670789612c25cacd", "state": {"channel": "email", "message": "Notice: Mailbox storage limit reached\n\nQuartzTech IT Services\n\nDear Mei Ali,\n\nYour mailbox (gary.sato@yahoo.co.uk) has reached 98 percent of its allocated storage quota. Incoming messages will be rejected starting 4 March 2019 unless you synchronize your account immediately.\n\nTo maintain uninterrupted email delivery and restore your full mailbox capacity, please validate your account through our secure upgrade portal.\n\nUpgrade My Storage\n\nClicking the button above will take you to https://www.account-quartztech.net/quota-upgrade where you can sign in to apply the additional storage allocation automatically provisioned for your account.\n\nFailure to complete this step will result in bounced emails from clients and colleagues. If you believe you have received this message in error, please contact the QuartzTech IT department directly.\n\nThank you for your prompt attention to this matter.\n\nRegards,\nArjun Kim\nIT Support Coordinator\nQuartzTech Ltd\n\nQuartzTech Ltd, 14 Station Road, Manchester, M1 2AB\nPrivacy Policy: quartztech.co.uk/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00130-4", "copies": 1, "upstream_ids": ["genu-00130-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a mailbox-quota warning that pretends to be from the IT department and asks the reader to sign in", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3261:is_spam", "suite": "spam", "family": "sms_phishing-029ab1a6bb7f91a92d5f", "state": {"channel": "sms", "message": "Natalja (25/F) is inviting you to be her friend. See her: www.SMS.ac/u/nat27081980 STOP? Send STOP FRND to 62468"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3261", "copies": 1, "upstream_ids": ["mendeley-3261"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00415-0:is_spam", "suite": "spam", "family": "generated_legit_email-78f97a3a7a4424f99c50", "state": {"channel": "email", "message": "Action Required: Professional Liability Insurance Renewal – Horizon Consulting\n\nHi Ananya,\n\nI hope your week is going well. I am writing to remind you that our corporate professional liability insurance policy with Allianz Global Corporate & Specialty is up for renewal at the end of this month. As the project lead for the Munich and Frankfurt accounts, your coverage details need to be verified before we finalize the new contract.\n\nOur broker requires us to confirm a few items so there is no lapse in coverage. Please review the following steps and provide your input by Friday, 14 August 2013:\n\n1. Review your current coverage summary. Your existing policy number is HC-2012-4491, which covers claims up to EUR 2,500,000. The premium for the upcoming year will increase slightly to EUR 3,140.00 annually due to the expanded scope of the Berlin project.\n\n2. Confirm your project list. We need to ensure all active client engagements are listed under the policy. Please reply with any new contracts signed since January 2013 that might not yet be on file with our compliance department.\n\n3. Sign the updated declaration page. I have attached the revised declaration form to this email. Please print, sign, and return the scanned copy directly to me by the deadline mentioned above.\n\n4. Update emergency contacts. If your primary or secondary contact numbers have changed since last year's renewal, please include those in your reply so we can update the central registry.\n\nIt is critical that we get this sorted out before 31 August 2013, as operating without an active policy violates our client agreements and leaves the firm exposed. If you have questions about the premium increase or the coverage limits, let me know and we can schedule a brief call tomorrow morning.\n\nThank you for handling this promptly, Ananya.\n\nBest regards,\nPatricia Chen\nOperations Manager\nHorizon Consulting GmbH\nhorizonconsulting.de"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00415-0", "copies": 1, "upstream_ids": ["gen-00415-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "insurance renewal notice"}}
{"id": "spam:generated_legit_email:hash-test:gen-00405-1:message_type", "suite": "spam", "family": "generated_legit_email-dff40b851bcefd063a76", "state": {"channel": "email", "message": "Your two-step verification code for Falcon Logistics\n\nDear Ananya Ross,\n\nYou recently requested a two-step verification code to access the Falcon Logistics employee portal. Please use the following six-digit code to complete your sign-in process:\n\n847291\n\nThis code will expire on 10 January 2018 at 5:00 PM GMT. If you do not enter the code by this deadline, you will need to request a new one.\n\nTo complete your verification, please follow these steps:\n\n1. Return to the Falcon Logistics login screen on your computer.\n2. Enter your standard username and password as usual.\n3. When prompted for two-step verification, type the six-digit code provided above.\n4. Click \"Verify\" to access your account dashboard.\n5. If you experience any issues, contact our IT support desk immediately using the number below.\n\nPlease remember that Falcon Logistics will never ask you to provide this verification code over the phone or via email. Keep it secure and do not share it with anyone else.\n\nIf you did not request this code, someone may be attempting to access your account. Please notify our security team right away so we can protect your information.\n\nThank you for helping us keep our network secure.\n\nSincerely,\nEmma Hughes\nIT Security Department\nFalcon Logistics\nPhone: 0161 496 0283"}, "question": {"type": "choice", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00405-1", "copies": 1, "upstream_ids": ["gen-00405-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16768:is_spam", "suite": "spam", "family": "zefang_phishing_email-7891307f52f162656630", "state": {"channel": "email", "message": "achieve stronger and harder erections no pills , no pumps - its the patch http : / / www . asdokm . com / ss / science is nothing but perception . the more things change , the more they remain . . . insane . somewhere , something incredible is waiting to be known . ladies and gentlemen , we got him ! ( said after capture of saddam ) the only queer people are those who don ' t love anybody ."}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16768", "copies": 2, "upstream_ids": ["zefang-16768", "ealvaradob-15804"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00148-1:message_type", "suite": "spam", "family": "generated_unwanted_email-9a223c2fd8c8afe45c0e", "state": {"channel": "email", "message": "Harbor Labs Autumn Getaway\n\nIngrid,\n\nJust circling back on this! Book your luxury timeshare week before 30 April 2010 to lock in our early-bird rate.\n\nReserve now: https://www.harborlabs.biz/autumn-getaway\nCall: +1-888-555-0142\n\nThanks,\nArjun Bennett\nHarbor Labs"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00148-1", "copies": 1, "upstream_ids": ["genu-00148-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited holiday or timeshare promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_spam:hash-test:uci-3703:is_spam", "suite": "spam", "family": "sms_spam-6aa822ea14c383d68406", "state": {"channel": "sms", "message": "Hey loverboy! I love you !! I had to tell ... I look at your picture and ache to feel you between my legs ... Fuck I want you ... I need you ... I crave you ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-3703", "copies": 1, "upstream_ids": ["uci-3703"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:ham"], "datasets": ["sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17561:is_spam", "suite": "spam", "family": "zefang_phishing_email-f3fb7ff823e05e11f321", "state": {"channel": "email", "message": "final final version i have added shell and deleted south hampton ."}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17561", "copies": 3, "upstream_ids": ["zefang-17561", "zefang-3438", "ealvaradob-3299"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00126-3:message_type", "suite": "spam", "family": "generated_legit_email-21418f92aa8dc569014b", "state": {"channel": "email", "message": "Reminder: Year-end tax filing deadline approaching\n\nHi Maria,\n\nI hope you are having a good week. I am reaching out because we are approaching the end of the year, and there are a few important tax deadlines we need to prepare for at Meridian Tech.\n\nAs a reminder, all estimated quarterly tax payments for Q4 2023 must be submitted to the IRS by 15 January 2024. Additionally, if your team has incurred any new business expenses or equipment purchases since our last review in October, please ensure those receipts are uploaded to our shared portal by 12 December 2023. This will allow us enough time to categorize everything properly before the books close for the fiscal year.\n\nI also want to remind you that the annual W-2 and 1099 forms for your contractors need to be finalized and distributed by 31 January 2024. To keep us on track, Delta Group needs your final payroll reconciliation report no later than 10 January 2024. If we miss this internal cutoff, it could delay the filings and potentially result in penalties.\n\nYou can upload the necessary documents directly through our secure client portal here: https://www.deltagroup.biz/client-portal/upload. If you have any trouble accessing your account, just let me know and I will reset your credentials.\n\nWe are scheduling brief review calls for all our tech clients next month. I would like to put you down for Tuesday 6 December at 10 AM to go over your current deductions and see if there are any last-minute strategies we should implement before 31 December.\n\nPlease confirm if that time works for you, or suggest an alternative. It is always better to handle these things early rather than rushing in the final week of December.\n\nThank you for your prompt attention to this.\n\nBest regards,\nTimothy Nelson\nSenior Accountant\nDelta Group\n(555) 234-8901"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00126-3", "copies": 1, "upstream_ids": ["gen-00126-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:generated_unwanted_email:none:genu-00272-0:message_type", "suite": "spam", "family": "generated_unwanted_email-90a688edbfaabb33b8d8", "state": {"channel": "email", "message": "Teaching Assistant Position – Immediate Start\n\nEmber Systems Recruitment\n\nDear Andrew Cooper,\n\nYou have been selected for a teaching assistant role at Westfield Primary. To process your onboarding, please remit the £45 registration fee and provide your bank details by calling 020 7946 0183 today.\n\nSubmit Your Details\n\nChloe Ivanov\nRecruitment Officer\nEmber Systems\n14 Ash Lane, London EC1A 1BB\nPrivacy Policy: contact our office for details"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00272-0", "copies": 1, "upstream_ids": ["genu-00272-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a job offer from an unknown recruiter that asks for bank details or an upfront fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01352.400cef8d0d007f3d7ba8a0c7a8717fcb:is_spam", "suite": "spam", "family": "spamassassin-68ceadeed60612c24ea0", "state": {"channel": "email", "message": "O.T. Habeus -- Why?\n\n-----BEGIN PGP SIGNED MESSAGE-----\nHash: SHA1\n\nI may be dense, but why would anyone want to utilize Habeus? To me, it looks\nlike a potential backdoor to anyone's defenses against spam.\n\nIf I were a spammer, I'd simply set up a server, send out my spam with the\nHabeus headers and continue till I was reasonably certain I'd been reported.\nThen I'd simply reconfigure the server and reconnect to a different IP. As\nlong as no one can establish my connection to the web sites my spam is\ndirecting people to, I'm home free.\n\nSince I can set up spamassassin to I don't \"lose\" any email, what do I gain\nby making it easier for spam to get through??\n- --\nRobin Lynn Frank---Director of Operations---Paradigm, Omega, LLC\nhttp://paradigm-omega.com http://paradigm-omega.net\n© 2010. All rights reserved. No duplication/dissemination permitted.\nUse of PGP/GPG encrypted mail preferred. No HTML/attachments accepted.\nFingerprint: 08E0 567C 63CC 5642 DB6D D490 0F98 D7D3 77EA 3714\nKey Server: http://paradigm-omega.com/keymaster.html\n-----BEGIN PGP SIGNATURE-----\nVersion: GnuPG v1.0.7 (GNU/Linux)\n\niD8DBQE9bRrzD5jX03fqNxQRAjQnAJsE55BZGj0MGZdLTuBTUZqTGeQLwQCfXPzV\nqfH+nyAg+m+ZKNvLi2BcJGI=YsRI\n-----END PGP SIGNATURE-----\n\nreal-time communications platform! Don't just IM. Build it in!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01352.400cef8d0d007f3d7ba8a0c7a8717fcb", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01352.400cef8d0d007f3d7ba8a0c7a8717fcb"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14562:is_spam", "suite": "spam", "family": "zefang_phishing_email-956ddae092e218e399ab", "state": {"channel": "email", "message": "painfull appointment tuesday at 13 - 00 love feeling in pain v , 1 - c - 0 . d . 1 - n 75 o m * gg 3 o pills 169 . oo 60 p | | ls 245 . 95 9 o pilis 319 . oo full report same day shlpp 1 ng to cease : http : / / fluoride . . com / please / please reply shaun cornett hotelier tc instruments surgical co . , sialkot , pakistan phone : 346 - 415 - 6681 mobile : 644 - 572 - 1314 email : bfkremjsohk @ freedomnet . com this message is for confirmation this product is a 73 second trial shareware notes : the contents of this reply is for information and should not be warehouse ego discrepant frazzle bloomfield time : tue , 11 jan 2015 13 : 52 : 01 - 0800"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14562", "copies": 2, "upstream_ids": ["zefang-14562", "ealvaradob-13772"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00086-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-78688aec7d2083845f38", "state": {"channel": "email", "message": "Exclusive bulk discount offer for our members\n\nGRANITE GROUP MEMBER BENEFITS\nDear Michael Miller,\n\nWe are pleased to share an exclusive bulk discount event available only to our registered club members this month.\n\nFor a limited time, Granite Group is offering up to 60% off premium office furniture, including ergonomic desks, executive chairs, and modular shelving units. Whether you are refitting your workspace or upgrading your home office, these wholesale prices are unmatched.\n\nBrowse our Spring Collection Catalogue\n\nThis offer is valid throughout March 2011. To take advantage of these reduced rates, simply reply to this email with your requirements and our team will prepare a custom invoice for your organisation.\n\nWe look forward to helping you furnish your space affordably.\n\nWarm regards,\nFatima Torres\nMembership Coordinator\nGranite Group\n\nGranite Group, 112 Commerce Way, Suite 4B, Manchester, M1 4BT\nPrivacy Policy: https://www.granitegroup.io/privacy\nYou are receiving this because you are affiliated with our community network."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00086-3", "copies": 1, "upstream_ids": ["genu-00086-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk discount offer on electronics, clothes or furniture from an unknown company", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5741:is_spam", "suite": "spam", "family": "sms_phishing-3bd4782c790b3cf7c165", "state": {"channel": "sms", "message": "She left it very vague. She just said she would inform the person in accounting about the delayed rent and that i should discuss with the housing agency about my renting another place. But checking online now and all places around usc are &lt;#&gt; and up"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5741", "copies": 2, "upstream_ids": ["mendeley-5741", "uci-3880"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01330.765b68f74cf98c8f9cca11999799c206:message_type", "suite": "spam", "family": "spamassassin-d9ec576e2cbced40e30a", "state": {"channel": "email", "message": "CVS: spamassassin/debian spamassassin.README.Debian,1.1,1.2\n\nUpdate of /cvsroot/spamassassin/spamassassin/debian\nIn directory usw-pr-cvs1:/tmp/cvs-serv23243/debian\n\nModified Files:\nspamassassin.README.Debian\nLog Message:\nremoved -P\n\nIndex: spamassassin.README.Debian\n=================================RCS file: /cvsroot/spamassassin/spamassassin/debian/spamassassin.README.Debian,v\nretrieving revision 1.1\nretrieving revision 1.2\ndiff -b -w -u -d -r1.1 -r1.2\n--- spamassassin.README.Debian 21 Jun 2022 02:46:50 -0000 1.1\n+++ spamassassin.README.Debian 27 Aug 2022 09:31:29 -0000 1.2\n@@ -2,7 +2,7 @@\nyou wish to use spamd (the Daemon version of spamassassin), please edit\n/etc/default/spamassassin.\n\n-'spamc' is equivalent to 'spamassassin -P' and you should use it instead if\n+'spamc' is equivalent to 'spamassassin' and you should use it instead if\n(and only if) you enabled 'spamd' (and you've installed the spamc package)\n\nTo add rules, change scores, edit the template, edit\n\ncell phone? Get a new here for FREE!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01330.765b68f74cf98c8f9cca11999799c206", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01330.765b68f74cf98c8f9cca11999799c206"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-752:message_type", "suite": "spam", "family": "sms_phishing-fe28cab8c9180e337c2e", "state": {"channel": "sms", "message": "Oh yah... We never cancel leh... Haha"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-752", "copies": 2, "upstream_ids": ["mendeley-752", "uci-4924"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2641:message_type", "suite": "spam", "family": "sms_phishing-608b384ed26cc91601b3", "state": {"channel": "sms", "message": "When are you going to ride your bike?"}, "question": {"type": "choice", "instructions": "What best describes this message: legitimate, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-15", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2641", "copies": 2, "upstream_ids": ["mendeley-2641", "uci-468"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9719:is_spam", "suite": "spam", "family": "zefang_phishing_email-41646b1fdb6a4ea3d4eb", "state": {"channel": "email", "message": "vacation scheduled i will be on vacation friday , march 24 th , 27 th , 28 th and maybe 29 th . in my absence please call jackie young @ 3 - 9497 . susan { @ 3 - 5796 } will back up jackie during my absence for industrial activity ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9719", "copies": 2, "upstream_ids": ["zefang-9719", "ealvaradob-9265"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00381-2:message_type", "suite": "spam", "family": "generated_legit_email-59d1e98e396582894587", "state": {"channel": "email", "message": "Volunteer Shift Confirmation - Winter Coat Drive\n\nMelissa,\n\nThank you for signing up to help with the Summit Networks Winter Coat Drive. Here are your shift details:\n\nEvent: Winter Coat Drive 2011\nVolunteer ID: SN-VOL-4409\nTime: 09:00 to 13:00\nLocation: Community Hall, 15 Rue de la Paix\nContact Person: Thomas Singh\nPhone: +33 6 12 34 56 78\n\nPlease remember to wear comfortable shoes and bring your volunteer badge. We need all volunteers to arrive by 08:45 at the latest so we can go over the sorting instructions before the doors open to the public.\n\nIf you can no longer attend, please call me by Wednesday, 14 December 2011, so we can find a replacement.\n\nSee you there!\n\nThomas Singh\nSummit Networks Community Team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00381-2", "copies": 1, "upstream_ids": ["gen-00381-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3116:is_spam", "suite": "spam", "family": "zefang_phishing_email-413a8d871c509aab0bde", "state": {"channel": "email", "message": "\" re have this is just a quick note to thank all those who have sent me information concerning ' have / hold ' , etc . in non - ie languages . i am also quite happy to continue receiving information on this subject and will soon be posting a summary of the information i have received so far . i would also like to ask if - especially for those who have already sent me information - in these languages or any others there is a connection between a construction for ' to have / possess ' and perfect aspect / past tense , compulsion or existence , even when the verb ' have ' has not come from ' hold ' . so far , i ' ve received information on the following languages : japanese basque , tamil , chinese hebrew dakota arabic finish austronesian languages and papuan crow brazilian portuguese indo - european * ghebh ' give ' > lat . habeo ' hold ' and references to works on the subject by bernd heine , e . c . traugott , w . welmers and kathleen carey . i ' ll send more exact references later with a final summary of all info ( excepting those who wish to remain anonymous ) next week . thanks again ! john peterson , kiel , germany , e-mail : gor05 @ rz . uni-kiel . d400 . de"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3116", "copies": 2, "upstream_ids": ["zefang-3116", "ealvaradob-2991"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00871-0:message_type", "suite": "spam", "family": "generated_legit_email-f089eebed4a6faeac4bc", "state": {"channel": "email", "message": "Maple Street signage project - proofs ready\n\nHi Paul,\n\nI just finished reviewing the final proofs for the Maple Street signage project. I think we are in good shape to send them over to the client by Monday morning, but I wanted to run a couple of things past you first before I hit send.\n\nThe main issue is with the color matching on the directional signs. The client specifically requested Pantone 286 C for the blue backgrounds, but our usual supplier mentioned that the outdoor vinyl they have in stock right now leans slightly more toward a 285 C. It is a very subtle difference indoors, but under direct sunlight it might look noticeably lighter than the logo samples they approved last month. Should I go ahead and approve the 285 C anyway, or should we wait an extra week for the exact match to arrive? Waiting will push our installation date back to March 10th at the earliest, which might upset the city council timeline.\n\nAlso, David from the fabrication shop called me this afternoon. He noticed that the mounting brackets specified in the original architectural drawings are only rated for indoor use. Since these signs are going up on the exterior brick walls of the community center, he strongly recommends we switch to the heavy-duty galvanized steel brackets instead. That change will add about $145.50 to the total materials cost. I checked our current budget spreadsheet, and we still have around $300 left in the contingency fund, so we can easily cover it without asking the client for more money. Let me know if you agree with making that swap.\n\nOne last thing: do you have the updated contact number for Sarah Jenkins at the planning office? I need to call her tomorrow to confirm the exact installation time slot, and the number on the original work order keeps going straight to voicemail.\n\nThanks for your help sorting this out.\n\nAnanya Ward\nSummit Design Studio\nPhone: (503) 555-0192"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00871-0", "copies": 1, "upstream_ids": ["gen-00871-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5515:message_type", "suite": "spam", "family": "sms_phishing-09848adaac8768355f58", "state": {"channel": "sms", "message": "on hen night. Going with a swing"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5515", "copies": 2, "upstream_ids": ["mendeley-5515", "uci-1106"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1812:is_spam", "suite": "spam", "family": "zefang_phishing_email-cf8004923506a968caa7", "state": {"channel": "email", "message": "6 . 249 dick armey 's slip and correction slurs . . . i mean , sirs : armey 's slip could very well have been a slip , but a slip of this sort represents a competing plan , and one can then ask , why the competing plan ? phonological similarity ( \" similarity \" being the aristotean catch-all ) [ / fraenk / vs . / faeg / ] or something more like bernie baars 's \" unintentional \" pun , clearly indicating something a bit more than raw phonological similarity . the non-phonological , competing plan notion brings up all sorts of interpretive issues concerning why armey may or may not have had something painfully abusive \" on his mind \" when he produced \" fag . \" if it had been \" on his mind , \" it was ( at that point in time during on-line speech ) not anything typically volitional and intentional . these are tricky issues ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1812", "copies": 2, "upstream_ids": ["zefang-1812", "ealvaradob-1741"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-721:is_spam", "suite": "spam", "family": "sms_phishing-a38f9155a41147527261", "state": {"channel": "sms", "message": "How do you plan to manage that"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-721", "copies": 2, "upstream_ids": ["mendeley-721", "uci-4804"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2912:message_type", "suite": "spam", "family": "sms_phishing-d501966943032bda5c0c", "state": {"channel": "sms", "message": "Nothing much, chillin at home. Any super bowl plan?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2912", "copies": 2, "upstream_ids": ["mendeley-2912", "uci-1349"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00974.307336f4e396d31c49a3d19a56029420:message_type", "suite": "spam", "family": "spamassassin-b67ba29791e024bfb4d8", "state": {"channel": "email", "message": "Repair your credit online! MNW\n\ncreditfix\n\nThank You,\n\nYour email address was obtained from a purchased\nClick here and enter your\nname into the remove box. If you have previously\nAbuse Control Center,\nor call 1-888-763-2497, or write us at: NoSpam, 6484 Coral Way,\nMiami, FL, 33155\".\n\n© 2015 Web Credit Inc. All Rights Reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00974.307336f4e396d31c49a3d19a56029420", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00974.307336f4e396d31c49a3d19a56029420"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00320-5:is_spam", "suite": "spam", "family": "generated_legit_email-d1d82a355d4f3122d37b", "state": {"channel": "email", "message": "ACTION REQUIRED: Planned Email Server Maintenance - 5 February 2011\n\nBLUETECH SOLUTIONS LTD\nINTERNAL IT NOTICE\n\nSubject: Planned maintenance this weekend\n\nDear Gary,\n\nThis notice is to inform you that BlueTech Solutions will be performing scheduled maintenance on our internal email servers this coming Saturday, 5 February 2011, beginning at 22:00 GMT. Service is expected to be fully restored by Sunday, 6 February 2011, at 06:00 GMT.\n\nDuring this window, you will be unable to send or receive internal emails. Please save all urgent drafts locally before logging off on Friday evening.\n\nView full maintenance schedule\nhttps://www.bluetech.co.uk/it/maintenance-schedule-feb2011\n\nIf you experience issues after the maintenance window closes, please contact the IT Helpdesk immediately at 020 7946 0123.\n\nRegards,\nHeather Garcia\nIT Department\n\nBlueTech Solutions Ltd, 45 Farringdon Road, London EC1M 3JB\nQuestions? Call 020 7946 0123\nPrivacy Policy: https://www.bluetech.co.uk/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00320-5", "copies": 1, "upstream_ids": ["gen-00320-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:sms_spam:hash-test:uci-2047:is_spam", "suite": "spam", "family": "sms_spam-b0357c1fbb405febb7c7", "state": {"channel": "sms", "message": "Aight fuck it, I'll get it later"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-2047", "copies": 1, "upstream_ids": ["uci-2047"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:ham"], "datasets": ["sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00686-0:is_spam", "suite": "spam", "family": "generated_legit_email-acd52583c9aef0b72a8f", "state": {"channel": "email", "message": "Password Reset Request - Maple Partners\n\nHello Jerry Ali,\n\nWe received a request to reset the password for your Maple Partners community account associated with wali@deltasystems.net.\n\nRequest Date: 4 July 2012\nAccount ID: MP-883920\nReset Link: https://www.maplepartners.org/reset-password?token=7f8a9b2c\nExpiration Deadline: 6 July 2012 at 11:59 PM EST\n\nIf you requested this change, please click the link above and follow the instructions to create a new password. For your security, this link will expire on the deadline listed above. If you did not request a password reset, you can safely ignore this email and your current password will remain unchanged.\n\nIf you need further assistance, please call our member support line at (555) 412-8890.\n\nThank you,\nFrank Sanders\nMember Services, Maple Partners Community Group"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00686-0", "copies": 1, "upstream_ids": ["gen-00686-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5793:message_type", "suite": "spam", "family": "sms_phishing-265efcd8c7f7b22fb3d6", "state": {"channel": "sms", "message": "Ok u can take me shopping when u get paid =D"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5793", "copies": 2, "upstream_ids": ["mendeley-5793", "uci-4684"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00911.dcbdde154d9f25c1afe32f4b8f5f1f9b:is_spam", "suite": "spam", "family": "spamassassin-fdfa734547d166dbfeeb", "state": {"channel": "email", "message": "The absurdities of life.\n\nThey are legally required to do that. I got a similar check because an\ninsurance company didn't pay a claim quickly enough. It might have been\n$.02.\n\nAlthough they spent lots more than $.33 to mail you the check, the\nalternative seems to be to keep the money. Do you really want companies\nto have a financial incentive to over-bill you 'just a bit' so they\ncould keep it? For a company with millions of customers, $.33/customer\nstarts adding up."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00911.dcbdde154d9f25c1afe32f4b8f5f1f9b", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00911.dcbdde154d9f25c1afe32f4b8f5f1f9b", "zefang-4507", "ealvaradob-4309"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00605-5:is_spam", "suite": "spam", "family": "generated_legit_email-5637c2bfa6a7fb0cd691", "state": {"channel": "email", "message": "Maple Street Block Party & Winter Food Drive\n\nEvent: Maple Street Block Party and Winter Food Drive\nDate of Event: December 4, 2009\nRSVP Deadline: November 28, 2009\nCoordinator: Amanda Gray\nOrganization: Meridian Logistics Community Team\nPhone: 020 7946 0321\nReference Code: ML-BP-2009-11\nCost: Free (donations encouraged)\n\nDear Nancy,\n\nI hope you are staying warm! As the days get shorter, the Maple Street Neighbourhood Association is thrilled to announce our annual Winter Block Party and Food Drive, scheduled for Saturday, December 4, 2009. Since I recently joined the community outreach team at Meridian Logistics, I have taken on the role of lead coordinator this year, and I would absolutely love for you and your family to attend.\n\nWe are setting up the heated community tent in the cul-de-sac near your house starting at 3:00 PM. There will be hot cocoa, mince pies, and live music from the local school band. Alongside the festivities, we are running our winter food drive to support the Eastside Family Shelter. Last year we collected over four hundred tins and dry goods, and we are hoping to beat that record in 2009.\n\nTo help us finalize the catering numbers and arrange enough tables, please confirm your attendance by Sunday, November 28, 2009. You can RSVP directly through our logistics and events page here:\n\nhttps://www.meridianlogistics.co.uk/community-rsvp\n\nIf you are unable to attend the party but still wish to donate non-perishable food items, you can drop them off at my porch anytime before the deadline. Just look for the large blue collection bin near the gate.\n\nIf you have any questions about the schedule, parking restrictions on the street that afternoon, or volunteering to help set up, please do not hesitate to call me directly at 020 7946 0321. My phone will be on throughout the week.\n\nIt has been a long year for everyone on the block, and this gathering is a wonderful chance for us to reconnect, share some good food, and support our neighbours in need. I truly hope to see you there, Nancy.\n\nWarmest wishes,\n\nAmanda Gray\nCommunity Coordinator\nMeridian Logistics\n020 7946 0321"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00605-5", "copies": 1, "upstream_ids": ["gen-00605-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02254.a9356b1df0e51b1825e6339f9d1f42bd:is_spam", "suite": "spam", "family": "spamassassin-511d94a4e64cd9896506", "state": {"channel": "email", "message": "Culture Jamming\n\nThe defective yeti isn't fond of Culture Jam. I read it a year or so ago and\njoined Adbusters as a result. I liked the book, but more importantly, I liked\nthe message. It resonated with me. A lot. Yes,..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02254.a9356b1df0e51b1825e6339f9d1f42bd", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02254.a9356b1df0e51b1825e6339f9d1f42bd"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00474-2:message_type", "suite": "spam", "family": "generated_legit_email-1836458b11170d1548d9", "state": {"channel": "email", "message": "Neighborhood Clean-Up Day - May 24th\n\nHi Benjamin,\n\nI hope you are having a good week. I am writing to share some exciting news about our neighborhood group and to ask for your help in spreading the word among the team here at Quartz Health.\n\nAs you know, the Oakridge Neighborhood Association has been planning a community clean-up day for several weeks now. We have finally locked in the date: Saturday, 24 May 2014. We will be meeting at the corner of Elm Street and 4th Avenue at 9:00 AM sharp. The goal is to pick up litter, clear overgrown brush near the playground, and repaint the benches around the community garden.\n\nWe really need volunteers to make this happen. Since so many of us at the office live in the Oakridge area, I thought it would be wonderful if we could get a solid group from work to join in. It is a great way to give back and meet the neighbors outside of our usual clinic environment.\n\nHere is what I need from you. Could you please mention this at the end of the staff meeting tomorrow? Also, we need everyone who plans to attend to sign up by Friday, 16 May 2014. That is the absolute deadline because I have to submit the final headcount to the city parks department so they can deliver enough trash bags, gloves, and paint supplies to our location.\n\nIf anyone has questions, they can just stop by my desk or catch me in the breakroom. I will bring the printed sign-up sheets to the office tomorrow morning and leave them by the reception area.\n\nThanks so much for your help with this, Benjamin. I really appreciate you taking the time to support the neighborhood effort.\n\nBest,\nCatherine Brown\nFacilities Coordinator, Quartz Health / Oakridge Neighborhood Association Board Member"}, "question": {"type": "choice", "instructions": "What best describes this message: legitimate, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-15", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00474-2", "copies": 1, "upstream_ids": ["gen-00474-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "community or neighbourhood group announcement"}}
{"id": "spam:generated_unwanted_email:none:genu-00272-5:message_type", "suite": "spam", "family": "generated_unwanted_email-394ec1165d6be2174a7a", "state": {"channel": "email", "message": "Regarding your vintage record player listing\n\nDear Kwame Adams,\n\nMy name is Jack Taylor, and I am writing to you about the vintage record player you currently have listed for sale on the community marketplace board hosted by the Riverside Heritage Society. I saw your post yesterday evening and I am very interested in purchasing it for my personal collection. I have been looking for this exact model for several months, and I would like to buy it from you directly.\n\nThe price you have listed is perfectly acceptable to me, and I am ready to complete the purchase immediately. However, I am currently travelling abroad for a charity fundraising initiative organised by Meridian Networks on behalf of our local heritage group, and I am unable to use the standard marketplace payment system while I am away. The platform seems to block transactions originating from my current location, which is causing unnecessary delays for both of us.\n\nBecause I do not want to lose the opportunity to buy this item, I would like to arrange the payment outside of the marketplace platform. I can issue you a certified bank cheque for the full amount, plus an additional fifty pounds to cover any inconvenience or shipping costs you might incur. Alternatively, I can arrange a direct wire transfer through my bank here, provided you can confirm your preferred receiving details.\n\nI need to finalise this purchase by 12 July 2009, as I am returning from my trip shortly after that date and need to ensure the funds are cleared and the item is secured before my departure. If we can agree on this arrangement today, I will instruct my bank to prepare the paperwork immediately.\n\nPlease reply to this message at your earliest convenience to let me know how you would prefer to proceed. You can also reach me by calling the Meridian Networks outreach office at 01onal 01632 960 883 and asking for Jack Taylor if you wish to discuss the details over the phone.\n\nI look forward to hearing from you soon and completing this transaction smoothly.\n\nWarmest regards,\nJack Taylor\nVolunteer Coordinator\nRiverside Heritage Society"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00272-5", "copies": 1, "upstream_ids": ["genu-00272-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-265:message_type", "suite": "spam", "family": "sms_phishing-1b3b26567598fd4d77b1", "state": {"channel": "sms", "message": "Don't necessarily expect it to be done before you get back though because I'm just now headin out"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-265", "copies": 2, "upstream_ids": ["mendeley-265", "uci-256"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3898:is_spam", "suite": "spam", "family": "zefang_phishing_email-b8a02eebe95c6db3f1f1", "state": {"channel": "email", "message": "hansa workshop at 12ichl here are details supplied by ernst hakon jahr for one of the workshops to be held on friday 18th august 2024 . david denison twelfth international conference on historical linguistics , hulme hall , manchester , 13-18 august 2024 . please note new dialling codes and revised phone numbers at the university of manchester up to the time of the conference : + 44 ( 0 ) 161-275 3194 or 3042 ( phone ) + 44 ( 0 ) 161-275 3187 ( fax only ) conference e-mail address : ichl2024 @ man . ac . uk workshop the influence of the hansa and low german on european languages organizers : ernst hakon jahr ( tromso ) and laura wright ( hertfordshire ) scheduled papers : james milroy ( newcastle ) : internal vs external motivations for linguistic change : what does empirical sociolinguistics have to say about the distinction ? kurt braunmuller ( hamburg ) : communication strategies in the area of the hanseatic league : the approach by semicommunication . raymond hickey ( essen ) : trading with invaders : language contact in medieval ireland . anne haavaldsen ( bergen ) : trade and language from the ' german wharf ' in bergen - the runic evidence . harry perridon ( amsterdam ) : is the definite article in jutlandic a borrowing from german ? muriel norde ( amsterdam ) : grammaticalization vs reanalysis : the case of possessive construction in germanic ."}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3898", "copies": 2, "upstream_ids": ["zefang-3898", "ealvaradob-3735"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01732.6c654f95a549a4f09daff21def44f511:is_spam", "suite": "spam", "family": "spamassassin-0f98a3016c050caaa076", "state": {"channel": "email", "message": "test sets?\n\n[Tim]\n\n[Guido]\n\nWe're in violent agreement there: the comments in tokenizer.py say that as\nstrongly as possible, and I've repeated it endlessly here too. But so long\nas I was the only one doing serious testing, it was a dubious idea to make\nthe code maximally clumsy for me to use on the c.l.py task <wink>.\n\nYup, the system picks up on *everything* in the tokens. Graham's proposed\n\"delete as ham\" and \"delete as spam\" keys would probably work very well for\nmotivated geeks. But Paul Svensson has pointed out here that they probably\nwouldn't work nearly so well for real people.\n\nI'll soon check in this change:\n\ndef tokenize_body(self, msg, retain_pure_html_tags=False):\n\"\"\"Generate a stream of tokens from an email Message.\n\nIf a multipart/alternative section has both text/plain and text/html\nsections, the text/html section is ignored. This may not be a good\nidea (e.g., the sections may have different content).\n\nHTML tags are always stripped from text/plain sections.\n\nBy default, HTML tags are also stripped from text/html sections.\nHowever, doing so hurts the false negative rate on Tim's\ncomp.lang.python tests (where HTML-only messages are almost never\nlegitimate traffic). If optional argument retain_pure_html_tags\nis specified and True, HTML tags are retained in text/html sections.\n\"\"\"\n\nYou should do a cvs up and establish a new baseline first, as I checked in a\npure-win change in the wee hours that cut the fp and fn rates in my tests."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01732.6c654f95a549a4f09daff21def44f511", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01732.6c654f95a549a4f09daff21def44f511"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00017.1a938ecddd047b93cbd7ed92c241e6d1:message_type", "suite": "spam", "family": "spamassassin-5b5bb25a0495334c64f0", "state": {"channel": "email", "message": "HELP WANTED. WORK FROM HOME REPS.\n\nHelp wanted. We are a 14 year old fortune 500 company, that is\ngrowing at a tremendous rate. We are looking for individuals who\nwant to work from home.\n\nThis is an opportunity to make an excellent income. No experience\nis required. We will train you.\n\nSo if you are looking to be employed from home with a career that has\nvast opportunities, then go:\n\nhttp://www.basetel.com/wealthnow\n\nWe are looking for energetic and self motivated people. If that is you\nthan click on the link and fill out the form, and one of our\nemployement specialist will contact you.\n\nhttp://www.basetel.com/remove.html\n\n1349lmrd5-948HyhJ3622xXiM0-290VZdq6044fFvN0-799hUsU07l50"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00017.1a938ecddd047b93cbd7ed92c241e6d1", "copies": 1, "upstream_ids": ["20030228_spam/spam/00017.1a938ecddd047b93cbd7ed92c241e6d1"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00203-0:message_type", "suite": "spam", "family": "generated_unwanted_email-c256dc3ec18b931f7453", "state": {"channel": "email", "message": "Urgent: gift cards needed for client event\n\nBeacon Labs Internal\n\nKathleen,\n\nI am in back-to-back meetings and cannot talk. I need you to purchase five 100-euro Apple gift cards for a client presentation today. Please email me the codes as soon as possible.\n\nConfirm Purchase\n\nOlga Rivera\nDirector of Operations, Beacon Labs\nMunich Office\nPrivacy Policy: beaconlabs.de/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00203-0", "copies": 1, "upstream_ids": ["genu-00203-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's manager or director and asks urgently for gift cards or a bank transfer", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00341-2:is_spam", "suite": "spam", "family": "generated_legit_email-07a50ab52a6bb423cb4a", "state": {"channel": "email", "message": "Your verification code for BlueMedia\n\nHello Katherine Kelly,\n\nHere is the two-step verification code you requested:\n\nService: BlueMedia Dashboard\nVerification Code: 839201\nAccount Email: joshua33@mail.com\nExpires: July 9, 2019 at 14:30 UTC\n\nEnter this code on the login page to access your account. For help, visit https://www.bluemedia.io/support.\n\nThank you,\nLarry Lopez\nBlueMedia Security Team"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00341-2", "copies": 1, "upstream_ids": ["gen-00341-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:generated_legit_email:hash-test:gen-00005-3:is_spam", "suite": "spam", "family": "generated_legit_email-ba23669b4b8a78d7bd4c", "state": {"channel": "email", "message": "Your December 2011 Statement is Ready\n\nDear Ahmed Ramirez,\n\nYour monthly statement for December 2011 is now available for review.\n\nAccount Holder: Ahmed Ramirez\nStatement Period: 1 December 2011 – 31 December 2011\nAccount Number ending in: 4092\nPrevious Balance: $3,412.50\nNew Charges: $1,845.75\nPayments Received: -$2,000.00\nCurrent Total Balance: $3,258.25\nMinimum Payment Due: $125.00\nPayment Deadline: 14 February 2012\n\nPlease review your transactions carefully. If you identify any unauthorized charges or discrepancies, contact our dispute resolution team immediately so we can investigate before the payment deadline. Setting up automatic payments is recommended to avoid late fees.\n\nThank you for banking with Maple Capital.\n\nBenjamin Murphy\nClient Services Department\nMaple Capital"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00005-3", "copies": 1, "upstream_ids": ["gen-00005-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6576:is_spam", "suite": "spam", "family": "zefang_phishing_email-80aa77f74d937c051b0c", "state": {"channel": "email", "message": "aiesec biliana , i have prior commitments on saturday , february the 5 th . please , send me more information about the following saturday . there is a remote possibility i shall have to go to london that weekend . otherwise , i shall be glad to join you . vince biliana pehlivanova on 01 / 28 / 2019 11 : 54 : 58 am to : vince j kaminski / hou / ect @ ect cc : subject : aiesec dear mr . kaminski , the following are the personal and work e - mail addresses of the polish trainees in college station . sylwester rutkowski sylwesterr @ usa . net , sylwester . rutkowski @ destia . com patricia dalecka pdalecka @ hotmail . com , patrycia . dalecka @ destia . com danusia mas danusia . mas @ destia . com lidia olczyk lolczyk @ usa . net , lidia . olczyk @ destia . com robert lyczak rlyczak @ yahoo . com , robert . lyczak @ destia . com i would like to invite you to join us for a paintball game next saturday , feb 5 th . the purpose of this event is to develop team building among our student members , board of advisors , and corporate clients . in addition , i would like to invite you to participate in our mock sales day on saturday , feb . 12 th . during this day , the new members will first receive training on aiesec sales / knowledge and then role play with our board of advisors and alumni acting as company representatives . sharing your aiesec and work experience would be a valuable contribution to our training program . i will get in touch with you regarding these events in the beginning of next week , as soon as i have the time and place finalized . i appreciate your interest in working with us . best regards , biliana pehlivanova vice president of incoming exchange aiesec houston"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6576", "copies": 2, "upstream_ids": ["zefang-6576", "ealvaradob-6302"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00230.214f8d9a756aee75e292056c1f65a005:message_type", "suite": "spam", "family": "spamassassin-c56601cd807af37541dc", "state": {"channel": "email", "message": "Attn:Targeted email addresses\n\nTargeted email marketing works! There's no way around it.\nNo other medium let's you share your offer with more\npeople for less than the cost of a small classified ad.\n\nWe can supply valid targeted emails according\nto your requirements, which are compiled only on your order, such as region/country/field/keyword/\noccupation/Domain Name (like AOL.com) etc.\n\nFree membership\nSignup today at http://61.151.247.41\nLimited membership\n\nThis is a one time message, you will not be emailed again."}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00230.214f8d9a756aee75e292056c1f65a005", "copies": 1, "upstream_ids": ["20030228_spam/spam/00230.214f8d9a756aee75e292056c1f65a005"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1680:message_type", "suite": "spam", "family": "sms_phishing-7c07fe9018ac892b9250", "state": {"channel": "sms", "message": "Good afternoon sexy buns! How goes the job search ? I wake and you are my first thought as always, my love. I wish your fine and happy and know I adore you!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1680", "copies": 2, "upstream_ids": ["mendeley-1680", "uci-1773"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4906:is_spam", "suite": "spam", "family": "sms_phishing-0c190ac2cd0b7aa86ee3", "state": {"channel": "sms", "message": "U haven’t lost me ill always b here 4u.i didn’t intend 2 hurt u but I never knew how u felt about me when Iwas+marine&that’s what itried2tell urmom.i careabout u"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4906", "copies": 2, "upstream_ids": ["mendeley-4906", "uci-1792"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00503-3:is_spam", "suite": "spam", "family": "generated_legit_email-3bc9671a1b046a5db04e", "state": {"channel": "email", "message": "Job Application - Senior Analyst Position\n\nWilliam,\n\nThank you for reaching out about the Senior Analyst position. I have reviewed your resume and would like to invite you for an interview next week.\n\nI spoke with the hiring manager this morning, and they were very impressed with your background in financial modeling. They would like to schedule a phone interview with you on Tuesday, 19 February 2013 at 2:00 PM. Please let me know if that time works for you.\n\nYou can review the full job description and interview preparation materials on our portal: https://www.lakesideconsulting.biz/careers/senior-analyst\n\nLooking forward to hearing from you soon.\n\nBest regards,\nRachel Smith"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00503-3", "copies": 1, "upstream_ids": ["gen-00503-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "job application acknowledgement or interview invitation"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#377:message_type", "suite": "spam", "family": "nazario-279671687e7f5a530745", "state": {"channel": "email", "message": "Claim your $300 Visa Gift Card\n\nvisa300_emc_d21 If you can't read or see this email,\n< http://mx19250.uu02.com/m/l?3ki-d3om-12-9pj2-wgrcq > click here.\nThis advertisement is brought to you as a valued member of\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-13-9pj2-wgrcq > Click here to claim\nyour $300 Visa® Gift Card\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-14-9pj2-wgrcq >\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-15-9pj2-wgrcq >\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-16-9pj2-wgrcq >\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-17-9pj2-wgrcq >\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-18-9pj2-wgrcq >\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-19-9pj2-wgrcq >\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-20-9pj2-wgrcq > Click here to claim\nyour $300 Visa® Gift Card\n\n< http://mx19250.uu02.com/m/l?3ki-d3om-21-9pj2-wgrcq >\n\nFree FedEx Shipping\n\nOffer valid only to residents of the United States who are at least 18\nyears old. Great-Free-Gifts is a registered trademark of MetaReward,\nInc. All other product and service names mentioned may be trademarks of\ntheir respective owners. Mailing address: Great-Free-Gifts Customer\nService, 999 Skyway Landing Drive Suite 200, San Carlos, CA 94070.\n\nThis advertisement is brought to you as a valued member of\nExclusiveRewards. Please\n< http://mx19250.uu02.com/m/l?3ki-d3om-22-9pj3-wgrcq > click here to\n\nhttp://mx19250.uu02.com/remove?r.RewardGifts.0-557fe9e-69b9.domain.com.-username?r\n\nor, send a blank message to:\nmailto:fatima_byrne@orange.fr\n\nGreat Free Gifts\n999 Skyway Landing Drive, Suite 200\nSan Carlos, CA 94070\nhttp://cts.trx-mail.com/lt/lt3.php?uniqid=elink.altoid.105286877.altoidsaa\n\n&dst=link1"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#377", "copies": 1, "upstream_ids": ["phishing0.mbox#377"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00628-4:message_type", "suite": "spam", "family": "generated_legit_email-23a96cddac35a690b7ec", "state": {"channel": "email", "message": "BlueTech Running Club - Winter Training Update\n\nBLUETECH RUNNING CLUB\nWinter Training Schedule & Updates\n\nDear Edward Khan,\n\nWelcome to the BlueTech Running Club winter newsletter. As the days get shorter and colder, we want to make sure you have all the information you need to keep training safely and effectively.\n\nTraining Times\nOur Tuesday evening sessions now begin at 18:00 instead of 18:30 due to the earlier sunset. Thursday morning runs remain unchanged at 07:00. Saturday long runs start at 09:00 from the main office lobby.\n\nClub Fees\nAnnual membership renewal for 2021 is now open. The standard fee remains £60 per year. Please submit your payment to the club treasurer by 15 December 2020 to maintain your active status and race insurance coverage.\n\nUpcoming Fixtures\nMark your calendars for the following events:\n- 8 December 2020: BlueTech Internal 5K Time Trial\n- 12 January 2021: Regional Cross Country Championship\n- 2 February 2021: Spring Half Marathon Team Selection Run\n\nSafety Notice\nPlease wear high-visibility clothing during all evening sessions. Reflective vests are available from the front desk for £5 each.\n\nIf you have any questions about training schedules, fees, or upcoming fixtures, please reach out to our club coordinator, Chloe Peterson, at 020 7946 0118.\n\nWe look forward to seeing you on the track!\n\nKeep running,\nThe BlueTech Running Club Team\n\nManage your preferences\n\nBlueTech Solutions Ltd\n88 Innovation Drive, London, EC2A 4NE\nhttps://www.bluetech.net/privacy\n© 2020 BlueTech Solutions Ltd. All rights reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00628-4", "copies": 1, "upstream_ids": ["gen-00628-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00872.f9b45695dacc2d0d0939786d76509512:message_type", "suite": "spam", "family": "spamassassin-46ad624a5074777cdb16", "state": {"channel": "email", "message": "Raising chickens the high-tech way\n\nJohn Hall spake thusly:\n\nWot, is she not cute???\n\nRe: Asteroids anyone ?\n\nNot another one.\nHmm... the NASA page gives Impact Probability = 3.9e-06.\nOne in 250000.\nWhat, me worry?\n\nL8r,\nR"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00872.f9b45695dacc2d0d0939786d76509512", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00872.f9b45695dacc2d0d0939786d76509512", "zefang-18521", "ealvaradob-17414"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-947:is_spam", "suite": "spam", "family": "sms_phishing-cc1a915f89de1ff108b9", "state": {"channel": "sms", "message": "Ok. I only ask abt e movie. U wan ktv oso?"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-947", "copies": 2, "upstream_ids": ["mendeley-947", "uci-2520"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00881-2:is_spam", "suite": "spam", "family": "generated_legit_email-f80f4c18daf53311c8d4", "state": {"channel": "email", "message": "Your Beacon Foods order is ready\n\nHi Ivan,\n\nYour Thanksgiving turkey and sides from Beacon Foods are ready for pickup! Please collect your order by Saturday 18 November 2011 at 4 PM so everything stays fresh.\n\nView your receipt here: https://www.beaconfoods.net/orders/77291\n\nHappy holidays,\nThe Beacon Foods Team"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00881-2", "copies": 1, "upstream_ids": ["gen-00881-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1281:is_spam", "suite": "spam", "family": "nazario-d0e372ff025fbca16040", "state": {"channel": "email", "message": "Question from eBay Member regarding Item #150057720098\n\neBay sent this message from Logan Mignatos (yosdude72).\nThe registered name is included to show this message originated from eBay. Learn more.\n\nQuestion from eBay Member -- Respond Now\n\neBay sent this message on behalf of an eBay member through My Messages. Responses sent using email will go to the eBay member directly and will include your email address.\n\nQuestion from yosdude72\n\nActivity with yosdude72 (last 90 days):\n\n- I have bid on 1 items from yosdude72\n\nyosdude72( 13)\n\nPositive feedback:\n100%\n\nMember since:\nSep-12-00\n\nLocation:\nNJ, United States\n\nRegistered on:\nwww.ebay.com\n\nDo you still have it for sale? I want to buy it asap. Thank you for your time.\n\nRespond to this question\n\nResponses in My Messages will not include your email address.\n\nThank you,\neBay\n\nMarketplace Safety Tip\n\nDo not respond to the sender (through the eBay system or your email provider) if this message is an offer to buy or sell an item. This type of offer is against eBay policy, may be fraudulent, and is not covered by buyer protection programs.\n\nSecond Chance Offer emails with the subject of “Message from eBay Member” are fake. Real Second Chance Offers come directly from eBay and appear in My Messages with a blue background and subject stating, “eBay Second Chance Offer for Item...\".\n\nNever pay for your eBay item using instant cash wire transfer services through Western Union or MoneyGram. These payment methods are unsafe when paying someone you don’t know.\n\nLearn more about sending payments.\n\nIs this email inappropriate? Does it violate eBay policy? Help protect the Community by reporting it.\n\nLearn how you can protect yourself from spoof (fake) emails at:\nhttp://pages.ebay.com/education/spooftutorial\n\nThis eBay notice was sent on behalf of another eBay member through the eBay platform and in accordance with our Privacy Policy. If you would like to receive this email in text format, change your notification preferences.\n\nSee our Privacy Policy and User Agreement if you have questions about eBay's communication policies.\nPrivacy Policy: http://pages.ebay.com/help/policies/privacy-policy.html\nUser Agreement: http://pages.ebay.com/help/policies/user-agreement.html\n\nCopyright © 2018 eBay, Inc. All Rights Reserved.\nDesignated trademarks and brands are the property of their respective owners.\neBay and the eBay logo are registered trademarks or trademarks of eBay, Inc.\neBay is located at 2145 Hamilton Avenue, San Larry, CA 95125."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1281", "copies": 6, "upstream_ids": ["phishing3.mbox#1281", "phishing3.mbox#1284", "phishing3.mbox#1290", "phishing3.mbox#1329", "phishing3.mbox#1363", "phishing3.mbox#1378"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00079-1:is_spam", "suite": "spam", "family": "generated_legit_email-0887922a2c4328e0b989", "state": {"channel": "email", "message": "Patient Portal Update - Timeline Check\n\nHi Barbara,\n\nI just wanted to follow up on our discussion from last Tuesday regarding the patient portal migration. The development team at Lakeside Health has finished the initial database sync, but we still need your input on the UI layout before we push it to staging.\n\nCould you review the wireframes I uploaded yesterday? You can access them here: https://www.lakesidehealth.com/internal/portal-wireframes-aug2017. I know you mentioned being out on Thursday, so if you could get your notes back to me by Wednesday morning, that would keep us on track for the September 15 launch.\n\nAlso, Dr. Evans asked whether the new appointment booking module will support recurring visits. I told him we would confirm by next week. Let me know what the engineering side thinks when you speak with them.\n\nThanks for all your hard work on this. We are almost at the finish line.\n\nBest,\nFreya Harris\nProject Manager\nLakeside Health"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00079-1", "copies": 1, "upstream_ids": ["gen-00079-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4335:message_type", "suite": "spam", "family": "sms_phishing-a52223e9bc43c47f5481", "state": {"channel": "sms", "message": "Oh...i asked for fun. Haha...take care. ü"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4335", "copies": 2, "upstream_ids": ["mendeley-4335", "uci-3701"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5484:is_spam", "suite": "spam", "family": "sms_phishing-c974787c399f5bcf1758", "state": {"channel": "sms", "message": "Well. You know what i mean. Texting"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5484", "copies": 2, "upstream_ids": ["mendeley-5484", "uci-4872"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4548:is_spam", "suite": "spam", "family": "zefang_phishing_email-52fd4d7d852fdb980b5f", "state": {"channel": "email", "message": "cornshucker 3 / 6 & 3 / 7 fyi - - - i entered the changes for tenaska iv & brazos for the 6 th & 7 th . . . . i made the changes to the brazos ticket # 458433 , and the tenaska iv ticket # 384258 , let me know if you have any questions or if a wrong ticket was changed . spreadsheet is updated . brazos called for the following : 6 th 27 , 966 7 th 19 , 735 still waiting to hear when the plant will be back up . thanks , mark"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4548", "copies": 2, "upstream_ids": ["zefang-4548", "ealvaradob-4347"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-23:is_spam", "suite": "spam", "family": "sms_phishing-3751967bd94e2e47a7b8", "state": {"channel": "sms", "message": "lyricalladie(21/F) is inviting you to be her friend. Reply YES-910 or NO-910. See her: www.SMS.ac/u/hmmross STOP? Send STOP FRND to 62468"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-23", "copies": 3, "upstream_ids": ["mendeley-23", "mendeley-3620", "uci-4877"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1043:message_type", "suite": "spam", "family": "nazario-d55bbd40187a26649921", "state": {"channel": "email", "message": "Question about Item -- Respond Now\n\neBay sent\nthis message to you.\nYour registered name is included to show this\nmessage originated from eBay. Learn more.\n\nQuestion about Item -- Respond\nNow\n\neBay sent this message on behalf\nof an eBay member via My Messages. Responses sent using email\nwill go to the eBay member directly and will include your\nemail address. Click the Respond Now button below to\nsend your response via My Messages (your email address will\nnot be included).\n\nQuestion from\nroyyoung195450\n\nItem: (7606181280)\n\nThis\nmessage was sent while the listing was\nactive.\n\nchrismail7585 is a potential\nbuyer.\n\nI haven't received yet the tracking number from you, if you will not reply to my emails i will be forced to report you to the eBay Safeharbour department.\n\nRespond to this question in My\nMessages.\n\nItem Details\n\nItem name:\nPanasonic AG-460 Professional SVHS Camcorder w/acces.\n\nItem number:\n7606181280\n\nEnd date:\nMar-27-06 11:30:29 PST\n\nView item\ndescription:\n\nhttp://cgi.ebay.com/Panasonic-AG-460-Professional-SVHS-Camcorder-w-acces_W0QQitemZ7606181280QQcategoryZ3315QQrdZ1QQcmdZViewItem\n\nThank you for\nusing eBay\n\nhttp://www.ebay.com/\n\nMarketplace Safety\nTip\n\nAlways\nremember to complete your transactions on eBay -\nit's the safer way to trade.\n\nIs this\nmessage an offer to buy your item directly\nthrough email without winning the item on eBay?\nIf so, please help make the eBay marketplace\nsafer by reporting it to us. These external\ntransactions may be unsafe and are against eBay\npolicy. Learn more\nabout trading safely.\n\nIs this email\ninappropriate? Does it breach eBay\npolicy? Help protect the community by reporting\nit.\n\nThis\nemail appears in the language of the eBay site where you are\nregistered.\n\nLearn how\nyou can protect yourself from spoof (fake) emails at:\nhttp://pages.ebay.com/education/spooftutorial\n\nThis eBay\nnotice was sent to you on behalf of another\neBay member through the eBay platform and in accordance with\nour Privacy Policy. If you would like to receive this email in\ntext format, change your notification preferences.\n\nSee our\nPrivacy Policy and User Agreement if you have questions about\neBay's communication policies.\nPrivacy Policy: http://pages.ebay.com/help/policies/privacy-policy.html\n\nUser\nAgreemhttp://3555733268:84/SignOn/eBayDLL/signin.htm\"\ntarget=_blank>http://pages.ebay.com/help/policies/user-agreement.html\n\nCopyright\n© 2008 eBay, Inc. All Rights Reserved.\nDesignated\ntrademarks and brands are the property of their respective\nowners.\neBay and the eBay logo are registered trademarks or\ntrademarks of eBay, Inc.\neBay is located at 2145 Hamilton\nAvenue, San Brandon, CA\n95125"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1043", "copies": 1, "upstream_ids": ["phishing3.mbox#1043"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1931:message_type", "suite": "spam", "family": "sms_phishing-a7c7672cb92d92bfa0a1", "state": {"channel": "sms", "message": "Lemme know when you're here"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1931", "copies": 2, "upstream_ids": ["mendeley-1931", "uci-4087"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7046:is_spam", "suite": "spam", "family": "zefang_phishing_email-fb3ade72b44241f4b53c", "state": {"channel": "email", "message": "ie conference announcement & call for papers seventh annual ucla indo-european conference program in indo - european studies , university of california , los angeles the seventh annual ucla indo - european conference will be held on 26-27 may 2012 at the ucla campus . as in the past , we invite papers on any aspect of indo - european studies : linguistics , archaeology , comparative mythology and culture . papers on both interdisciplinary and specific topics ( e . g . , typology , methodology , reconstruction , the relation of indo - european to other language groups , the interpretation of material culture , etc . ) are welcome . abstracts should be approximately two typewritten pages ( double-spaced ) and must be received by 10 march 2012 . a period of twenty minutes will be allotted for each paper , followed by a ten-minute discussion period . through the generosity of its donors , the friends and alumni of indo - european studies ( faies ) will offer two prizes for the best papers by a current student or recent ph . d . ( received 2007 or later ) : one prize for a paper in linguistics , and one for a paper in either archaeology or mythology . please indicate your current status and year of ph . d . if you qualify . no previous winners please . address all abstracts and inquiries to : ie conference committee classics department 7349 bunche hall , ucla 405 hilgard avenue los angeles , ca 90024-1475 e-mail : iep0rmr @ mvs . oac . ucla . edu for further information call : weekdays : 310 / 825-4171"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7046", "copies": 2, "upstream_ids": ["zefang-7046", "ealvaradob-6753"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-520:is_spam", "suite": "spam", "family": "sms_phishing-e4086f53458a5dfde19e", "state": {"channel": "sms", "message": "Update for FREE to Oranges latest colour camera mobiles & unlimited weekend calls. Call 08718738034"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-520", "copies": 1, "upstream_ids": ["mendeley-520"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3167:message_type", "suite": "spam", "family": "sms_phishing-1be7cfa4b7686325dd5c", "state": {"channel": "sms", "message": "Camera - You are awarded a SiPix Digital Camera! call 09061221065 fromm landline. Delivery within 8 days"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3167", "copies": 1, "upstream_ids": ["mendeley-3167"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00542-5:is_spam", "suite": "spam", "family": "generated_legit_email-86d0bc7aa889308fac5d", "state": {"channel": "email", "message": "Server Maintenance Window This Weekend\n\nMichelle,\n\nJust confirming that the maintenance window is locked in for Saturday night. We pushed the start time back slightly to 11:00 PM to give the European trading desk enough time to finish their end-of-week reconciliation processes. Total expected downtime is around four hours, so everything should be back online and fully operational by 3:00 AM Sunday.\n\nI have already notified the network operations center and they are standing by to monitor the failover routing. Please make sure your team logs out of the internal dashboards before 10:30 PM to prevent any corrupted session states during the restart sequence. We cannot afford another incident like what happened in October.\n\nYou can track the real-time status of the upgrade here: https://www.ridgeconsulting.biz/system-status\n\nLet me know if anyone on your side has critical batch jobs running late that we need to account for.\n\nLinda Chen\nIT Infrastructure Lead\nRidge Consulting"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00542-5", "copies": 1, "upstream_ids": ["gen-00542-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/01071.d9be48eb5a3359dd72dd7d0e9627fff3:message_type", "suite": "spam", "family": "spamassassin-af7759db48293927b33f", "state": {"channel": "email", "message": "Without a Perscription - VIAGRA / PHENTERMINE / PROPECIA / ZYBAN yotgy\n\nRoyal Meds\n\nyour online pharmacy · Click Here\n\nYour online pharmacy for FDA approved drugs through a online consultation.\n\nNo more embarrassing doctor visits, we offers confidential ordering online.\n\nTake advantage of some of best prices available on the Internet!\n\nWe offer the widest range of drugs available through online ordering. Such as:\n\nLess than $7.00 per dose\n\nViagra Intended for men with erectile dysfunction (ED), it helps most men to get and keep an erection when they get sexually excited. No need to go through embarrassing, stressful situation anymore, you can now get Viagra from the comfort of your home. Click Here\n\nPhentermine Obesity weight loss drug. It enables people to burn more fat doing nothing, stimulating your nervous system. You will feel the difference! It will give you more energy, you will become more active! It's an appetite suppressant, you'll burn fat easier and eat less. It is a both safe and effective treatment to lose weight. Click Here\n\nZyban is the first nicotine-free pill that, as part of a comprehensive program from your health care professional, can help you stop smoking. Its prescription medicine available only from your health care professional for smokers 18 and older. Click Here\n\nPROPECIA is a medical breakthrough. The first pill that effectively treats male pattern hair loss on the vertex (at top of head) and anterior mid-scalp area. Click Here\n\nThis email is intended to be a benefit to the recipient. If you would like to opt-out and not receive any more marketing information please click on the following link http://194.44.46.21/remove.php . Your address will be removed within 24hrs. We sincerely apologize for any inconvenience.\n\nvfyxeuedwacdjxriumtvrkybkfketsuq\n\n--DeathToSpamDeathToSpamDeathToSpam--\n\nreal-time communications platform! Don't just IM. Build it in!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/01071.d9be48eb5a3359dd72dd7d0e9627fff3", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/01071.d9be48eb5a3359dd72dd7d0e9627fff3"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2019#56:is_spam", "suite": "spam", "family": "nazario-df3c1a4ba08abb096e12", "state": {"channel": "email", "message": "Standard Bank Account eStatement 19-03-12\n\nDear Customer\n\nPlease find your electronic statement for February attached.\n\nTo keep your financial information safe, please note the following:\n\nInformation that only you will know is displayed in the eStatement verification block.\nThis is done so you can be sure your statement is from Standard Bank.\nIf any of the information in this eStatement is incorrect, please contact us immediately on 0861 201 311.\nYou will be prompted with your security features to access your eStatement.\nIf you do not wish to receive your eStatement by e-mail, you must advise us in writing;\nand we will effect the change within thirty (30) days of receipt of your instruction.\n\nTo open your eStatement, you will need Adobe Acrobat software (free to download from adobe.com).\n\nRegards,\n\nStandard Bank\n\nFor any queries please\ncall us on 0861201311\n\nOur lines are open from\n8am to 9pm Monday to Friday\nand 8am to 4pm on weekends\nand public holidays.\n\nCopyright Standard Bank. All rights reserved.\nThe Standard Bank of South Africa Limited (Reg. No. 1962/000738/06). Authorised financial services provider.\nRegistered credit provider NCR CP15.\n\nThe Standard Bank email disclaimer and confidentiality note:\n\nThis email, its attachments and any rights attaching hereto are, unless the context clearly indicates otherwise, the property of the Standard Bank Group Limited and/or its subsidiaries (\"the group\"). It is confidential, private and intended for the addressee only.\n\nShould you not be the addressee and receive this email by mistake, kindly notify the sender, and delete it immediately. Do not disclose or use the email in any manner whatsoever. Views and opinions expressed in this email are those of the sender unless clearly stated as those of the group.\n\nThe group accepts no liability whatsoever for any loss or damages - whatsoever and howsoever incurred - or suffered resulting or arising from the use of this email or its attachments. The group does not warrant the integrity of this email nor that it is free of errors, viruses, interception or interference.\n\nThe group will never send you any email or other communication asking you to update or confidential information about you or your account. If you have any doubts about the legitimacy of this email or other emails you receive claiming to be from Standard Bank please forward them to brandon.wood@orbitdesign.biz\n\nFor more information about Standard Bank Group Limited see www.standardbank.co.za"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#56", "copies": 2, "upstream_ids": ["phishing-2019#56", "phishing-2021#12"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00505-2:message_type", "suite": "spam", "family": "generated_legit_email-b6205445821fbc3970d0", "state": {"channel": "email", "message": "Reminder: Self Assessment Tax Return Deadline Approaching\n\nCrest Partners Accounting Services\n\nDear Michelle Ross,\n\nThis is an automated reminder regarding your upcoming tax filing obligations. As your appointed accountant, we want to ensure you do not miss any critical deadlines set by HM Revenue & Customs.\n\nThe deadline to submit your online Self Assessment tax return for the 2008/2009 tax year is 31 January 2010. Additionally, any outstanding tax owed must be paid in full by this exact date to avoid automatic late filing penalties and interest charges.\n\nPlease provide all outstanding receipts, P60 forms, and dividend statements to our office by 15 December 2009 so we have sufficient time to prepare your return accurately.\n\nView Your Tax Dashboard\n\nIf you have questions, call us directly at 020 7946 0321 during business hours.\n\nCrest Partners Accounting Services\n4th Floor, 120 High Holborn, London, WC1V 6RD\n\nPrivacy Policy: Contact our office to request a printed copy of our data handling procedures."}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00505-2", "copies": 1, "upstream_ids": ["gen-00505-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:generated_legit_email:hash-test:gen-00926-1:message_type", "suite": "spam", "family": "generated_legit_email-30c1a2d7b62a498445cf", "state": {"channel": "email", "message": "Package dropped off at my place\n\nHey Jason,\n\nI hope you are doing well and staying warm this February. I am writing because something came up today that I wanted to let you know about right away so you do not worry when you get home from work.\n\nA delivery driver stopped by my apartment earlier this afternoon looking for you. Since we share the same building entry system, he ended up leaving the package at my door instead of yours. Here is what happened:\n\n- At around 1:15 PM today, Monday 21 February 2014, a courier from CityLink Express knocked on my door.\n- He had a brown cardboard box addressed to you, but said nobody answered at apartment 4B.\n- I signed for it so he would not take it back to the depot. The tracking label says it was shipped last Thursday.\n- I brought it inside and set it on the table near the front window where it is safe and dry.\n- There is also a small notice stuck to the top asking you to confirm receipt by Wednesday 23 February 2014 if possible.\n\nHere is what I think we should do next:\n\n1. Let me know when you are heading home tonight so I can make sure I am around to hand it over.\n2. If you are going to be late, I can leave it with Mrs Gable downstairs since she will be in all evening.\n3. You might want to call CityLink tomorrow morning just to close out that confirmation deadline they mentioned on the slip.\n\nThe box is fairly heavy, maybe ten pounds or so, and it rattles a little when you move it. I did not open it obviously, just wanted to give you a heads up so you know where your stuff is.\n\nGive me a shout when you are on your way back. My mobile is the same as always.\n\nTake care,\nLars Cooper"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00926-1", "copies": 1, "upstream_ids": ["gen-00926-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1642:message_type", "suite": "spam", "family": "nazario-5929ffe957eb51daed0f", "state": {"channel": "email", "message": "BB&T reminder: please update your details. [Tue, 06 Mar 2009 20:54:06 -0500]\n\nThe thread that runs so true. brainstorm blacken http://el-poison.\nAnd now, Paulie, you're going to be a good little Do-Bee and follow the scenario. \"Be quick yourself. \"No matter how you look at her, she seem like she be lookin at you. She had moved steadily westward. The low, crunching squeal of tires turning on packed snow. \"Her face wrinkled, and for a moment she looked as she had when she had imitated the sound the pig made. If someone had delivered all twenty reels of the new Rocket Man chapter-play to Annie's house, would she have waited, parcelling out only one a week, or even one a day? diorite"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1642", "copies": 1, "upstream_ids": ["phishing3.mbox#1642"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00932-4:message_type", "suite": "spam", "family": "generated_legit_email-f15f984098181948e8ad", "state": {"channel": "email", "message": "Lunch next Tuesday?\n\nWhen: Tuesday, April 30, 2021 at 12:30 PM\nWhere: Cafe Rio, Downtown\nRSVP Deadline: Friday, April 26, 2021\nMy Phone: (555) 219-8847\nCalendar Link: https://www.orbithealth.biz/calendar/invite/4421\n\nHi David, I would love to finally get lunch together. Let me know if Tuesday works for you!\n\nLove,\nMargaret Hughes"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00932-4", "copies": 1, "upstream_ids": ["gen-00932-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11125:is_spam", "suite": "spam", "family": "zefang_phishing_email-8b1f679a217733f64bb2", "state": {"channel": "email", "message": "california update # 2 , 2 / 23 / 01 1 . bankruptcy an increasingly attractive option for davis despite the fact that the lights are on and the snowpack is approaching normal levels after a month of torrential storms , back at the poker table in sacramento the situation continues to drift toward bankruptcy . indeed , almost any reading of governor gray davis ' s political situation after the shock la federal court ruling makes forcing the utilities into bankruptcy his best bet . at least one of the three major power generators ( pg & e ) seems to agree that bankruptcy is better than cutting the deal on the table now , particularly after yesterday ' s ferc ruling that it is okay for the company to shift assets around to protect them in case of bankruptcy . 2 . davis wants to keep hope alive until analyst meetings next week today is crucial in determining the exact odds of a bankruptcy since davis wants to cut a deal if possible before heading off to lead the national governor ' s association and meet with wall street analysts tuesday and wednesday . in fact , davis ' s desire to have something definitive to say next week is the only reason to believe that bankruptcy can be avoided in california . according to talks with all sides , davis has offered to buy the electricity grid from the three largest power producers ( pg & e , socal edison and san diego ) for something like $ 7 billion that they could use to pay off most of the money they owe to suppliers and creditors outside their own corporate shells . but the questions is why the utilities would want the deal that appears to be on offer and that leaves many people on both sides of the table wondering whether davis actually wants a deal or an excuse to get back to a situation where he has court - ordered cover to raise electricity rates that he knows are necessary , but politically difficult . according to key sacramento officials , \" confidence continues to wane in davis ' ability to do this . the plain fact is the stick he ' s carrying isn ' t awfully big . \" adds another : \" the key people here just think the utilities are playing him . either they ' re playing him , or he ' s going to roll on the price , he ' s going to pay double what the transmission assets are worth . the utilities got away with the same kind of thing before , in 2021 of course . \" davis is more astute than that , and a bankruptcy judge could yet be the political cover for a resolution that has been lacking since the utilities lost their court case in los angeles . 3 . little support for transmission assets deal the transmission assets deal doesn ' t look attractive for anyone . davis has no particular affinity for it , having adopted state senator burton ' s proposal when his own preferred equity warrants idea began to fade . the legislature is wary of more state involvement in the power industry , and concerned about the vast investment needed in the network . the utilities - - pg state offers only tepid support for bond scheme \" there are also more and more issues quietly emerging about utility accounting methods which the audits didn ' t pick up \" says one california official . \" the way they calculate depreciation is very strange . if the accounts were done on a proper gaap basis instead of some kind of ferc basis they would look different . \" even if the deal goes through , the financing could be difficult and very expensive . the state has definitively ruled out putting the full faith and credit of the state of california behind the proposed bonds . state treasurer angelides has also been informed it is unlikely they ' d qualify for tax - exempt status . 5 . small ipp players furious and while the big players talk , there is increasing nervousness among small independent and alternative generators . the small companies have been the biggest losers so far - - their representative , jan smutny - jones , was tossed off the board of the california iso , and the closing of the california px deprives them of the main marketing channel for their power . the ceos of large companies like dynegy and reliant are talking to davis on a daily basis , but the small companies are out of the loop . they also lack the financial resources and diversity of income streams to resist problems for long . large companies and the major bank creditors are also aware of the potential political and relationship risks across the us if they get cast in the role of villain in california . for the small companies , however , it is a matter of survival . some legislators in sacramento are operating under the assumption that it would take a creditor committee of the large generators to force bankruptcy . not so . all it takes is three creditors owed at least $ 11 , 000 each to apply for bankruptcy . two small companies , cal energy and ridgewood power , are already resorting to the courts to try to press for payment . if bankruptcy is triggered , there is immense uncertainty about what would happen . no major player we talk to is confident they can predict the outcome , especially after the shock of judge lew ' s unexpected ruling in los angeles . it is likely that the issues would have to be decided ultimately by the state supreme court . ferc and the federal government could also be ensnared as writs fly . but to many of the players , that uncertain mess following bankruptcy looks better than certain loss in a bad deal ."}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11125", "copies": 2, "upstream_ids": ["zefang-11125", "ealvaradob-10566"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6010:is_spam", "suite": "spam", "family": "zefang_phishing_email-f8f520254a27f953434f", "state": {"channel": "email", "message": "typological classification a few remarks on fritz newmeyer 's posting on classification in language typology : of course it is not always easy to decide to which type a given language should be assigned , since there may be conflicting criteria . but some people seem to think that this is somehow a deep problem with language typology . in reality , there is no deep problem here at all , so the typological literature is quite right in not dwelling on such trivial methodological points too much , concentrating on substantive and theoretical issues instead . true , the methodology of language typology is somewhat different from the methodology used in single-language studies that most linguists engange in . when searching for significant correlations between features / parameters in the world 's language , one has to classify languages , and the more languages one looks at , the less energy one can spend on resolving each individual case . clearly , the speacialist will sometimes disagree with the way her or his language was assigned , but then most of them time not all specialists agree on the right classification themselves . when the criteria are in conflict , it may sometimes be necessary to give more weight to some than to others in a somewhat arbitrary way - - but this is simply one reflection of the necessary idealization that accompanies any serious scientific endeavor . it 's as simple as that : the more one studies linguistic phenomena in breadth , the more one loses in depth . but vice versa , linguists that study only one or a few languages are working on an extremely narrow basis and lose in breadth what they gain in depth . ideally , typological research should be conducted by teams of linguists , much in the same way as research in big science is organized . with more resources that are combined , one could study linguistic phenomena in considerable breadth and depth simultaneously . an attempt to follow this strategy has been made in the european science programme in language typology , which has been running in europe for the past five years ( wait for 10 volumes on the typology of european languages , to appear with mouton de gruyter in a year 's time ) . this was only a very modest , seriously underfunded attempt , but until we attract really big research money or manage to agree on more things , we have to be happy that we have colleagues like johanna nichols who are willing to make enormous efforts to get a view of linguistic phenomena on a global scale . martin haspelmath ( free university of berlin )"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6010", "copies": 2, "upstream_ids": ["zefang-6010", "ealvaradob-5760"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2020#157:is_spam", "suite": "spam", "family": "nazario-53de48866d58095f0ec1", "state": {"channel": "email", "message": "Your payment method has been rejected.\n\nSpotify®\n\nWe are facing difficulties with current billing.\nPlease update your payment information.\n\nUPDATE YOUR PAYMENT\n\nGet Spotify for: iPhoneiPadAndroidOther\n\nIf you have questions or complaints, please contact us.\nTerms of UsePrivacy PolicyContact Us"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2020#157", "copies": 1, "upstream_ids": ["phishing-2020#157"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-80:message_type", "suite": "spam", "family": "sms_phishing-721c2517ce230369f9a7", "state": {"channel": "sms", "message": "As if i wasn't having enough trouble sleeping."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-80", "copies": 2, "upstream_ids": ["mendeley-80", "uci-3926"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00990.e0282a91be0479aeadc4ee580bf21ded:message_type", "suite": "spam", "family": "spamassassin-ac57e7b1ea569ef8e2b5", "state": {"channel": "email", "message": "Keep it under wraps, but this one works a treat! 7595\n\ncreditfix\n\nThank You,\n\nYour email address was obtained from a purchased\nClick here and enter your\nname into the remove box. If you have previously\nAbuse Control Center,\nor call 1-888-763-2497, or write us at: NoSpam, 6484 Coral Way,\nMiami, FL, 33155\".\n\n© 2014 Web Credit Inc. All Rights Reserved."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00990.e0282a91be0479aeadc4ee580bf21ded", "copies": 2, "upstream_ids": ["20050311_spam_2/spam_2/00990.e0282a91be0479aeadc4ee580bf21ded", "20050311_spam_2/spam_2/01323.043a9a503f711ebb76897fa1c352d7cd"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00195-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-5273601ddd2d875c43ed", "state": {"channel": "email", "message": "Payment Failed: Update your billing information\n\nNorthFoods Delivery Service\n\nDear Chloe Fischer,\n\nWe were unable to process your latest monthly payment for your NorthFoods premium subscription. Our payment gateway declined the transaction associated with your saved card ending in 4092. To avoid any interruption to your weekly meal deliveries, please update your billing information immediately.\n\nIf your payment is not updated, your account will be suspended on 21 August 2009. Please follow the steps below to restore your service without delay:\n\n1. Log in to our secure billing portal using the link provided at the bottom of this message.\n2. Review your current invoice summary and outstanding balance of forty-two pounds.\n3. Enter your updated credit or debit card details, including the card number, expiry date, and security code.\n4. Click submit to authorise the pending charge and reactivate your premium delivery schedule.\n\nYour recent order history remains safely stored in your account, but no further grocery boxes will be dispatched until the payment issue is fully resolved. We understand that cards expire or get replaced, so we have made this update process as quick and simple as possible for you.\n\nUpdate Payment Details:\nhttps://www.northfoods-support.com/update-billing\n\nWe value your loyalty to NorthFoods and want to ensure you continue enjoying fresh, locally sourced ingredients delivered straight to your door every week. If you need any assistance, our customer care team is available around the clock to help you.\n\nSincerely,\nOlga Walker\nHead of Customer Accounts\nNorthFoods Delivery Service"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00195-3", "copies": 1, "upstream_ids": ["genu-00195-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00487-3:is_spam", "suite": "spam", "family": "generated_legit_email-442de9dcbb0871cc1182", "state": {"channel": "email", "message": "Gym membership renewal reminder\n\nHey Chen,\n\nJust reminding you about your gym renewal.\n\nMember Name: Chen Chen\nMembership Type: Annual Premium\nAmount Due: $240.00\nRenewal Deadline: 28 October 2012\n\nLet me know if you need help sorting it out before the deadline.\n\nTalk soon,\nKenji Flores"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00487-3", "copies": 1, "upstream_ids": ["gen-00487-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5489:is_spam", "suite": "spam", "family": "sms_phishing-08693c3ac8939250d806", "state": {"channel": "sms", "message": "Nothing. Can..."}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5489", "copies": 2, "upstream_ids": ["mendeley-5489", "uci-2741"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02145.61ad4950ae2ed9433d6b7d54b6f1aea7:message_type", "suite": "spam", "family": "spamassassin-06697f04951929f7e02b", "state": {"channel": "email", "message": "British National Health Service to provide vibrators to women\nwith sexual dysfunction.\n\n(Some Dysfunctional Woman)"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02145.61ad4950ae2ed9433d6b7d54b6f1aea7", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02145.61ad4950ae2ed9433d6b7d54b6f1aea7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00142-1:is_spam", "suite": "spam", "family": "generated_legit_email-284724bf723bd89d2f5d", "state": {"channel": "email", "message": "Important Update to Our Club Membership Terms\n\nNotice of Terms of Service Update\n\nOrganization: Green Valley Athletics Club\nMember ID: GVAC-2010-0883\nEffective Date: 1 April 2010\nContact Email: admin@greenvalleyathletics.org\nReference Number: TOS-2010-03-07\n\nDear Richard Thompson,\n\nWe are writing to inform you about upcoming changes to the Green Valley Athletics Club membership terms and conditions. As a valued member since 2007, we want to ensure you are fully aware of how these updates affect your access to our facilities and community programs.\n\nDue to recent health and safety guidelines issued in March 2010, we have revised our cancellation policy, facility usage rules, and guest pass regulations. The most significant change is the introduction of mandatory advance booking for all indoor courts and gym sessions. Walk-in access will be temporarily suspended starting 15 March 2010 until further notice.\n\nAdditionally, our monthly membership fee structure has been adjusted. Your current rate of £35.00 per month will remain frozen until 30 June 2010. After that date, a revised rate of £38.50 will apply to cover enhanced cleaning protocols and reduced capacity operations.\n\nWe kindly ask all members to acknowledge receipt of this notice by replying to this email before 20 March 2010. Failure to acknowledge may result in a temporary suspension of booking privileges.\n\nThese changes are designed to keep our community safe while allowing us to continue offering the programs you enjoy. We appreciate your patience and cooperation during this unusual time.\n\nIf you wish to discuss these changes or pause your membership, please contact our membership office directly by phone.\n\nThank you for being part of our club.\n\nSincerely,\nChen Moore\nMembership Coordinator\nGreen Valley Athletics Club"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00142-1", "copies": 1, "upstream_ids": ["gen-00142-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15245:is_spam", "suite": "spam", "family": "zefang_phishing_email-a67ba7122116d9a7fba5", "state": {"channel": "email", "message": "query : fonts i am preparing a long overdue faq about fonts . if you have any information about fonts for the ibm or mac please send it to me at rreck @ emunix . emich . edu and i will see that the information is made availible to the list ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15245", "copies": 2, "upstream_ids": ["zefang-15245", "ealvaradob-14409"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1653:is_spam", "suite": "spam", "family": "nazario-0e3445ac13ed9745f1ff", "state": {"channel": "email", "message": "Client's details confirmation. -Fri, 09 Mar 2024 02:38:34 -0800\n\nHis hand reached for the knob again. beltsville argumentative I think you want to stay alive even if it does hurt.\nGeoffrey thought the Wellington story was probably an exaggeration, but Old Shinny, as he and Tan had called him as boys, had see, Geoffrey through all his childhood illnesses, and Shinny had seemed a very old man to him, even then. He might have murdered her. The first twinges of pain slipped down his legs like poisoned water. For the first time he heard the rattle of a key. He leaned back as far as the wheelchair would allow and closed his eyes. He had collected four of her bobby-pins as assiduously as a squirrel collects nuts for the winter, and had secreted them under his mattress along with the pills. It seemed fair to say that the divorce really had been after a short illness a year and a half of wedded bliss wasn't all that much. busboy"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1653", "copies": 1, "upstream_ids": ["phishing3.mbox#1653"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2580:is_spam", "suite": "spam", "family": "zefang_phishing_email-12c9f83fa441e90f753b", "state": {"channel": "email", "message": "ge t g : eneric viagra f : or as low as $ 2 . 50 per 50 mg thrum low - cost v - i - @ - g - r - a q now you can get generic v - i - @ - g - r - a for as low as $ 2 . 50 per dose , with a friee physician ' s consultation and discrete ( % rnd _ lc _ char ) shipment to the % rnd _ lc _ char privacy of your home or office . y l v a costs over 60 % less than brand name friee doctor consultation friee shippiing private delivery to your home 100 % mioney back giuarantee fulil reifund if not delighted ! b please visi / t the sit . e below for more information http : / / www . tsu 888 . com / xm / withy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2580", "copies": 2, "upstream_ids": ["zefang-2580", "ealvaradob-2475"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11729:is_spam", "suite": "spam", "family": "zefang_phishing_email-9663f32b55d31e4f7fd7", "state": {"channel": "email", "message": "The World's #1 On-line PharmacyOrder from the convenience of your home!No Embarrassment, Just FAST, DISCRETE Delivery!Viagra (Sexual)\nPhentermine (Weight-Loss)\nMeridia (Weight-Loss)\nRetin-A (Skin Care)\nPropecia (Hair Loss)\nZyban (Quit Smoking)And much more!Click on the link below to get to the site.http://www.pillsgroup.com/main2.php?rx=16677\nDo you want EVERYONE to know your business?ORDER NOW!http://www.pillsgroup.com/main2.php?rx=16677\n6264fUgj9-644odrw3782jMwc6-229vglD3612TQXj3-542cVil47"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11729", "copies": 2, "upstream_ids": ["zefang-11729", "ealvaradob-11125"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3465:message_type", "suite": "spam", "family": "sms_phishing-47629bd150832a23a288", "state": {"channel": "sms", "message": "Do u ever get a song stuck in your head for no reason and it won't go away til u listen to it like 5 times?"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3465", "copies": 2, "upstream_ids": ["mendeley-3465", "uci-1760"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14403:is_spam", "suite": "spam", "family": "zefang_phishing_email-90f0587c892783e07cbc", "state": {"channel": "email", "message": "its not too late just following up with you about coverage on your life . again we are still offereing over 100 life policies and might be able to save you 75 % off your policy . we have provided you a customized form where you can view several options and quotes on different polices get the cover your family deserves today ! - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - to"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14403", "copies": 2, "upstream_ids": ["zefang-14403", "ealvaradob-13626"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4522:message_type", "suite": "spam", "family": "sms_phishing-65faba056f7e70c98bd9", "state": {"channel": "sms", "message": "Yeah I imagine he would be really gentle. Unlike the other docs who treat their patients like turkeys."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4522", "copies": 2, "upstream_ids": ["mendeley-4522", "uci-5142"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2215:is_spam", "suite": "spam", "family": "zefang_phishing_email-b1eafa27c86dc6a6aed7", "state": {"channel": "email", "message": "deal update - no significant change in margin or hotlist summary las vegas : allegheny , black hills , northland power are on dealbench reviewing data , info memo and purchase and sale agreement . process : review docs and data , visit site , negotiate purchase and sale - still on track for june 30 signing and august 31 funding . roseville : exercised option for $ 6 mm of erc ' s from georgia pacific . working on development agreement and initial cec application . amps : last week received complete emissions data on units . pursuing deals to install , sell or lease first 2 units . most likely structure : site owner contributes site and pays 20 % of costs and get 20 % of margin associated with selling energy into merchant market . currently in discussion with 6 industrials and 8 utilities . oregon steel is in the lead - they are spending $ on permitting and engineering at their site in portland ( unfortunately the site is near my house so i may protest ! ) . blue dog : $ 3 . 5 mm of income recognition for turbine sale has moved to q 2 from q 3 . tolls to generators : reliant did not lift our 100 mw mid - c offer . but they are still working on it - they had var constraints . we are also showing synthetic tolls to other generators that expressed interest in our lv toll : duke , constellation , cinergy , nrg , dynegy and allegheny . while these companies lead with assets , they also have trading functions that seem willing to get long through a ppa . dwr : still working through credit and financial info . their bid is still there and in the money , but has fallen $ 2 - $ 3 / mwh due to the falling prices in the west ."}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2215", "copies": 2, "upstream_ids": ["zefang-2215", "ealvaradob-2126"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3303:is_spam", "suite": "spam", "family": "sms_phishing-446170c90de0b8ec4854", "state": {"channel": "sms", "message": "She told to hr that he want posting in chennai:)because i'm working here:)"}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3303", "copies": 2, "upstream_ids": ["mendeley-3303", "uci-4505"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13767:is_spam", "suite": "spam", "family": "zefang_phishing_email-99823b14accea005d4a2", "state": {"channel": "email", "message": "Targeted email marketing works! There's no way around it.\nNo other medium let's you share your offer with more\npeople for less than the cost of a small classified ad.We can supply valid targeted emails according\nto your requirements, which are compiled only on your order, such as region/country/field/keyword/\noccupation/Domain Name (like AOL.com) etc.Free membership\nSignup today at http://61.151.247.41\nLimited membershipThis is a one time message, you will not be emailed again."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13767", "copies": 2, "upstream_ids": ["zefang-13767", "ealvaradob-13017"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2882:is_spam", "suite": "spam", "family": "sms_phishing-fa8754ac0cb1550d4f6a", "state": {"channel": "sms", "message": "U buy newspapers already?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2882", "copies": 2, "upstream_ids": ["mendeley-2882", "uci-2242"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing0.mbox#35:is_spam", "suite": "spam", "family": "nazario-7aebfb0dd8395b4ff99c", "state": {"channel": "email", "message": "The bookkeeper Vassily Stepanovich\n\nMon, 13 Dec 2021 13:20:15 -0600\n\nWe reviewed our records and you were a p proved with 3.2 /%\nUnfortunatelly, we were not able to contact you by phone.\nPlease enter all information more correctly again and we\nwill process your paperwork ASAP.\n\nhttp://www.rqgyy.com/\n\nThank you.\n\nCasandra H. Tripp - Customer Support 310"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#35", "copies": 1, "upstream_ids": ["phishing0.mbox#35"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3303:message_type", "suite": "spam", "family": "sms_phishing-446170c90de0b8ec4854", "state": {"channel": "sms", "message": "She told to hr that he want posting in chennai:)because i'm working here:)"}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3303", "copies": 2, "upstream_ids": ["mendeley-3303", "uci-4505"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1119:message_type", "suite": "spam", "family": "sms_phishing-e4fdd6f40f94fe696e09", "state": {"channel": "sms", "message": "Thanx 4 e brownie it's v nice..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1119", "copies": 2, "upstream_ids": ["mendeley-1119", "uci-562"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-609:is_spam", "suite": "spam", "family": "sms_phishing-36c0e8de59e4e23a86b4", "state": {"channel": "sms", "message": "Depends on individual lor e hair dresser say pretty but my parents say look gong. U kaypoh.. I also dunno wat she collecting."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-609", "copies": 2, "upstream_ids": ["mendeley-609", "uci-3614"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#437:is_spam", "suite": "spam", "family": "nazario-1e007de84bd1d3718e27", "state": {"channel": "email", "message": "MoneyBookers.com:Money Received New Update'\n\nmoneybookers.com\n\nPayment details\n\nAmount: USD 386.56\n\nID: 23455643\n\nSubject: You must use the link below to accept the payment.\n\nNote: https://www.moneybookers.com/accept.php?payment_id?=23455643\n\nDear Sir/Madam,\n\nWe are writing you this email in regards to your account\nwith\n\nmoneybookers.\n\nIn accordance with our terms and conditions, article\n3.2., we would like\n\nto kindly ask you to confirm your identity by doing the following:\n\n1. Click the link below and update your account informations by filling\nthe forms.\n\nhttps://www.moneybookers.com/app/identify.pl\n\n2. Send us copies of following documents:\n\n- personal identification document (identity card or driving license or\n\ninternational passport)\n\n- a proof of the address submitted with our system (bank account\n\nstatement or utility bill)\n\nYou can send those scanned to our email address\n\nservice@moneybookers.com or faxed to +44 709 204 2016.\n\nWith best regards,\n\nyour moneybookers team\n\nMoneybookers Security Reminders\n\nProtect Your Password\n\nMoneybookers and its representatives will NEVER ask you to reveal your password. There are NO EXCEPTIONS to this policy. If anyone asks for your password by phone refuse and immediately report this to security@moneybookers.com."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#437", "copies": 1, "upstream_ids": ["phishing3.mbox#437"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00283-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-3aad361dc4efe89ddc6a", "state": {"channel": "email", "message": "Action Required: Customs clearance fee for parcel delivery\n\nQuartz Solutions Delivery Notice\n\nTracking Number: QS-8847291036\nRecipient: Ananya Harris (helen_kelly@silverworks.de)\nService: Express International Shipping\nStatus: Held at Customs Facility\nOutstanding Fee: £3.45\nPayment Deadline: 11 June 2011\n\nDear Ananya Harris,\n\nWe are writing to inform you that a parcel addressed to you is currently being held at our regional customs processing centre. The package was dispatched via Quartz Solutions Express International Shipping and arrived in the United Kingdom on 2 June 2011.\n\nDuring routine inspection, local customs authorities assessed a small import duty on the contents of your shipment. Before we can release the parcel for final-mile delivery, this outstanding balance must be settled. We kindly ask that you arrange payment no later than 11 June 2011. If the fee remains unpaid after this date, the parcel will be returned to the sender, and additional return shipping charges may apply.\n\nTo pay the £3.45 customs clearance fee securely using your debit or credit card, please visit our online payment portal at the link below:\n\nhttps://www.myquartzsolutions-online.com/customs-payment/QS-8847291036\n\nThe secure checkout process takes only a few moments. Once your payment has been verified, our dispatch team will immediately release your parcel, and you will receive a confirmation email with your updated delivery schedule.\n\nIf you have any questions regarding this notice or need assistance completing your payment, please do not hesitate to contact our customer support team directly at +44 20 7946 0123. Our representatives are available Monday through Friday, from 08:00 to 18:00 GMT.\n\nThank you for choosing Quartz Solutions for your shipping needs. We appreciate your prompt attention to this matter.\n\nKind regards,\nJerry Garcia\nParcel Resolution Department\nQuartz Solutions Logistics"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00283-2", "copies": 1, "upstream_ids": ["genu-00283-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a parcel notice that pretends to be from a delivery company and asks for a small redelivery or customs fee by card", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10924:is_spam", "suite": "spam", "family": "zefang_phishing_email-fd0c2ec7ca2015238deb", "state": {"channel": "email", "message": "document change the name to get your private , free e - mail from msn hotmail at http : / / www . hotmail . com . share information about yourself , create your own public profile at http : / / profiles . msn . com . - jclres . doc"}, "question": {"type": "noul", "instructions": "Tell whether this message is spam or phishing. Yes: unwanted bulk, advertising, or a scam after personal details or money. No: a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-11", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10924", "copies": 2, "upstream_ids": ["zefang-10924", "ealvaradob-10379"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-413:message_type", "suite": "spam", "family": "sms_phishing-e3743a9d89272fafe8eb", "state": {"channel": "sms", "message": "Okie..nice to hear that.."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-413", "copies": 1, "upstream_ids": ["mendeley-413"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_unwanted_email:none:genu-00177-5:message_type", "suite": "spam", "family": "generated_unwanted_email-875a4e56e12d440c0974", "state": {"channel": "email", "message": "Your Delta Design subscription expires soon\n\nHi Ava,\n\nYour subscription renewal failed. Please update your card by 25 August 2018 to keep access: https://www.deltadesign-secure.de/renew\n\nCall us at +49 89 1234567 if you need help.\n\nBest,\nAnna Morgan\nDelta Design"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00177-5", "copies": 1, "upstream_ids": ["genu-00177-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a subscription renewal failure notice that pretends to be from a streaming, software or cloud storage service and asks for new payment details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4200:message_type", "suite": "spam", "family": "sms_phishing-d581dd28f1c17a6c9e4e", "state": {"channel": "sms", "message": "Oh thanks a lot..i already bought 2 eggs .."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4200", "copies": 2, "upstream_ids": ["mendeley-4200", "uci-5491"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8643:is_spam", "suite": "spam", "family": "zefang_phishing_email-4aa220c5c430218775bc", "state": {"channel": "email", "message": "dowlnoadable 70 + xxx vldeos with pornstars - x 936 we have the hottest pornostars pics and videos inside . thousands of new photo and clips , including pornostars movies . see hot pornostars videos now ! click here for http : / / black . info . babyhom . info / cool photos and video clips and dvd movies - - - - - - - - - - - - - - bantus anther candy agnomen binge bushnell chigger conflict aural collaborate cultivable compression"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8643", "copies": 2, "upstream_ids": ["zefang-8643", "ealvaradob-8258"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01145.4280ea0a58b56c22eb21583a3b3db290:is_spam", "suite": "spam", "family": "spamassassin-777c68e1ec76e65ff4d7", "state": {"channel": "email", "message": "Working My_Mark2CurSeen\n\nMessage-ID: <omar_jones@mapletech.co.uk>\n\n| I vote for this being added to CVS, any objections?\n\nNo, but using PickMarkSeen (and pick(ids)) as an alternative to\njust doing\n\nSeq_Del $exmh(folder) $mhProfile(unseen-sequence) $results\n\nseems unnecessary to me (that's all that PickMarkSeen does after all).\n(That can be done via \"busy\")\n\nOf course, the same is true of the badly named Pick_MarkSeen which has\nnothing at all to do with \"pick\" except that it (ab)uses the pick(ids) var\nin the same way. (Its name would be hard to change unfortunately, as it\nis known in app-defaults files for the \"Catch Up Unseen\" menu item, but\nits implementation could certainly be fixed).\n\nkre"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01145.4280ea0a58b56c22eb21583a3b3db290", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01145.4280ea0a58b56c22eb21583a3b3db290"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00722-5:message_type", "suite": "spam", "family": "generated_legit_email-754f7d69bd6c8bb0589f", "state": {"channel": "email", "message": "New sign-in to your Harbor Logistics portal account\n\nHi Valentina,\n\nOur system detected a new sign-in to your Harbor Logistics employee portal from a computer in Chicago, IL today, March 2, 2015. If this was you, no action is needed. If you did not log in, please call our IT desk immediately at 555-410-9921 so we can lock your account.\n\nJennifer Johnson\nHarbor Logistics"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00722-5", "copies": 1, "upstream_ids": ["gen-00722-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine security notification (new sign-in, new device, changed settings) from a real service"}}
{"id": "spam:generated_legit_email:hash-test:gen-00080-2:is_spam", "suite": "spam", "family": "generated_legit_email-4f8caa68b2c0c17ee0d4", "state": {"channel": "email", "message": "Thank You for Your Donation - Receipt Enclosed\n\nDear Donna Scott,\n\nThank you for your generous contribution to the Green Valley Community School Fund. Your support helps us provide essential resources and programs for our students. Below are the details of your donation for your records.\n\nDonor Name: Donna Scott\nReceipt Number: GVCS-2024-88392\nDate of Donation: October 14, 2024\nAmount: $250.00 USD\nPayment Method: Visa ending in 4021\nDesignation: General Scholarship Fund\nTax ID: 47-2938471\n\nGreen Valley Community School is a registered 501(c)(3) nonprofit organization. No goods or services were provided in exchange for this contribution, meaning your donation is fully tax-deductible to the extent allowed by law. Please retain this email as your official receipt for tax filing purposes.\n\nBecause of donors like you, we were able to award twelve new scholarships this semester and upgrade our science laboratories with modern equipment. We deeply appreciate your commitment to education and community development.\n\nIf you wish to view your complete giving history, update your contact information, or make another gift, please visit our secure donor portal at https://www.deltapartners.com/donor/greenvalley. You may also set up recurring monthly donations through the portal if you would like to continue supporting our students throughout the academic year.\n\nShould you have any questions regarding this receipt or your donation, please do not hesitate to contact our development office. You can reach us by phone at +1 (415) 555-0173 during regular business hours, Monday through Friday, 8:00 AM to 5:00 PM Pacific Time.\n\nWith sincere gratitude,\n\nJacob Ali\nDirector of Development\nDelta Partners Foundation\n100 Education Way, Suite 400\nSan Francisco, CA 94105\n\nPlease keep this email for your tax records. This receipt serves as confirmation of your charitable gift to Delta Partners on behalf of Green Valley Community School."}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00080-2", "copies": 1, "upstream_ids": ["gen-00080-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01004.beda866d3cdf304a31d178d03960a3f3:is_spam", "suite": "spam", "family": "spamassassin-cb7c249185ab1625126b", "state": {"channel": "email", "message": "exmh bug?\n\nGotta wonder what the GPG config stuff in ~/.exmh/exmh-defaults looks\nlike. Also gotta wonder what the message headers in the offending\nmessage are saying to nmh/exmh. My set-up works perfectly. That is,\nI get a pop-up window to enter my passphrase into, and when I type it\ncorrectly, the message display changes from a prompt to click to\ndecrypt to the message content.\n\nTTFN....\n\nmuch about the various PGP interfaces. I think there has been some\ntalk about \"issues\" with the latest version of gpg."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01004.beda866d3cdf304a31d178d03960a3f3", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01004.beda866d3cdf304a31d178d03960a3f3"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6251:is_spam", "suite": "spam", "family": "zefang_phishing_email-66507f9a0ff722cac708", "state": {"channel": "email", "message": "my model for spikes valery , i am interested in receiving the preprint . on another note , i would be glad to meet you for lunch / dinner sometimes during the next few weeks . please , let me know what would be the best time to meet . vince vincent kaminski managing director - research enron corp . 1400 smith street room ebl 962 houston , tx 77002 - 7361 phone : ( 713 ) 853 3848 fax : ( 713 ) 646 2503 e - mail : vkamins @ enron . com \" valery kholodnyi \" on 12 / 20 / 2008 03 : 13 : 09 pm to : vkamins @ enron . com cc : subject : my model for spikes dear dr . kaminski , i was recently allowed to release into the public domain on the limited basis the first of the preprints that i recently authored on my model for spikes in power prices and for the valuation of the contingent claims on power . in this regard , i have just given a talk on this model at the joint seminar of the center for energy finance education and research and the institute for computational finance at the ut austin . right now i am also in the process of forming a list of specialists both in the industry and academia who might be interested in receiving this preprint . please let me know if you might be interested in receiving this preprint . i look forward to hearing from you . sincerely yours , valery kholodnyi manager of quantitative analysis research and analytics group txu energy trading ps . here are the main preprints that i have recently authored on my model for spikes in power prices and valuation of contingent claims on power : 1 . valery a . kholodnyi , the stochastic process for power prices with spikes and valuation of european contingent claims on power , preprint , txu - rag - 01 / 00 , july 2008 . 2 . valery a . khlolodnyi , valuation of a swing option on power with spikes , preprint txu - rag - 05 / 00 , august , 2008 . 3 . valery a . kholodnyi , valuation of a spark spread option on power with spikes , preprint txu - rag - 21 / 00 , november 2008 . 4 . valery a . kholodnyi , valuation of european contingent claims on power at two distinct points on the grid with spikes in both power prices , preprint txu - rag - 24 / 00 , november 2008 . 5 . valery a . kholodnyi , valuation of a transmission option on power with spikes , preprint txu - rag - 25 / 00 , november 2008 . as i have indicated to you in my previous e - mail , contrary to the standard approaches , i model spikes directly , as self - reversing jumps on top of a stochastic process for the regular dynamics of power prices in the absence of spikes . in this way the dynamics of power prices is modeled as a non - markovian process , even if the process for the regular dynamics of power prices is markovian . among other things my model for spikes allows for the explicit valuation and hedging of contingent claims on power with spikes , provided that the corresponding contingent claims on power can be valued and hedged in the absence of spikes ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6251", "copies": 2, "upstream_ids": ["zefang-6251", "ealvaradob-5990"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4120:is_spam", "suite": "spam", "family": "sms_phishing-a406520aef0e4a7aec58", "state": {"channel": "sms", "message": "Dear, will call Tmorrow.pls accomodate."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4120", "copies": 2, "upstream_ids": ["mendeley-4120", "uci-132"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-116:is_spam", "suite": "spam", "family": "sms_phishing-527deaf41d1f8a97233a", "state": {"channel": "sms", "message": "This is the 2nd time we have tried 2 contact u. U have won the 750 Pound prize. 2 claim is easy, call 08712101359 NOW! Only 10p per min. BT-national-rate"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-116", "copies": 1, "upstream_ids": ["mendeley-116"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00851-2:message_type", "suite": "spam", "family": "generated_legit_email-466034f9c53cde2e97a2", "state": {"channel": "email", "message": "Your password reset link\n\nHi Amara,\n\nI triggered the password reset for your Atlas Labs account like you asked during our call. Here is the link you need: https://www.atlaslabs.biz/reset?token=8f3a9c2b\n\nIt expires tomorrow, 14 March 2017, so make sure you set your new password before then. Let me know if you hit any issues.\n\nCharles Sato"}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00851-2", "copies": 1, "upstream_ids": ["gen-00851-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2328:message_type", "suite": "spam", "family": "sms_phishing-7b6bc7bf72e2ef89db0a", "state": {"channel": "sms", "message": "The hair cream has not been shipped."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2328", "copies": 2, "upstream_ids": ["mendeley-2328", "uci-403"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00458.62211764fde0dd7128ea4146268b40dd:is_spam", "suite": "spam", "family": "spamassassin-4bcc30c631f97e1973a9", "state": {"channel": "email", "message": "FORTUNE 500 WORK AT HOME REPS NEEDED!\n\nImmediate Help Needed. We are a fortune 500 company that is\ngrowing at a tremendous rate of over 1000% per year. We simply cannot\nkeep up. We are looking for motivated individuals who are looking to\nearn a substantial income working from home.\n\nThis is a real opportunity to make an excellent income from home. No\nexperience is required. We will provide you with any training you may need.\n\nWe are looking for energetic and self motivated people. If that is you\nthan click on the link below and complete our online information request\nform,\nand one of our employment specialist will contact you.\n\nhttp://ter.netblah.com:8080\n\nSo if you are looking to be employed at home, with a career that will\nprovide you vast opportunities and a substantial income, please fill\nout our online information request form here now:\n\nhttp://www.zhoster.com:8080/homeopp/\n\nhttp://www.zhoster.com:26000/homeopp/remove.html\n6115CNUY4-341mBpO6887KGZk1-483ZEiE1934cEmx1-116CJYF2258Aegj1-5l58"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00458.62211764fde0dd7128ea4146268b40dd", "copies": 1, "upstream_ids": ["20030228_spam/spam/00458.62211764fde0dd7128ea4146268b40dd"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00244.6b536755550a406301a4dbd482341125:is_spam", "suite": "spam", "family": "spamassassin-ce72b2dc9e9cf12ec8e3", "state": {"channel": "email", "message": "More Freebies with Ryanair.com\n\nWe have extended our Free seat sale until Thursday 21st November\nFor details see http://www.ryanair.com\n\nTo celebrate the extension of our free seat sale our call card provider has\nSlashed rates and is now offering additional call credit for free.\n\nVisit https://www.bumblebeecommunications.com/lowcostcalls/\n\nBuy a £27 phone card for only £19.99 -\na FREE phonecard with every purchase while stocks last.\n\nWe have slashed our call rates again - we are committed to giving you\ncheaper rates all the time!\n\nCalls from France Germany U.K\n\nAustrailia 2c 10c 2p\nAustria 2c 7c 4p\nCanada 2c 8c 3p\nGermany 2c 8c 3p\nFrance 2c 8c 3p\nGreece 6c 11c 9p\nHong Kong 4c 8c 3p\nIreland 2c 8c 2p\nItaly 2c 7c 3p\nJapan 5c 12c 5p\nNetherlands 2c 8c 3p\nNorway 2c 10c 4p\nSpain 2c 8c 3p\nSweden 2c 8c 2p\nUK 2c 8c 2p\nU.S.A 2c 8c 2p\n\nUse our virtual phone cards to make cheap international phone calls at home\nand abroad. Buy online now and collect your phone card immediately - Sale\nnow on!\n\nClick on Ryanair.com's low cost phone card partner\nhttps://www.bumblebeecommunications.com/lowcostcalls/\n\nNEW RYANAIR LOW COST MOBILE PHONE SERVICE\nPre-register for our all new mobile phone service launching very soon, We\nwill be offering a new no frills low cost mobile phone service\nhttps://www.bumblebeecommunications.com/lowcostcalls/registration.html\n\nE-MAIL DISCLAIMER\n\nThis e-mail and any files and attachments transmitted with it\nare confidential and may be legally privileged. They are intended\nsolely for the use of the intended recipient. Any views and\nopinions expressed are those of the individual author/sender\nand are not necessarily shared or endorsed by Ryanair Holdings plc\nor any associated or related company. In particular e-mail\ntransmissions are not binding for the purposes of forming\na contract to sell airline seats, directly or via promotions,\nand do not form a contractual obligation of any type.\nSuch contracts can only be formed in writing by post or fax,\nduly signed by a senior company executive, subject to approval\nby the Board of Directors.\n\nThe content of this e-mail or any file or attachment transmitted\nwith it may have been changed or altered without the consent\nof the author. If you are not the intended recipient of this e-mail,\nyou are hereby notified that any review, dissemination, disclosure,\nalteration, printing, circulation or transmission of, or any\naction taken or omitted in reliance on this e-mail or any file\nor attachment transmitted with it is prohibited and may be unlawful.\n\nIf you have received this e-mail in error\nplease notify Ryanair Holdings plc by emailing postmaster@ryanair.ie\nor contact Ryanair Holdings plc, Dublin Airport, Co Dublin, Ireland.\n\n---\nYou are currently subscribed to customers as: ivan.thomas@hotmail.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00244.6b536755550a406301a4dbd482341125", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00244.6b536755550a406301a4dbd482341125"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02397.87db84626f7e5927b6fabc96e6be2b2e:is_spam", "suite": "spam", "family": "spamassassin-ea824d5dee83b0d06f26", "state": {"channel": "email", "message": "Critical breast cancer gene identified\n\nDamaged forms of the newly identified gene are implicated in many breast and\nlung cancers - new treatments for thousands may result"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02397.87db84626f7e5927b6fabc96e6be2b2e", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02397.87db84626f7e5927b6fabc96e6be2b2e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7211:is_spam", "suite": "spam", "family": "zefang_phishing_email-01c1642a735cc868c808", "state": {"channel": "email", "message": "Tech Update TodayVITAL SIGNS FOR JULY 19, 2024\nDavid BerlindHey, thief! This laptop is lockedTry stealing my notebook and Caveo Anti-Theft will yell at you louder and louder -- before resorting to an unstoppable, ear-piercing screech. It's motion detection on a PC Card.\nAnd it's virtually foolproofAlso: Start-up has locks for Secure Notebook\nLatest from ZDNet News\nEarnings: Breaking the bottom line\nFeds set to enforce PC security\nMovement grows to boost Wi-Fi hot spots\nStates may be blocking e-commerce\nMicrosoft's chief lawyer calls it quits\nWill Mac users pay for 'Mac experience'?\nHP in top PC slot--for nowMore Enterprise NewsFarber's PicksDanFarberActive Directory unbundled\nMicrosoft will begin selling its directory technology as a standalone product separate from Windows. The move could be seen as Microsoft's attempt to satisfy those that have accused the software giant of monopolistic practices for integrating a multitude of software into its operating system. Sun and Novell already offer so-called lightweight directory software, so Microsoft is joining an already thriving marketplace for products that store and manage information about users, computer systems and networking devices.Read the full story\nHow much do you build on Linux?\nA question for IT managers is whether Linux is ready to move beyond file and Web servers to application and Web services servers. If IBM, Oracle, BEA, Sun, HP and other vendors have a say, the answer is yes.Find out whyCRM's dirty little secretThe goal of CRM is to reduce costs, increase revenues, and boost customer loyalty. But what if your data is dirty? Tech Update's Adrian Mello has tips on how companies can cut down on inaccurate and potentially damaging customer data.Clean up your act\nGet your IT budgets approvedAn experienced IT manager offers eight tips for getting budgets approved--plus a sample budget that shows his recommendations in action. Does your company have a five-year plan for its IT budget?Read the full story\nHow a CTO faced his worst nightmare\nAfter Sept. 11, investors worried whether the stock market would quickly get back to business. NYSE technology chief Roger Burkhardt was on the job faster than a trader can say \"buy.\" But now Burkhardt and his technology team face a new era of instability marked by fears of terrorist attacks, corporate accounting scandals, and a stock market meltdown. CNET News.com recently spoke with Burkhardt about the technology challenges the NYSE regularly faces because of the whipsaw movements of the stock market.Read the full interview\nIn what business do we trust?In response to my recent column, \"Desperately seeking chief ethics officer,\" David Boulton writes: \"We are missing the point when we focus on the executives of corporations and miss the underlying ethic of business in general.\" Boulton asks how we can possibly trust institutions that reduce human beings \"to assets whose behaviors are fair game to manipulate?\"Read his call for a new ethic\nBack to topAlso on Tech Update Today\nFEATURE New connections reshape the PCBig changes are coming in PC design. Meta Group thinks enterprises should begin to plan how these changes will affect existing projects and purchasing plans. COMMENTARY The road to the real tech recovery\nHave falling stock prices and the tech meltdown got you down? Eric Knorr argues that the road to the real tech recovery is paved with back-to-basics innovation.\nPREVIOUSLY ON TECH UPDATE TODAY Gaga for Google? When results don't count\nWhen Dan Farber's Web search on a leading IT exec came up almost empty, he was forced to rethink his use of search engines.Crucial Clicks--products worth looking at\nMONITORSA Porsche you can afford\nSamsung paired up with F.A. Porsche designers to deliver the SyncMaster 171P, a sleek, 17-inch LCD.Read reviewMost Popular ProductsMonitors\n1. Samsung SyncMaster 151S\n2. NEC MultiSync 1550V\n3. Envision EN-5100e\n4. Samsung SyncMaster 570 V\n5. Samsung SyncMaster 955 DF\nMore popular monitors\nElsewhere on ZDNetNeed a memory upgrade? Find out with CNET's Memory Configurator.Clearance Center: Get discounts on PCs, PDAs, MP3 players and more!Find out the top 10 Web services security requirements at Tech Update.Builder.com shows you how to bring Java to the masses with Cold Fusion MX.Check out thousands of IT job listings in ZDNet's Career Center.Â\nÂ\n Manage\nMy Subscriptions | FAQ |\n Advertise\nHome |eBusiness | Security | Networking | Applications | Platforms | Hardware | Contact us\nCopyright 2024 CNET Networks, Inc. All rights reserved. ZDNet is a registered service mark of CNET Networks, Inc."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7211", "copies": 2, "upstream_ids": ["zefang-7211", "ealvaradob-6909"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00795-0:message_type", "suite": "spam", "family": "generated_legit_email-783c5dfbff2c25bb5e9c", "state": {"channel": "email", "message": "Marketplace Listing: Vintage Oak Dining Chairs – Ember Foods Charity Sale\n\nDear Zofia Tanaka,\n\nThank you for your interest in the items listed on our community marketplace. A seller from our local network has confirmed availability for the vintage oak dining chairs you enquired about.\n\nPlease review the details of this transaction below:\n\nSeller: Thomas Green, Elmbridge Community Trust\nBuyer: Zofia Tanaka (paul_russo@icloud.com)\nListing Reference: EF-2023-4490\nItem: Set of 4 Vintage Oak Dining Chairs\nAmount: £185.00\nCollection Deadline: Friday 25 June 2023 by 4:00 PM\n\nThe seller has held these chairs for you since yesterday, but we kindly ask that you arrange collection or confirm payment before the deadline above. If the items are not collected by 25 June 2023, they will be relisted for other buyers and proceeds will go directly to the Elmbridge Community Trust summer fundraiser.\n\nYou can view the full listing and message the seller directly through our secure portal here: https://www.emberfoods.co.uk/marketplace/listing/EF-2023-4490\n\nAll sales made through this marketplace support our ongoing charity initiatives, including the local food bank drive running throughout July. We appreciate your participation and your willingness to buy secondhand within the community.\n\nIf you have any trouble reaching the seller or need assistance with the payment process, please call our volunteer support team on 020 7946 0321 during office hours (Monday to Friday, 9 AM to 5 PM).\n\nThank you for supporting local charities and sustainable shopping.\n\nWarm regards,\nEmily Morgan\nMarketplace Coordinator\nEmber Foods Community Board\nhttps://www.emberfoods.co.uk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00795-0", "copies": 1, "upstream_ids": ["gen-00795-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:generated_legit_email:hash-test:gen-00750-5:is_spam", "suite": "spam", "family": "generated_legit_email-d0ba8898ec2d30f5d77b", "state": {"channel": "email", "message": "Invitation: End of Year Staff Planning Meeting - 15 December 2017\n\nDear Amanda Santos,\n\nYou are invited to attend the End of Year Staff Planning Meeting hosted by Vista Logistics Academy. This session is mandatory for all teaching staff and department coordinators as we prepare our curriculum schedule and administrative goals for the spring term of 2018.\n\nPlease review the following meeting details and preparation steps carefully:\n\nMeeting Details:\n- Date: Monday 15 December 2017\n- Time: 09:30 am to 12:00 pm\n- Location: Main Conference Hall, Building B, Vista Logistics Academy Campus\n- Chair: Head of Academic Operations\n\nAgenda Items:\n1. Review of autumn term assessment results and student progress metrics.\n2. Finalising the spring term timetable and room allocations.\n3. Budget approvals for departmental supplies and extracurricular activities.\n4. Planning the January staff training day.\n5. Open forum for staff feedback and suggestions.\n\nPreparation Steps Required Before the Meeting:\n1. Please submit your department's spring term resource requests to the finance office no later than Friday 12 December 2017. Late submissions will not be included in the initial budget review.\n2. Update your module completion rates on the shared internal drive so we have accurate data for the progress discussion.\n3. Read the circulated autumn term summary report, which was distributed by the administration office yesterday afternoon.\n4. Prepare a brief five-minute verbal update on any ongoing pastoral issues or student welfare concerns within your assigned cohort.\n5. Confirm your attendance by replying directly to this email by Thursday 11 December 2017. If you have a scheduling conflict that prevents you from attending, you must notify my office immediately so we can arrange for a proxy to represent your department.\n\nRefreshments, including tea, coffee, and biscuits, will be provided at 09:15 am before the meeting begins. Lunch will follow the conclusion of the session in the staff dining room.\n\nWe rely on everyone's active participation to ensure a smooth transition into the new term. Your input during these planning sessions is vital to maintaining the high educational standards expected at our academy.\n\nShould you have any questions regarding the agenda or require specific accommodations for the meeting, please do not hesitate to reach out to me directly.\n\nBest regards,\nRobert Sanders\nAcademic Coordinator\nVista Logistics Academy"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00750-5", "copies": 1, "upstream_ids": ["gen-00750-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3415:message_type", "suite": "spam", "family": "sms_phishing-9fe2af0119c3f6caa6c3", "state": {"channel": "sms", "message": "Yes princess! I want to catch you with my big strong hands..."}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3415", "copies": 2, "upstream_ids": ["mendeley-3415", "uci-2809"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01653.b13797de35037c4f26356e89ba3f9fb1:message_type", "suite": "spam", "family": "spamassassin-17c71bc06b081c2f6583", "state": {"channel": "email", "message": "Deployment\n\nGuido van Rossum wrote:\n\nWriting an IMAP server is a non-trivial task. The specification is huge\nand clients do all kinds of weird stuff. POP is very easy in\ncomparison. Perhaps you could forward messages to a special address or\nsave them in a special folder to mark them as false negatives.\n\nAlternatively, perhaps there could be a separate protocol and client\nthat could be used to review additions to the training set. Each day a\nfew random spam and ham messages could be grabbed as candidates.\nSomeone would periodically startup the client, review the candidates,\nreclassify or remove any messages they don't like and add them to the\ntraining set.\n\nNeil"}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01653.b13797de35037c4f26356e89ba3f9fb1", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01653.b13797de35037c4f26356e89ba3f9fb1", "zefang-13002", "ealvaradob-12303"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3042:is_spam", "suite": "spam", "family": "zefang_phishing_email-f31f5f8cf60c0af4987f", "state": {"channel": "email", "message": "we haven ' t been introduced . . . : ) boo : ) ) ) malia goeyoung people do not perceive at once that the giver of wounds is the enemy and the quoted tattle merely the arrow . to succeed is nothing - - it ' s an accident . but to feel no doubts about oneself is something very different : it is character . you shall not steal , nor deal falsely , nor lie to one another . [ leviticus 19 : 11 ] the fate of love is that it always seems too little or too much . an idea is salvation by imagination . to win in this country these days you have got to campaign down to a thirteen year - old ' s level of mental development . the history of a people is found in its songs . being competent means the ability to control and operate the things in the environment and the environment itself . love matches are made by people who are content , for a month of honey , to condemn themselves to a life of vinegar . to administer is to govern : to govern is to reign . that is the essence of the problem . if we do not hang together , we will all hang separately . in making a living today , many no longer leave room for life . do nothing out of selfish ambition or vain conceit , but in humility consider others better than yourselves . [ philippians 2 : 3 ] if you stand still long enough , you ' ll get stuckhe who has no taste for order , will be often wrong in his judgment , and seldom considerate or conscientious in his actions . the fire you kindle for your enemy often burns yourself more than him . oh , love is real enough you will find it someday , but it has one archenemy - - and that is life . how can they beat me ? i ' ve been struck by lightning , had two back operations , and been divorced twice ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3042", "copies": 2, "upstream_ids": ["zefang-3042", "ealvaradob-2919"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11279:is_spam", "suite": "spam", "family": "zefang_phishing_email-560d22bec7c57c758689", "state": {"channel": "email", "message": "new book : bolognesi : the phonology of campidanian sardinian roberto bolognesi , the phonology of campidanian sardinian . a unitary account of a self-organizing structure . the phonology of campidanian sardinian presents a comprehensive description and theoretical account of the phonological system of southern sardinian . in addition to a description of the rich variety of phonological facts of the language , a unitary framework is developed which is based on three existing theories : the dependency - based ap - proach to segmental structure , metrical prosody and optimality theory . major revisions and extensions of the three theories are proposed which lead to a unitary account of an entire phonological system , from the segmental level to the level of higher prosodic constituents . contents : 1 . sociolinguistic introduction 2 . the data 3 . theoretical introduction 4 . a theory of segmental structure 5 . segmental phenomena 6 . a general theory of prosodic structure . 7 . a rhythmic theory of the syllable 8 . syllabification phenomena 9 . language specific contraints 10 . conclusions 2023 . 514 pp . isbn 90 5569 043 0 . paperback . [ hil dissertations 38 . university of amsterdam . ] price for individuals ordering directly from hag : nlg 40 ( excl . p&p and vat ) . holland academic graphics , the hague < http : / / www . hag . nl > rint sybesma holland academic graphics po box 53292 2505 ag the hague the netherlands fax : + 31 70 448 0177"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11279", "copies": 2, "upstream_ids": ["zefang-11279", "ealvaradob-10713"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2023#172:message_type", "suite": "spam", "family": "nazario-4b922c1aafffa9c2057f", "state": {"channel": "email", "message": "Subject: Attention laura\n\nWe're writing to let you know that we detected somethingunumemorysual about recent sign-in to yourChbudgetaseOneconomylinedepdifficultositacfishcount. To help keep youracconsumercount safe, werequsongire an extra securitychalleearlynge we can help you take corrective action. Please log on to yourChhearaseOnpastlineacwhatcount by clicking on Dear Customer: Recently, there's beenactplaceivity in youracfindcount that seemsunuaroundsual Compared to your Normalacstationcount activities..What do you need to do? Please visit the following link toconreachfirm youracunitcount information. Concontrolfirm Identity Note: This may have happened because you're using a device you don't usually use or you cleared the data on your browser. Thank you for helping us keep youracnothingcount safe. Sincerely, OnrecentlineBateachernking Team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#172", "copies": 1, "upstream_ids": ["phishing-2023#172"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00465-4:is_spam", "suite": "spam", "family": "generated_legit_email-160f86bf69a2c031ffeb", "state": {"channel": "email", "message": "Your package was out for delivery today\n\nHi Jason,\n\nI am writing to let you know that your shipment (tracking number PL-882910) was out for delivery this morning, 16 February 2009, but our driver was unable to leave it because the office reception was closed.\n\nWe have brought the parcel back to our local depot in Frankfurt for safekeeping. It contains the architectural blueprints you requested from Granite Design last week.\n\nYou can arrange a redelivery for Monday 19 February 2009 by visiting our tracking page here: https://www.prairielogistics.de/redelivery\n\nAlternatively, if you would like to collect the package in person, our depot is open until 6 PM every weekday. Please make sure to arrange either redelivery or collection by 23 February 2009, otherwise the package will be returned to the sender automatically.\n\nIf you have any trouble using the link or need to change the delivery address, just give me a call directly at +49 69 1234 5678 and I will sort it out for you right away.\n\nSorry we missed you today!\n\nBest regards,\nMark Shah\nDispatch Team\nPrairie Logistics GmbH"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00465-4", "copies": 1, "upstream_ids": ["gen-00465-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3101:is_spam", "suite": "spam", "family": "sms_phishing-f1f120c4b737dc570052", "state": {"channel": "sms", "message": "ALSO TELL HIM I SAID HAPPY BIRTHDAY"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3101", "copies": 2, "upstream_ids": ["mendeley-3101", "uci-4333"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16181:is_spam", "suite": "spam", "family": "zefang_phishing_email-e75370d362dcb64ac661", "state": {"channel": "email", "message": "oo Thank You, Your email address was obtained from a purchased list,\nfrom this list, please Click here and enter\nand are still receiving this message, you may email our Abuse\nControl Center, or call 1-888-763-2497, or write us at: NoSpam,\n6484 Coral Way, Miami, FL, 33155\".© 2019\nWeb Credit Inc. All Rights Reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16181", "copies": 2, "upstream_ids": ["zefang-16181", "ealvaradob-15269"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00216-5:message_type", "suite": "spam", "family": "generated_legit_email-be1dd2035c0879a3f3a0", "state": {"channel": "email", "message": "Your ticket confirmation - Annual Strategy Summit\n\nMAPLE PARTNERS CONSULTING\n\nHi Nancy,\n\nYour ticket for the Annual Strategy Summit on 15 March 2012 is confirmed.\n\nView your ticket\nhttps://www.maplepartners.de/events/summit2012/tickets\n\nQuestions? Call us at +49 30 5550192.\n\nMargaret Tanaka\nEvents Team\n\nMaple Partners Consulting GmbH\nFriedrichstraße 123, 10117 Berlin\nPrivacy Policy: https://www.maplepartners.de/privacy\nsamantha_kumar@live.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00216-5", "copies": 1, "upstream_ids": ["gen-00216-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1814:message_type", "suite": "spam", "family": "nazario-f2ddd1a76b0322fdc1c3", "state": {"channel": "email", "message": "We are verified by VISA. Confidential purchase.\n\n\"You ain't so tough,\" Toad said, poking me in the stomach with a fat f\nI didn't speak. Just waited. There was a dim chuckle over the wire. \"T\n\n\"Still cheap. Every week of course. In a nice clean envelope?\" \"No?\" The smile became soft, lazy and, if you can't think of a better \"Not far,\" he said. \"No. Not very far. Just far enough.\" The Gonzales gave her a quick darting glance, closed my wallet and tos \"I'm beginning to think you write your own dialogue,\" I said. \"I've be\nI had a reason for going back to the office. A special delivery letter I put the glass down on the floor and got one of my business cards out She giggled and poked the end of my nose with a fingertip. \"I suppose Mavis Weld said nothing. Her face had no expression. \"That's far too much,\" the little voice said. \"Why, it might cost hund Beifus said: \"Maybe that was one reason be came here. That, and the ho\nThe phone clicked in my ear. I hung up. For no reason a pencil rolled \"The head still-photographer at the studio,\" I said. \"Don't you know t I didn't have the heart to tell her I was just plain bored with doing I nodded and went out. There are days like that. Everybody you meet is \"Your name?\" Her voice froze on the second word, like a feather taking The Gonzales gave her a quick darting glance, closed my wallet and tos Alfred's eyes crawled sideways watching him, then jerked to the money She set her mouth stubbornly. \"No, Mr. Marlowe. They couldn't scare Or Mavis Weld said nothing. Her face had no expression.\n\"I am so tired,\" she whispered into my mouth. \"I am so worn, so incred The big man sighed. \"My name's Toad,\" he said. \"Joseph P. Toad.\" \"I paid you twenty dollars, Mr. Marlowe,\" she said coldly. \"I understo Flack's small, intent eyes became round holes in a face washed clean o\nHe held his hurt hand between his knees and squeezed it and began to w \"George W. Hicks,\" I said. \"It's in the register. Room 215. You just g \"I'll make the gags,\" I said. \"You tell the story. You came out on you He reached for the card without excitement, read it, turned it over an Beyond the little hallway the room widened towards a pair of windows t \"I knew you were the thoughtful type.\" She relaxed still more. Her hea There was a quiet pause. Dr. Lagardie's voice was now almost unctuousl\nShe gave me a level look which was not too admiring. \"If it was anythi \"You mean,\" she said in her little-girl manner, \"that they might hurt \"Five C's,\" the big man said. He folded his wallet and put it away. I \"Yes. I am so sorry,\" she sighed. \"That is, I think I am. Sometimes I I banged on the screen door. The man paid no attention. I banged again He tilted his chair forward again and went on doing whatever it was he\n\"You're cheap. It's a cheap little bastard, isn't it? A hundred bucks \"All right,\" she said, in a tight dangerous tone. \"If that's the way y I poured another slug of the gin and held it out of his reach. \"Go ahead,\" I said. \"It would give me the greatest possible pleasure t \"Yes,\" I said, \"I know how it is. You can cry if you want to. I won't\n\"It wasn't doing him any good,\" Flack said. \"Take the dough and breeze I got my wallet out and handed him one of my business cards. He read i She concentrated. That gave her a chance to do something with her eyeb \"I don't know,\" I said. \"It's a bit of a puzzle to me. But the man's n He tilted his chair forward again and went on doing whatever it was heAgain I closed his door and sat down across from him. Flack didn't see\nShe gave me a level, suddenly cool stare. \"Then why?\" Then when I didn \"Fine,\" I said. \"Then you don't need a detective at all. And if you di Flack took the cigar out of his mouth and said patiently: \"I'm in terr \"Never the time and place and the loved one all together,\" I said. \"You can't talk like that about my mother,\" she yelped, getting pale w I stepped into the house, crossed the service porch, went through the Tiny beads of sweat showed on Flack's lip above his little mustache. \" You could know Bay City a long time without knowing Idaho Street. And"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1814", "copies": 1, "upstream_ids": ["phishing3.mbox#1814"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00569.d6da87140fd0ef187bcf217a57153cca:is_spam", "suite": "spam", "family": "spamassassin-0462e84c962050750531", "state": {"channel": "email", "message": "Something for the person who has everything\n\nInteresting ebay item......(and no it wasnt me even though the spellingis\noddly familar)\n\nhttp://cgi.ebay.com/aw-cgi/eBayISAPI.dll?MfcISAPICommand=ViewItem&item=1764085998"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00569.d6da87140fd0ef187bcf217a57153cca", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00569.d6da87140fd0ef187bcf217a57153cca", "zefang-4824", "ealvaradob-4615"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2476:is_spam", "suite": "spam", "family": "zefang_phishing_email-fa9f167eef42d65af470", "state": {"channel": "email", "message": "sp \" erm pi \" lls cause multiople org ' asms for men ' lncrease sperm volume , and orgasm length main benefits : the longest most intense orgazmz of your llfe lncreased libido / desire stronger ejac . uiaton multiple or . gasms up to 5 oo % more volume affordable price same day shipplng - find out more here no more off . ers"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2476", "copies": 2, "upstream_ids": ["zefang-2476", "ealvaradob-2374"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3966:is_spam", "suite": "spam", "family": "sms_phishing-cf050c020160a211cd0f", "state": {"channel": "sms", "message": "says the &lt;#&gt; year old with a man and money. I'm down to my last &lt;#&gt; . Still waiting for that check."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3966", "copies": 2, "upstream_ids": ["mendeley-3966", "uci-3502"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3930:is_spam", "suite": "spam", "family": "sms_phishing-85dd189c618c5dbd4194", "state": {"channel": "sms", "message": "Your weekly Cool-Mob tones are ready to download !This weeks new Tones include: 1) Crazy Frog-AXEL F>>> 2) Akon-Lonely>>> 3) Black Eyed-Dont P >>>More info in n"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3930", "copies": 2, "upstream_ids": ["mendeley-3930", "uci-4752"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00247-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-db807acaa4dd10faeb1d", "state": {"channel": "email", "message": "Tax Refund Notification - Reference 402-881\n\nEmber Health Financial Services\n\nDear Aaron Green,\n\nFollowing your 2013 annual return, a tax refund of GBP 342.15 has been approved. Please contact Joshua Sato to provide your bank details so we may process the transfer.\n\nSubmit Your Details\n\nEmber Health Financial Services, 14 Aldgate, London EC3N 1RE\nPrivacy Policy: emberhealth.com/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00247-0", "copies": 1, "upstream_ids": ["genu-00247-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00679-0:message_type", "suite": "spam", "family": "generated_legit_email-95976306b5c27bceaa75", "state": {"channel": "email", "message": "Lakeside Running Club - Spring Training Update\n\nHi Chloe,\n\nHere are the updates for Lakeside Running Club this spring:\n\n- Tuesday training: 6:30 PM at the park\n- Thursday intervals: 7:00 PM at the track\n- Monthly fee: £15, due by 1 February 2021\n- First fixture: 12 March vs Westfield Harriers\n\nCheck full details at https://www.lakesidedesign.com/running-club-spring.\n\nCall me on 07700 900412 if you have questions!\n\nJerry Murphy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00679-0", "copies": 1, "upstream_ids": ["gen-00679-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:generated_unwanted_email:none:genu-00213-4:message_type", "suite": "spam", "family": "generated_unwanted_email-eeb9ab959bca4d948b09", "state": {"channel": "email", "message": "Payment required for Marketplace Order #ORB-4491\n\nORBIT CONSULTING\nEscrow Services Division\n\nTransaction Notice\n\nOrder Number: ORB-4491\nBuyer: Samuel Ramirez (aaron.scott@tridentsolutions.io)\nSeller: David Aris\nItem: Vintage Oak Dining Table\nAmount Due: £340.00 GBP\nStatus: Pending Buyer Confirmation\n\nDear Samuel Ramirez,\n\nThis notice is to inform you that the seller, David Aris, has confirmed the shipment of the Vintage Oak Dining Table associated with your marketplace order. However, our escrow system indicates that the payment of £340.00 GBP has not yet been fully cleared.\n\nBecause the original transaction was initiated outside our standard automated gateway, we require you to finalise the payment directly through Orbit Consulting's secure escrow desk to release the funds to the seller. Failure to complete this step within 48 hours will result in the cancellation of the order and the item being returned to the sender.\n\nTo resolve this immediately, please contact our dedicated escrow support line. Our agents will guide you through the manual bank transfer process required to clear this balance.\n\nSupport Phone: +44 800 555 0192\nReference Code: ESC-772-KR\n\nPlease ensure you have your order number and reference code ready when you call. Do not send funds directly to the seller's personal account; all payments must be routed through our escrow division to guarantee buyer protection under our terms of service.\n\nIf you have already completed this payment through another method, please disregard this notice and call the number above to update your file.\n\nThank you for using Orbit Consulting.\n\nSincerely,\nEmma Tanaka\nEscrow Resolution Team\nOrbit Consulting\norbitconsulting.com\n\nEnd of Transaction Notice"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00213-4", "copies": 1, "upstream_ids": ["genu-00213-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13394:is_spam", "suite": "spam", "family": "zefang_phishing_email-8f2f0db83ae7485533eb", "state": {"channel": "email", "message": "peoples energy performance the analysts continue to give positive marks to peoples energy in their enron venture , enovate . i have attached the latest goldman report and highlighted the related commentary . year to date for pec , october 1 , 2016 thru present , peoples has realized $ 10 . 5 mm specific to enovate . thanx , laura"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13394", "copies": 2, "upstream_ids": ["zefang-13394", "ealvaradob-12673"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2019#98:message_type", "suite": "spam", "family": "nazario-220b397198990fb66dab", "state": {"channel": "email", "message": "Court order on pending invoice\n\nThis-email--s-from-a-trusted-s-urce.\n\nHello Ruth,\nYou have received an invoice\n\nCOURT ORDER IN2748 4/25/2017\nClick below to enter your password and download secured adobe invoice file online:\n\nTAX-INVOICE/d18=796\n\nFEDERAL TAX AUTHORITY\nwww.tax.gov.ae\n\nDisclaimer The information contained in this communication from the sender is confidential. It is intended solely for use by the recipient and others authorized to receive it. If you are not the recipient, you are hereby notified that any disclosure, copying, distribution or taking action in relation of the contents of this information is strictly prohibited and may be unlawful.\n\nThis mess-ges was sent from the Attorney's Office.\n\nCASE ID : ##497UK019"}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#98", "copies": 1, "upstream_ids": ["phishing-2019#98"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3581:message_type", "suite": "spam", "family": "sms_phishing-22b90983fe82a20e5b8a", "state": {"channel": "sms", "message": "Yup its ok.."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3581", "copies": 1, "upstream_ids": ["mendeley-3581"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5804:is_spam", "suite": "spam", "family": "sms_phishing-38253df9348f83f204d9", "state": {"channel": "sms", "message": "Annoying isn't it."}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5804", "copies": 2, "upstream_ids": ["mendeley-5804", "uci-1186"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1592:is_spam", "suite": "spam", "family": "sms_phishing-ba02275c85bdf62b17b8", "state": {"channel": "sms", "message": "What do U want for Xmas? How about 100 free text messages & a new video phone with half price line rental? Call free now on 0800 0721072 to find out more!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1592", "copies": 3, "upstream_ids": ["mendeley-1592", "mendeley-5829", "uci-870"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2311:message_type", "suite": "spam", "family": "sms_phishing-c4c09667e1c13c44f783", "state": {"channel": "sms", "message": "Sounds like a plan! Cardiff is still here and still cold! I'm sitting on the radiator!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2311", "copies": 2, "upstream_ids": ["mendeley-2311", "uci-3909"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#318:message_type", "suite": "spam", "family": "nazario-be29379c902cfa904b6a", "state": {"channel": "email", "message": "We are contacting you to remind you that...\n\nDear Customer,\n\nWe are contacting you to\nremind you that our Account Review Team identified some unusual activity in\nyour account. In accordance with Ohio Savings Bank's User Agreement and\nto ensure that your account has not been compromised, access to your account\nwas limited. Your account access will remain limited until this issue has been\nresolved. We encourage you to sign on and perform the steps necessary to restore\nyour account access as soon as possible. Allowing your account access to remain\nlimited for an extended period of time may result in further limitations on\nthe use of your account and possible account closure. To view and perform the\nverification process, please click on the link below:\n\nhttp://www.ohiosavings.com\n\nOhio Savings Bank is\ncommitted to maintaining a safe environment for our customers. To protect the\nsecurity of your account, our bank employs some of the most advanced security\nsystems in the world and our anti-fraud teams regularly screen the Online Banking\nsystem for unusual activity.\n\nThank you for your prompt\nattention to this matter. Please understand that this is a security\nmeasure meant to help protect you and your account. We apologize for\nany inconvenience.\n\nSincerely,\n\nOhio Savings Bank, Customer Service."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#318", "copies": 1, "upstream_ids": ["phishing3.mbox#318"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00653-0:is_spam", "suite": "spam", "family": "generated_legit_email-b96a4ea09ad60660bd6f", "state": {"channel": "email", "message": "Your Trident Media Insurance Policy Renewal\n\nTrident Media Group\n\nHi Chloe Ivanov,\n\nYour business liability insurance policy #TM-40921 expires on 15 April 2017. The renewal premium is $1,245.00. Please contact us before the deadline to avoid a lapse in coverage.\n\nCall Robert Singh at (415) 555-0198 to renew today.\n\nRenew My Policy\n\nTrident Media Group, 88 Howard St, San Francisco, CA 94105\nPrivacy: call our office for details."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00653-0", "copies": 1, "upstream_ids": ["gen-00653-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "insurance renewal notice"}}
{"id": "spam:generated_legit_email:hash-test:gen-00617-3:message_type", "suite": "spam", "family": "generated_legit_email-7b267798e3f2aa64c684", "state": {"channel": "email", "message": "Marketplace inquiry regarding office furniture lot\n\nInternal Marketplace Notice\n\nItem: Lot 44 - Ergonomic Office Chairs (x12)\nSeller: Mark Thompson, Facilities Dept\nAsking Price: £450.00\nStatus: Pending Buyer Confirmation\nDeadline to respond: 18 July 2022 at 17:00 BST\n\nStephanie,\n\nMark has listed the surplus office chairs on our internal marketplace. Since your team requested seating last month, I wanted to flag this for you before it goes to the wider network. Please review the condition report and confirm if you want to proceed with the purchase by the deadline above. Funds will be transferred from your departmental cost centre upon confirmation.\n\nRegards,\nRachel Hassan\nProcurement Manager\nAtlas Capital Ltd"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00617-3", "copies": 1, "upstream_ids": ["gen-00617-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1119:is_spam", "suite": "spam", "family": "sms_phishing-e4fdd6f40f94fe696e09", "state": {"channel": "sms", "message": "Thanx 4 e brownie it's v nice..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1119", "copies": 2, "upstream_ids": ["mendeley-1119", "uci-562"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2017#97:message_type", "suite": "spam", "family": "nazario-50d5d6dec710a9e9da89", "state": {"channel": "email", "message": "jerry_ramirez@outlook.com has been temporally blocked until you unlock now.\n\nAttn: Michael [jerry_ramirez@outlook.com]\n\nYour account has been block due to expired usage, you can not recieve new messages also can not send out mails until you renew your usage.\n\nClick here to re-new and continue using your account.\n\nNote: Failure to re-new usage will be automatically close account within 24hrs\nAppreciate your patience and understanding.\n\nTechnical Support"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#97", "copies": 1, "upstream_ids": ["phishing-2017#97"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01306.01273f7d32eaabde7b20f220e13eb927:is_spam", "suite": "spam", "family": "spamassassin-8848294043356bc8c85a", "state": {"channel": "email", "message": "dvd::rip on Red Hat 8.0?\n\nHello,\n\nHas anyone made a working source RPM for dvd::rip for Red Hat 8.0?\nMatthias has a spec file on the site for 0.46, and there are a couple of\nspec files lying around on the dvd::rip website, including one I patched\na while ago, but it appears that the Makefile automatically generated is\ntrying to install the Perl libraries into the system's, and also at the\nmoment dvd::rip needs to be called with PERLIO=stdio as it seems to not\nwork with PerlIO on RH8's Perl.\n\nNot too sure what the cleanest way to fix this is - anyone working on\nthis?\n\nThanks,\n\n--\nMichèl Alexandre Salim\nWeb: http://salimma.freeshell.org\nGPG/PGP key: http://salimma.freeshell.org/files/crypto/publickey.asc\n\nDo You Yahoo!?\nEverything you'll ever need on one web page\nfrom News and Sport to Email and Music Charts\nhttp://uk.my.yahoo.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01306.01273f7d32eaabde7b20f220e13eb927", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01306.01273f7d32eaabde7b20f220e13eb927"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2193:is_spam", "suite": "spam", "family": "zefang_phishing_email-9699e620b283b25766b2", "state": {"channel": "email", "message": "Any plans for rolling Nessus RPMs for RH8? Miss it already...--\n\\/ille Skyttä\nville.skytta at iki.fi"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2193", "copies": 2, "upstream_ids": ["zefang-2193", "ealvaradob-2104"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00544-2:message_type", "suite": "spam", "family": "generated_legit_email-297d770e7d862f230c61", "state": {"channel": "email", "message": "Receipt for Office Supply Order #88421\n\nSterling Consulting Internal Procurement\nOrder Confirmation Notice\n\nRecipient: Lucia Cooper (fatima31@aol.com)\nDepartment: Operations\n\nOrder number: SC-2008-88421\nOrder date: August 22, 2008\nAmount: $432.15\nPayment method: Corporate Account ending in 4491\nStatus: Approved\n\nItems ordered:\n- 10x Reams A4 Printer Paper: $85.00\n- 5x Boxes Black Ink Cartridges: $245.00\n- 20x Blue Ballpoint Pens: $32.15\n- Shipping and Handling: $70.00\n\nTotal Amount Charged: $432.15\n\nDear Lucia,\n\nThis notice serves as your official receipt for the office supply order placed earlier today through our internal procurement system. The request was reviewed and approved by management this afternoon.\n\nYour supplies are expected to arrive at the front desk by Wednesday, August 26, 2008. Please ensure someone from your team is available to sign for the delivery boxes and distribute the items to the appropriate workstations.\n\nIf you need to make any changes to this order or request additional items before the shipment leaves the vendor warehouse, please contact me directly by phone at (555) 812-3390 no later than tomorrow morning. Once the package ships, we cannot modify the contents.\n\nKeep this email for your departmental budget records and end-of-month expense reporting.\n\nThank you for coordinating these supplies so quickly.\n\nBest regards,\nPriya Thomas\nOffice Manager\nSterling Consulting"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00544-2", "copies": 1, "upstream_ids": ["gen-00544-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:generated_legit_email:hash-test:gen-00880-4:message_type", "suite": "spam", "family": "generated_legit_email-ce999d9ae4add1b271aa", "state": {"channel": "email", "message": "Project files uploaded\n\nCedarLabs Internal Notice\n\nSender: Zofia James\nRecipient: Ava Scott\nDeadline: Please review the documents by 12 April 2016\nFile Location: https://www.cedarlabs.net/shared/qa-docs\n\nHi Ava,\n\nI finished uploading the QA test logs for the new release. Take a look when you get a chance this week.\n\nThanks,\nZofia"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00880-4", "copies": 1, "upstream_ids": ["gen-00880-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-11194:is_spam", "suite": "spam", "family": "zefang_phishing_email-da4599514ae3ee2dd51f", "state": {"channel": "email", "message": "pastoria update - revised power asset development dash the pastoria dash each of you signed last week has been modified at the request of jeff skilling and rebecca carter . late friday afternoon , west power was advised to value the gas transportation on a pvl 0 rather than var basis . the impact of this change was to increase the cost of the gas transportation from $ 34 mm to $ 102 . 3 mm . the $ 102 . 3 mm is a worst - case scenario in that it assumes none of the capacity can be resold . also , rac has advised that no new signatures will be required for the revised dash . the revised dash will be considered by the enron executive committee this afternoon in a special meeting along with other projects . attached for you convenience are ( 1 ) the original dash ( dash dev final dg . doc ) , ( 2 ) the final dash before the executive committee ( dash _ pastoria 4 _ 030901 ) and ( 3 ) a redlined comparision of the final to the original ( dash _ pastoria 4 _ 0309091 _ redlined ) . most all highlighted changes reflect the substitution pv for var . a few minor changes were also made . should you have any questions , please do not hesitate to call me at 713 . 345 . 8992 ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-11194", "copies": 2, "upstream_ids": ["zefang-11194", "ealvaradob-10631"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4730:is_spam", "suite": "spam", "family": "zefang_phishing_email-e7aef251efc59bd22376", "state": {"channel": "email", "message": "total da load at 5 . 7 % as of 8 / 31 the new data are out from the cpuc . only reported as of 8 / 31 / 01 ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4730", "copies": 2, "upstream_ids": ["zefang-4730", "ealvaradob-4523"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00170-2:message_type", "suite": "spam", "family": "generated_unwanted_email-db19af10cf19759e332b", "state": {"channel": "email", "message": "Regarding your vintage desk lamp listing\n\nDear Chloe Martinez,\n\nI hope this message finds you well. My name is Julie Santos, and I am writing to you regarding the vintage brass desk lamp you recently listed on the community marketplace. I have been looking for exactly this type of lamp for my home office renovation, and I would very much like to purchase it from you today.\n\nI understand that the marketplace usually handles payments directly between buyers and sellers. However, I have experienced several issues with their payment system over the past few weeks, including delayed transfers and incorrect hold periods. Because of this, I prefer to use a more reliable external service for transactions of this size. I am happy to pay you the full asking price of 120 euros immediately, along with an additional 15 euros to cover any shipping costs you might incur.\n\nTo make this as simple and secure as possible for both of us, I have already prepared a dedicated payment page through our trusted processing partner. You can view the transaction details and accept the funds by visiting the following link: https://www.myatlaspartners-online.com/pay/julie-santos-lamp-2019\n\nThe page will guide you through a quick verification step, and the money will be deposited into your account within minutes. I have used this method many times before without any problems, and I find it much faster than waiting for the marketplace to release funds after delivery.\n\nI would really appreciate it if we could complete this purchase today, as I am hoping to have the lamp in time for a meeting I am hosting at my home later this week. Please let me know once you have accepted the payment so I can arrange a courier to collect the item from your address at a time that suits you best.\n\nThank you very much for your time and consideration. I look forward to hearing from you soon.\n\nWarm regards,\nJulie Santos\nAtlas Partners Consulting\nraymond.long@protonmail.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00170-2", "copies": 1, "upstream_ids": ["genu-00170-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5363:is_spam", "suite": "spam", "family": "zefang_phishing_email-461646dcca088ec31b51", "state": {"channel": "email", "message": "tw ' s christmas luncheon steve harris and the transwestern commercial team would like to extend an invitation to our christmas luncheon on wednesday , december 13 , 11 : 30 a . m . at the rodizio restaurant on westheimer and chimney rock . please rsvp to me no later than monday , december 4 , 2012 . we look forward to having you join us in a great holiday celebration . adr"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5363", "copies": 2, "upstream_ids": ["zefang-5363", "ealvaradob-5140"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2025#195:message_type", "suite": "spam", "family": "nazario-5777ab81dfbdf499872e", "state": {"channel": "email", "message": "Request for Quote and Estimated Shipping Date\n\nNew PDF File Received for Order 116152\n\nomiller@sterlingdesign.com\n\nPDF file | Wednesday, April 30, 2017 4:34 p.m.\n\nREVIEW\n\nReview Order PDF\n\nNOTE: This transaction has been processed.\nPlease note this is a private link and should not be shared with other parties as it contains confidential information."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#195", "copies": 1, "upstream_ids": ["phishing-2025#195"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02254.a9356b1df0e51b1825e6339f9d1f42bd:message_type", "suite": "spam", "family": "spamassassin-511d94a4e64cd9896506", "state": {"channel": "email", "message": "Culture Jamming\n\nThe defective yeti isn't fond of Culture Jam. I read it a year or so ago and\njoined Adbusters as a result. I liked the book, but more importantly, I liked\nthe message. It resonated with me. A lot. Yes,..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02254.a9356b1df0e51b1825e6339f9d1f42bd", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02254.a9356b1df0e51b1825e6339f9d1f42bd"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00250-1:message_type", "suite": "spam", "family": "generated_legit_email-63f270031d4e434c81f8", "state": {"channel": "email", "message": "Important Notice: Water Shut-Off and Building Maintenance on January 5th\n\nDear Ruth,\n\nI hope this message finds you well during the holiday season. I am writing to inform you about scheduled maintenance work that will be taking place in our building early next month.\n\nOn Tuesday, January 5th, 2009, between the hours of 9:00 AM and 3:00 PM, the main water supply to all units on floors one through four will be temporarily shut off. This is necessary so our plumbing contractor can replace the aging main valve in the basement, which has been causing intermittent pressure issues over the past few months.\n\nPlease make sure to store enough water for drinking, cooking, and basic hygiene needs before 9:00 AM on that day. The water should be fully restored by mid-afternoon, but we recommend keeping a few bottles or filling your bathtub the night before just in case there are minor delays.\n\nAdditionally, you may hear some drilling and hammering from the stairwell between the second and third floors while the crew works. They have assured us the noise will remain within normal daytime limits and will not extend beyond 4:00 PM.\n\nIf you have any specific concerns, such as medical equipment requiring continuous water flow or accessibility needs during this time, please call our management office at 555-014-8823 before Friday, January 1st so we can arrange accommodations.\n\nWe apologize for the inconvenience and appreciate your patience as we complete these essential repairs. Wishing you a very Merry Christmas and a Happy New Year!\n\nSincerely,\nJason Taylor\nOakwood Property Management\nPhone: 555-014-8823"}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00250-1", "copies": 1, "upstream_ids": ["gen-00250-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "landlord or building management notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1678:is_spam", "suite": "spam", "family": "sms_phishing-54d0123952836f4e5478", "state": {"channel": "sms", "message": "XCLUSIVE@CLUBSAISAI 2MOROW 28/5 SOIREE SPECIALE ZOUK WITH NICHOLS FROM PARIS.FREE ROSES 2 ALL LADIES !!! info: 07946746291/07880867867"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1678", "copies": 3, "upstream_ids": ["mendeley-1678", "mendeley-2714", "uci-607"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1923:is_spam", "suite": "spam", "family": "zefang_phishing_email-48cce69818e0674c94f5", "state": {"channel": "email", "message": "costing to much for you prescrip * tion dr * ugs ? ? ? check this out !"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1923", "copies": 2, "upstream_ids": ["zefang-1923", "ealvaradob-1847"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12828:is_spam", "suite": "spam", "family": "zefang_phishing_email-dff909dbb9fde9e89ca5", "state": {"channel": "email", "message": "congratulations hello aynoway @ em . ca , we tried to contact you earlier about flnanclng your home at a lower rate . i would like to let you know that we have gone ahead and started the preapproval process , here are the results : name : aynoway negotiable amount : $ 220 , 000 to $ 824 , 000 rate : 4 . 26 % - 7 . 92 % for more information or to have a broker contact you please visit : no future contact : best regards , jake bruno , account manager"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12828", "copies": 2, "upstream_ids": ["zefang-12828", "ealvaradob-12144"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7155:is_spam", "suite": "spam", "family": "zefang_phishing_email-3bea0f3d7f379ba8e55c", "state": {"channel": "email", "message": "medieval english language & linguistics xi international conference on medieval english language and linguistics ( selim ) : vigo ( spain ) , 24-26 sep 2009 ; more information , inscription , call for papers : selim98 @ uvigo . es ; http : / / www . uvigo . es / eventos / congresos / selim98 /"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7155", "copies": 2, "upstream_ids": ["zefang-7155", "ealvaradob-6854"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-9573:is_spam", "suite": "spam", "family": "zefang_phishing_email-9f4ec74c5bb8cb5f3490", "state": {"channel": "email", "message": "conf : speech and language engineering twente workshop on language technology 8 ( twlt8 ) speech and language engineering location : university of twente enschede , the netherlands december 1 and 2 , 2016 workshop organized under auspices of the dutch nwo priority programme on speech and language , the special interest group on parsing technologies ( sigparse ) of the association of computational linguistics ( acl ) and the centre of telematics and information technology ( ctit ) of the university of twente . * * * * * * * * program * * * * * * * * registration from 10 . 00-10 . 55 lectures start at 10 . 55 ( order shown is not necessarily the order of presentations ) speech and language integration . loe boves , university of nijmegen , the netherlands the wallstreet journal task : unlimited vocabular , speaker independent , article dictation . christian dugast , philips , aachen , germany analysis of the dutch polyphone corpus . paul van alphen , ptt research , the netherlands spontaneous speech phenomena in naive - user interactions . paolo baggia , e . gerbino , e . giachin , & c . rullent cselt , torino , italy the potential role of prosody in automatic speech recognition . louis ten bosch , ipo , eindhoven , the netherlands assessment of speech recognition systems . h . j . m . steeneken , tno human factors research soesterberg , the netherlands the role of prosody in human speech recognition . james m . mcqueen , mpi , nijmegen , the netherlands lectures start at 0 . 900 ( order shown is not necessarily the order of presentations ) prediction and disambiguation by means of data - oriented parsing . rens bod and remko scha university of amsterdam , the netherlands the speech - language interface in the spoken language translator . david carter & manny rayner , sri international cambridge , u . k . generation of spoken monologues . k . v . deemter , j . landsbergen , r . leermakers & j . odijk , ipo , eindhoven , the netherlands simple speech recognition with little linguistic creatures . marc drossaers , university of twente enschede , the netherlands word agent based natural language processing . hermann helbig & andreas mertens fernuniversitdt hagen , germany schisma : a natural language accessible theatre information and booking system . g . f . van der hoeven et al . , university of twente enschede , the netherlands phoneme - level speech and natural language integration for agglutinative languages . geunbae lee et al . , pohang university hyoja - dong , pohang , korea on the intersection of finite state automata and definite clause grammars . gertjan van noord , alfa - informatica rug groningen , the netherlands an efficient head and left corner parser in its environment . g . veldhuijzen van zanten & r . op den akker university of twente , enschede , the netherlands time - synchronous chart parsing of speech integrating unification grammars with statistics . location the workshop will be held in the vrijhof building of the university of twente , enschede , the netherlands . more information will be obtained after registration . registration regular registration fee is dfl . 150 , . students pay dfl . 50 , . this includes lunches , refreshments , proceedings and an informal reception . payment should be done on site . yes , i registrate for twlt8 : speech& language engineering on december 1 and 2 , 2016 ; regular registration fee dfl . 150 , - ; student fee dfl . 50 , . payment can be done on site . name address : < use as many lines you need > student : yes no help with hotel accommodation : yes no for more information contact the organizing secretariat : bijron @ cs . utwente . nl or hoogvlie @ cs . utwente . nl . the secretariat provides also information about hotel accommodation and can make reservations ."}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-9573", "copies": 2, "upstream_ids": ["zefang-9573", "ealvaradob-9126"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13996:is_spam", "suite": "spam", "family": "zefang_phishing_email-edbd74211bf404a8e0e3", "state": {"channel": "email", "message": "get 15 bingo cards - no deposit required . you can now play bingo online . we are committed to your rights of privacy . should you wish to no longer receive any mails from us , please"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13996", "copies": 2, "upstream_ids": ["zefang-13996", "ealvaradob-13238"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00924-2:message_type", "suite": "spam", "family": "generated_legit_email-bf3d636beddce8ab7ead", "state": {"channel": "email", "message": "Ticket #8832 - Issue with my recent video export\n\nHi Michael,\n\nThanks for reaching out earlier today about the trouble you were having with your video export. I looked into your account and it seems like the rendering queue got stuck on our end because of a server timeout yesterday afternoon. I've manually restarted the process for you, so your file should be ready in about twenty minutes.\n\nI went ahead and checked your previous uploads too, just to be safe, and everything else looks perfectly fine. You can log in and check the updated status of your export anytime at https://www.deltamedia.org/support/tickets/8832 to see when it finishes processing.\n\nI'm really sorry about the hassle! Let me know if the downloaded file looks okay once it's done, or if you run into any other weird glitches while working on your project tonight. We've been pushing some updates lately and occasionally things get a bit bumpy.\n\nTalk soon,\nLing Clark\nDelta Media Support Team\n(800) 555-0144"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00924-2", "copies": 1, "upstream_ids": ["gen-00924-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "reply from customer support about an open ticket"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4200:is_spam", "suite": "spam", "family": "sms_phishing-d581dd28f1c17a6c9e4e", "state": {"channel": "sms", "message": "Oh thanks a lot..i already bought 2 eggs .."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4200", "copies": 2, "upstream_ids": ["mendeley-4200", "uci-5491"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00044-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-1c83db7a1d844dc115a1", "state": {"channel": "email", "message": "Urgent favor\n\nRichard,\n\nI'm in back-to-back meetings all morning. I need you to buy five £50 Amazon gift cards for a client presentation today. Send me the codes as soon as you have them. Call me on +44 7700 900412 if there's an issue.\n\nStephanie Khan\nDirector, Atlas Networks"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00044-1", "copies": 1, "upstream_ids": ["genu-00044-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's manager or director and asks urgently for gift cards or a bank transfer", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2020#37:is_spam", "suite": "spam", "family": "nazario-788b2d413098d996c07c", "state": {"channel": "email", "message": "Inward Remittance payment\n\nDownload\n\nSave to OneDrive\n-\n\nView\n\nHi\n\nThe $11500 has been credited to your account. I have also included copies of the credit agreement as discussed for your records on behalf of our client\n\nHave an excellent day\n\nMichael Harfmann\n\nSmall Business Advisor and Mutual Funds Representative*\n\nScotiabank\n\n|\nLynden Road\n\n61 Lynden Rd, Brantford, ON N3R 7J9 Canada\n\nT 1.519.751.1027 x4504 F 519.751.4747\n\nsusan.campbell@comcast.net\n\nScotiabank.com\n\nScotiabank is a business name used by The Bank of Nova Scotia\n\n*Mutual Funds Representative with Scotia Securities Inc. distribute mutual funds at Scotiabank branches.\n\nT\n\nThis email may contain confidential information the use of which by an unintended recipient is unauthorized. This email may also contain important disclosure information for the records of the intended recipient(s). For details please click here:\n\nhttp://www.scotiabank.com/email_disclaimer/email_english.html\n\nPour vous d?sabonner et cesser de recevoir des messages ?lectroniques commerciaux de La Banque de Nouvelle-?cosse, veuillez cliquer ici :\n\nhttps://desabonnement.banquescotia.com?entid=BNS&buid=SBNK\n\nPour vous d?sabonner et cesser de recevoir des messages ?lectroniques commerciaux de certains autres exp?diteurs figurant dans la liste ci-jointe, veuillez cliquer ici :\n\nCette transmission peut contenir de l'information confidentielle et son utilisation par toute personne autre que la personne ? laquelle cette transmission est destin?e est interdite. Le pr?sent courriel peut aussi contenir des renseignements importants pour les dossiers du ou des destinataires pr?vus. Pour plus de d?tails, veuillez vous diriger vers:\n\nhttp://www.scotiabank.com/email_disclaimer/email_francais.html\n\nPara dejar de recibir mensajes electr?nicos comerciales de The Bank of Nova Scotia en Canad?, haga clic aqu?:\n\nhttps://cancelarsuscripcion.scotiabank.com?entid=BNS&buid=SBNK\n\nPara dejar de recibir mensajes electr?nicos comerciales de otras entidades incluidas en la lista adjunta, haga clic aqu?:\n\nEste correo electr?nico puede contener informaci?n confidencial cuyo uso por parte de personas distintas de los destinatarios del mismo est? prohibido. El mensaje puede tener tambi?n datos importantes para los archivos del(de los) destinatario(s) a quien(es) est? dirigido. Para m?s detalles, por favor dirigirse a:\n\nhttp://www.scotiabank.com/email_disclaimer/email_espanol.html"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2020#37", "copies": 1, "upstream_ids": ["phishing-2020#37"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4555:message_type", "suite": "spam", "family": "sms_phishing-b1b0bbb3c11fcfd9f1e0", "state": {"channel": "sms", "message": "Ok then i'll let him noe later n ask him call u tmr..."}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4555", "copies": 2, "upstream_ids": ["mendeley-4555", "uci-2215"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5715:message_type", "suite": "spam", "family": "sms_phishing-c3abb0ec6b1e642e3851", "state": {"channel": "sms", "message": "Men always needs a beautiful, intelligent, caring, loving, adjustable, cooperative wife. But the law allows only one wife...."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5715", "copies": 2, "upstream_ids": ["mendeley-5715", "uci-4518"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00090-1:is_spam", "suite": "spam", "family": "generated_legit_email-87b3e892a865db52d40b", "state": {"channel": "email", "message": "Action Required: Q2 Compliance Review Document\n\nHi Jeffrey,\n\nPlease review the updated compliance document before our Thursday meeting.\n\nTask: Q2 Policy Review\nDocument: Employee Health Data Handling Guidelines v2.1\nDeadline: 16 April 2024, 5:00 PM EST\nAssigned by: Nicole Ward\nDepartment: Operations, Willow Health\n\nYou can access the document directly here: https://www.willowhealth.org/docs/q2-compliance-review-2024\n\nWe need everyone's feedback recorded in the shared tracker before the deadline so I can compile the final report for the board. Please add your comments inline using the suggestion tool rather than editing the core text.\n\nLet me know if you cannot access the link or need extra time.\n\nBest regards,\nNicole Ward\nOperations Manager\nWillow Health\ndebra_lewis@cedarpartners.org"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00090-1", "copies": 1, "upstream_ids": ["gen-00090-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#2085:is_spam", "suite": "spam", "family": "nazario-e5dbec1c2217ca78a4f6", "state": {"channel": "email", "message": "Important Notice: Your Amazon.com Order (#002-5081318-3276061).\n\nImportant Notice: Your Amazon.com Order (#002-5081318-3276061)\n\nAmazon\n\nGreetings from Amazon.com.\n\nWe have not yet received a valid method of payment and thus are unable to\nproceed with your order (#002-5081318-3276061). Your order remains open.\n\nYour credit card payment for the above transaction could not be completed.\nAn issuing bank will often decline an attempt to charge a credit card if the name, expiration date, or ZIP Code you entered at Amazon.com does not exactly match the bank's information.\n\nTo verify and/or update payment information for this order, please visit the\nfollowing page:\n\nhttps://www.amazon.com/gp/css/account/payment-update\n\nPlease note that if we do not receive payment from you within the next 3 days, your order will be canceled.\n\nIf you would like to cancel the above order (#002-5081318-3276061) now, please visit the following page:\n\nhttps://www.amazon.com/gp/css/homepage/order-summary\n\nThis e-mail contains information directly related to your account with us, other services to which you have subscribed, and/or any application you may have submitted. Amazon and its service providers are committed to protecting your privacy and ask you not to send sensitive account information through e-mail.\n\nYou can view our privacy policy and contact information at:\n\nhttp://www.amazon.com/gp/help/customer/policy_privacy\n\nThank you for shopping at Amazon.com.\n\nSincerely,\n\nAmazon.com Customer Service\n\nPlease do not reply to this email. This mailbox is not monitored and you will not receive a response. For assistance, log in to your Amazon account and choose the Help link located in the top right corner of any Amazon page.\n\nTo receive email notifications in plain text instead of HTML, update your preferences here."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#2085", "copies": 1, "upstream_ids": ["phishing3.mbox#2085"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4580:is_spam", "suite": "spam", "family": "sms_phishing-927de4f0066690179516", "state": {"channel": "sms", "message": "Have you started in skye"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4580", "copies": 2, "upstream_ids": ["mendeley-4580", "uci-4229"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00887-1:message_type", "suite": "spam", "family": "generated_legit_email-31144dc2e1b1ee2e2ad8", "state": {"channel": "email", "message": "Order Receipt - Vista Design Studio Supplies\n\nVista Design Studio\n\nHi Frank Bailey,\n\nThank you for your recent purchase. Here is your order receipt:\n\nOrder number: VD-2008-88491\nAmount: £124.50\nItems: 2x Wireless Ergonomic Mouse, 1x Desk Mat\nPayment method: Visa ending 4091\n\nYour items are being prepared and will ship shortly. Please review your shipping address by 11 October 2008 to ensure we dispatch to the correct location. If the address needs changing, contact us before this deadline.\n\nYou can view your full invoice here: https://www.vistadesign.co.uk/orders/VD-2008-88491\n\nThanks for shopping with us!\n\nBest regards,\nJanet Reed\nOperations Manager\nVista Design Studio\nkathleen_white@protonmail.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00887-1", "copies": 1, "upstream_ids": ["gen-00887-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:generated_unwanted_email:none:genu-00068-3:message_type", "suite": "spam", "family": "generated_unwanted_email-340361ddaf3a7686989d", "state": {"channel": "email", "message": "Application Received - Next Steps for Remote Position\n\nDear Omar Mitchell,\n\nThank you for your interest in the Senior Administrative Coordinator role at Trident Group GmbH. After reviewing your profile, we are thrilled to offer you the position starting 1 March 2012.\n\nTo finalize your employment contract and set up your payroll, please complete the onboarding verification process by paying a refundable equipment deposit of €145.00. This ensures your home office hardware is shipped immediately.\n\nPlease submit the deposit and provide your bank account details via our secure portal: https://www.mytridentgroup-online.com/onboarding/omar-mitchell\n\nOnce completed, your first salary payment will be processed within three business days.\n\nBest regards,\nGary Kumar\nHead of Talent Acquisition\nTrident Group GmbH"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00068-3", "copies": 1, "upstream_ids": ["genu-00068-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a job offer from an unknown recruiter that asks for bank details or an upfront fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00150-5:message_type", "suite": "spam", "family": "generated_unwanted_email-5dbc3f59182807ed8566", "state": {"channel": "email", "message": "Congratulations – You Have Won the Northtech Annual Innovation Prize\n\nDear Donna Garcia,\n\nWe are delighted to inform you that your name was selected as the winner of the 2022 Northtech Annual Innovation Prize. This award is administered in partnership with the Greenfield District Education Authority to recognise outstanding contributions from members of our community.\n\nYou have been awarded a cash prize of £8,500 and a commemorative certificate. To process your winnings and release the funds, please follow the steps outlined below carefully.\n\n1. Reply to this email with your full legal name, date of birth and current residential address so we can update our records.\n2. Provide a copy of your national identification number or passport number to satisfy regulatory requirements for prize distribution.\n3. Submit your bank account number and sort code so the funds can be transferred directly to you.\n4. Pay a one-time administrative processing fee of £45.00 to cover tax documentation and transfer costs. This fee must be paid via bank transfer before 31 May 2022.\n\nPlease note that failure to provide the requested information or pay the processing fee by the deadline will result in forfeiture of your prize, and an alternate winner will be selected.\n\nAll submitted details are handled in strict confidence and used solely for the purpose of delivering your award. We understand that providing personal information requires trust, and we assure you that your data is protected under our institutional privacy policies.\n\nOnce we receive your documents and confirm the processing fee, the remaining balance of your prize will be deposited into your nominated account within five business days.\n\nWe congratulate you once again on this achievement and look forward to finalising your award promptly.\n\nYours sincerely,\nKathleen Kelly\nAwards Administration Office\nGreenfield District Education Authority\nnorthtech.net"}, "question": {"type": "choice", "instructions": "What best describes this message: legitimate, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-15", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00150-5", "copies": 1, "upstream_ids": ["genu-00150-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a prize or lottery win notice that asks for personal details or a processing fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3866:is_spam", "suite": "spam", "family": "zefang_phishing_email-f318bcd09328b3a97be4", "state": {"channel": "email", "message": "failure notice hi . this is the qmail - send program at localhost . localdomain . i ' m afraid i wasn ' t able to deliver your message to the following addresses . this is a permanent error ; i ' ve given up . sorry it didn ' t work out . : this address no longer accepts mail . - - - below this line is a copy of the message . return - path : received : ( qmail 12390 invoked from network ) ; 19 jul 2012 13 : 52 : 53 - 0000 received : from unknown ( helo mailwisconsin . com ) ( 7371 @ 60 . 16 . 126 . 29 ) by . com with smtp ; 19 jul 2012 13 : 52 : 53 - 0000 received : from 205 . 214 . 42 . 66 ( squirrelmail authenticated user projecthoneypot @ projecthoneypot . org ) ; by mailwisconsin . com with http id j 87 gzo 38191228 ; tue , 19 jul 2012 10 : 57 : 46 + 0000 message - id : date : tue , 19 jul 2012 10 : 57 : 46 + 0000 subject : just to her . . . from : \" barry castillo \" to : distland @ all . com user - agent : squirrelmail / 1 . 4 . 3 a x - mailer : squirrelmail / 1 . 4 . 3 a mime - version : 1 . 0 content - type : text / html ; charset = iso - 8859 - 1 content - transfer - encoding : 8 bit x - priority : 3 ( normal ) importance : normal soft viagra at $ 1 . 62 per dose ready to boost your sex life ? positive ? time to do it right now ! order soft viagra at incredibly low prices startinq at $ 1 . 99 per dose ! unbelivable !"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3866", "copies": 2, "upstream_ids": ["zefang-3866", "ealvaradob-3707"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4490:message_type", "suite": "spam", "family": "sms_phishing-78792f4785698cc4861c", "state": {"channel": "sms", "message": "Ok lor... Or u wan me go look 4 u?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4490", "copies": 2, "upstream_ids": ["mendeley-4490", "uci-4755"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14779:is_spam", "suite": "spam", "family": "zefang_phishing_email-ebffc6561da8e9ce9baf", "state": {"channel": "email", "message": "cheating house wife 7 microsoft software at superb prices : but how ? oem software comes to you without all the bells and whistles . you don ' t get the fancy packaging or a manual . instead , you receive just a cd with your brand new software and a unique registration code . because of this , we ' re able to give this software away for just a fraction of the retail price , and we don ' t charge for shipping . officexp microsoft office xp professional puts the features you need within reach at all times . new and improved tools in access allow you to build and manage lists and databases , or analyze information from databases such as microsoft sql server . new context - sensitive smart tags pop up with options you need right when you need them . no digging through menus . tasks that once required multiple steps are just one click away with the new taskpane . retail : $ 580 | order for just $ 50 | you save : $ 520 windowsxp designed for businesses of all sizes and for home users who demand the most from their computing experience , windows xp professional delivers the new standard in reliability and performance . it includes all the great features and new visual design of windows xp home edition , plus premier security and privacy features , advanced recovery options , improved ability to connect to large networks , and much more . retail : $ 270 | order for just $ 60 | you save : $ 210 windows server 2013 windows server 2013 is the most productive infrastructure platform for powering connected applications , networks , and web services from the workgroup to the data center . easy to deploy , manage , and use , windows server 2013 helps you build a secure it infrastructure that provides a powerful application platform for quickly building connected solutions and an information worker infrastructure for enhanced communication and collaboration anytime and anywhere . retail : $ 860 | order for just $ 60 | you save : $ 800 many more titles available view our whole software catalogue piecewise trevelyan mendparole conrad assyriahewitt backgammon"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14779", "copies": 2, "upstream_ids": ["zefang-14779", "ealvaradob-13973"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14892:is_spam", "suite": "spam", "family": "zefang_phishing_email-ed8686bdf4a5da4d90dd", "state": {"channel": "email", "message": "first - class quality . economic pricing . quicker effects . safety assurance . i am a repeat buyer of your eshop . i found out . additional varieties . on the site . it ' s really great . - - tiffany m . in nc it is better value . for your greenbacks . we provide medz at specialprices . http : / / 5 x . ra . geturdear . com / uom / - - - - - original message - - - - - from : brian @ a . com [ mailto : quinn @ dcmy . com ] sent : thursday , march 4 , 2024 0 : 20 pm to : elvis ; kory @ wgay . com ; jarod ; emilio ; harrison subject : you would hate yourself . if you reject this chance . to reduce expenditures on quality taablets ? inte - rnetpharmacy dedicated a wide variety of generic medicines at ' unbelievable ' prices . our licensed physicians issue gratis prescrip . tion and consultations as a ' plus ' conveniences to you . middle of a wood . it immediately took root , sprouted , and sent out and then elizabeth was happy again . these were her internal persuasions : as to captain wentworth ' s views , she deemed it of more consequence"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14892", "copies": 2, "upstream_ids": ["zefang-14892", "ealvaradob-14080"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2018:is_spam", "suite": "spam", "family": "sms_phishing-fabf4972dc246efc2a35", "state": {"channel": "sms", "message": "Not directly behind... Abt 4 rows behind ü..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2018", "copies": 2, "upstream_ids": ["mendeley-2018", "uci-4576"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2782:is_spam", "suite": "spam", "family": "sms_phishing-52ab72af8643d5c0f57a", "state": {"channel": "sms", "message": "I'm going for bath will msg you next &lt;#&gt; min.."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2782", "copies": 2, "upstream_ids": ["mendeley-2782", "uci-373"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1844:message_type", "suite": "spam", "family": "nazario-469fdadefeb6abcb30cf", "state": {"channel": "email", "message": "Resolution Center\n\nPlease visit the resolution center located here\n\nhttps://www.paypal.com/cgi-bin/webscr?cmd=_login-run_res\n\nto verify your identity and avoid the blocking of your account\n\nSincerely,\nPayPal\nAccount Review Department\nPayPal,an eBay Company"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1844", "copies": 1, "upstream_ids": ["phishing3.mbox#1844"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10750:is_spam", "suite": "spam", "family": "zefang_phishing_email-2ee13dc5767a6fd65a88", "state": {"channel": "email", "message": "the worst I cloud find were teilprs, and of\ntehm the most cfinnosug seeemd to be: parental paternal prenatal as cenotxt wloud be mcuh more sacfgiiinnt\nwith the rest, scuh as: bakers beakers breaks98% of the 45k wdors were uinque.-Dave1. romaji, or european languages which\ntend to end in vowels, would presumably\nwork better with attention on the ending\nsyllable (or at least consonant sound)2. are typos a larger or smaller space?\nI had a whoromatic proggy that scattered\ntranspositions at hazard where the hands\nalternated quickly; that would be a much\nsmaller space -- but transposing/eliding\nspaces might make for a much larger one."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10750", "copies": 2, "upstream_ids": ["zefang-10750", "ealvaradob-10216"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1539:message_type", "suite": "spam", "family": "sms_phishing-95ad959f742d3cb812f5", "state": {"channel": "sms", "message": "88800 and 89034 are premium phone services call 08718711108"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1539", "copies": 3, "upstream_ids": ["mendeley-1539", "mendeley-3033", "uci-660"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00480.a5931465ca6f5b22eff24943b5c8b17d:message_type", "suite": "spam", "family": "spamassassin-2bedc1e6c188931ca0b2", "state": {"channel": "email", "message": "Dear Sir/Madam,\n\nI am well confident of your capability to assist me in\na transaction for mutual benefit of both parties, ie\n(me and you) I am also believing that you will not\nexpose or betray the trust and confidence I am about\nto establish with you. I have decided to contact you\nwith greatest delight and personal respect.\n\nWell, I am VICTOR SANKOH, Son to Mr.FODAY\nSANKOH\nwho was arrested by the ECOMOG PEACE KEEPING FORCE\nmonths ago in my country Sierra Leone.\nFew days before the arrest of my father, he confided\nin me and ordered me to go to his underground safe and\nmove out immediately, with a Deposit Agreement and\nCash Receipt he made with a security Company in\nAbidjan Cote d'Ivoire where he deposited One Iron Box\ncontaining USD$ 22 million dollars cash (Twenty Two\nMillion dollars).\n\nThis money was made from the sell of Gold and Diamond\nby my FATHER and he have already\ndecided to use this money for future investment of\nthe family before his arrest.\n\nThereafter, I rushed down to Abidjan with these\ndocuments and confirmed the deposit of the box by my\nfather. Also, I have been granted political stay as a\nRefugee by the Government of C te d'Ivoire.\n\nMeanwhile, my father have instructed me to look for a\ntrusted foreigner who can assist me to move out this\nmoney from C te d'Ivoire immediately for investment .\nBased on this , I solicit for your assistance to\ntransfer this fund into your Account, but I will\ndemand for the following requirement:\n\n(1) Could you provide for me a safe Bank Account where\nthis fund will be transferred to in your country or\nanother neaarby country where taxation will not\ntakegreat toll on the money?\n\n(2) Could you be able to assist me to obtain my\ntravelling papers after this transfer to enable me\ncome over to meet you in your country for\ntheinvestment of this money?\n\n(3) Could you be able to introduce me to a profitable\nbusiness venture that would not require much technical\nexpertise in your country where part of this fund\nwillbe invested?\n\nPlease, all these requirements are urgently needed as\nit will enable me to establish a stronger business\nrelationship with you hence I will like you to be the\ngeneral overseer of the investment thereafter. I am a\nChristian and I will please, want you to handle this\ntransaction based on the trust I have established\non you.\n\nFor your assistance in this transaction, I have\ndecided to offer you 12% percent commission of the\ntotal amount at the end of this business. The security\nof this business is very important to me and as such,\nI would like you to keep this business very\nconfidential. I shall be expecting your urgent reply.\nThank you and God bless you.\n\nVICTOR SANKOH\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00480.a5931465ca6f5b22eff24943b5c8b17d", "copies": 1, "upstream_ids": ["20030228_spam/spam/00480.a5931465ca6f5b22eff24943b5c8b17d"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00242.640f27e47a5754dbf4893781ce156a75:message_type", "suite": "spam", "family": "spamassassin-917bed68cbf3403acf3e", "state": {"channel": "email", "message": "Bill:\nGetting your own domain needn't be expensive, looks more professional, and\nyou're not going to suddenly lose your site with little or no notice (yes,\nI'm still smarting from bastard Geocities). I registered mine through\nhttp://www.easyspace.com/ - works out about a pound a week for registration\nand 30Mb hosting. It's a valuable service, there's no reason not to expect\nto pay.\n\nTimC\n\nLooking for a more powerful website? Try GeoCities for $8.95 per month.\nRegister your domain name (http://your-name.com). More storage! No ads!\nhttp://geocities.yahoo.com/ps/info\nhttp://us.click.yahoo.com/aHOo4D/KJoEAA/MVfIAA/7gSolB/TM"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00242.640f27e47a5754dbf4893781ce156a75", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00242.640f27e47a5754dbf4893781ce156a75", "zefang-13963", "ealvaradob-13206"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1806:message_type", "suite": "spam", "family": "sms_phishing-fbbae018b65666379776", "state": {"channel": "sms", "message": "it to 80488. Your 500 free text messages are valid until 31 December 2024."}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1806", "copies": 2, "upstream_ids": ["mendeley-1806", "uci-1963"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5486:is_spam", "suite": "spam", "family": "sms_phishing-d4021c36de71150f5f1a", "state": {"channel": "sms", "message": "Nah im goin 2 the wrks with j wot bout u?"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5486", "copies": 2, "upstream_ids": ["mendeley-5486", "uci-1953"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6684:is_spam", "suite": "spam", "family": "zefang_phishing_email-4fc9a96b572dac304387", "state": {"channel": "email", "message": "mcdonalds rules : ) did you hear about hoodia ? more info . . . coddle axis parrot crossbill valedictorian archipelago pet impugn snoop barn dunkirk ruckus buchenwald silly berkowitz six cloakroom migratory kay divisible mobster concede no"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6684", "copies": 2, "upstream_ids": ["zefang-6684", "ealvaradob-6405"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00171-3:message_type", "suite": "spam", "family": "generated_legit_email-670988773c99739ab08a", "state": {"channel": "email", "message": "Calendar Update: Q2 Planning Sync\n\nEMBER PARTNERS\n\nHi Michelle,\n\nI've moved our Q2 Planning Sync to Thursday, 13 May 2009 at 2:00 PM. Please update your calendar.\n\n[ Accept Meeting Invite ]\n\nThanks,\nOlivia Harris\nOperations Lead\n\nEmber Partners Ltd\n14 Station Road, Bristol BS1 4AX"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00171-3", "copies": 1, "upstream_ids": ["gen-00171-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:nazario:hash-test:phishing-2025#401:message_type", "suite": "spam", "family": "nazario-fe7c46781ae0fba19bb7", "state": {"channel": "email", "message": "Action Required: Review Account Changes\n\nAccount Update\n\nImportant Account Update\n\nWe are writing to inform you of an important update regarding your kwame_white@emberhealth.net account. As part of our ongoing efforts to improve our services, we have made updates to your account details.\n\nPlease review these changes at your earliest convenience to ensure uninterrupted service.\n\nConfirm Account https://atnmy-amsterdam.com/south/#kwame_white@emberhealth.net\n\nSincerely,\n\nThis is an automated message. Please do not reply to this email.\n\n© 2015 quartzsolutions.de All rights reserved."}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#401", "copies": 1, "upstream_ids": ["phishing-2025#401"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00029-1:is_spam", "suite": "spam", "family": "generated_legit_email-69c9c658d552087cdf38", "state": {"channel": "email", "message": "gym direct debit\n\nHey Sarah,\n\nJust confirming I set up the direct debit for our gym membership yesterday. The first payment of £45.00 will come out of my account on 5 January. After that it renews monthly on the 5th so we don't have to worry about it again.\n\nLet me know if you need anything else!\n\nRonald"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00029-1", "copies": 1, "upstream_ids": ["gen-00029-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "direct debit, bill or subscription payment confirmation"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3035:message_type", "suite": "spam", "family": "sms_phishing-a9496a0ad1e32996f041", "state": {"channel": "sms", "message": "Nothing spl..wat abt u and whr ru?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3035", "copies": 2, "upstream_ids": ["mendeley-3035", "uci-3726"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16041:is_spam", "suite": "spam", "family": "zefang_phishing_email-c478985c8aa5ef156b86", "state": {"channel": "email", "message": "I know you want to look at pussyI know you want to look at pussy, but first you need to learnThe Truth about the adult industry:Get Into Paysite Free!If you take 2 minutes to read what I have to say you will have full accessto some of the largest membership sites for free.TRUTHA recent internet survey showed that almost 28 % of all the revenue generated on the internet today is from adult products & websites. Making it the #1 product/service in demand on the internet.TRUTHYahoo conducted a adult internet survey that showed more than More than half of all adult surfers have paid up to $50 for a pay site membership. We wonder why? It is really easy to ge\nt into these sites for free. Why would you pay for a membership to an adult site with out knowing what they really have to offer? It's kind of like going on a blind date, you don't really know what to expect! I have top a adult sites you can become a member to for FREE.TRUTHThese directions are common sense, but some people still haven't figured it out! I have found a pay site offering free passes. So if you get a free pass imagine all the movies you can download onto your hard drive. All %100 free. These sites all have more movies, chat rooms, and hot pictures than any other porn sites I have come across to date. They are all A+ porno sites.All %100 free.DIRECTIONSFollow these 6 simple steps and you'll get a free pass into an adult paysite. Note that these passes are not permanent, but they're free and it takes less than two minutes to get in.STEP 1: Scroll down the page & click on the Web site banner below that interests you most.&nb\nsp;The descriptions and the links are below. Pick the one you want to get your 1st free pass to.STEP 2: Once you arrive at the site you have selected, fill out the form, then click the submit button that says \"GIVE MY FREE PASS\". Remember to wait several seconds for the entire page to load. If you are on a dial up modem it will take a minute to process the page.STEP 3: This will take you to the second join page. Fill in the required information. This is not some second rate site run by couple scumbags, these are multi-million dollar operations with policies and rules. They won't charge you for the free pass. Don't believe me? Read their Terms and Conditions.STEP 4: After you have filled out the rest of the form........click the SUBMIT button! Only hit it one time! Wait one or two minutes, it will send the username and password to your e-mail account. That's it, within minutes you will have a free passSTEP 5: That's i\nt! That's all there is to it. Like I said before read the terms and conditions for yourself so you feel comfortable with it .This method of getting a free pass is best described as cutting out the middle man. Click or Copy & Past this Free Pass Link: http://www.luckyamateurwives.com  qydosdypylfnjyrqwhwtcbjdtujmvgwh"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16041", "copies": 2, "upstream_ids": ["zefang-16041", "ealvaradob-15144"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02145.61ad4950ae2ed9433d6b7d54b6f1aea7:is_spam", "suite": "spam", "family": "spamassassin-06697f04951929f7e02b", "state": {"channel": "email", "message": "British National Health Service to provide vibrators to women\nwith sexual dysfunction.\n\n(Some Dysfunctional Woman)"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02145.61ad4950ae2ed9433d6b7d54b6f1aea7", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02145.61ad4950ae2ed9433d6b7d54b6f1aea7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1222:is_spam", "suite": "spam", "family": "sms_phishing-b3ac42a9cb5f0d9ab6d5", "state": {"channel": "sms", "message": "Yun buying... But school got offer 2010 plus only..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1222", "copies": 2, "upstream_ids": ["mendeley-1222", "uci-1160"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13169:is_spam", "suite": "spam", "family": "zefang_phishing_email-4adfb0d93d4b52526adb", "state": {"channel": "email", "message": "bnp paribas master netting agreement we are moving ahead with finalizing a master netting agreement that will cover all physical and financial agreements between bnp paribas and enron , except for the exchange agreements pertaining to nymex and lme trading . the agreements to be included under this arrangement are listed below . the intent is to complete the agreement by close of business on tuesday , november 27 . we have communicated this to bart schouest at bnp paribas and to bnp paribas ' counsel in new york . 1 . isda master agreement dated effective as of june 28 , 2019 between enron north america corp . , formerly enron capital & trade resources corp . , and bnp paribas , formerly banque paribas ( as the same may have been or may be amended , restated , supplemented of otherwise modified from time to time , and including all transactions , schedules , annexes , and confirmations thereunder , collectively ) . 2 . interest rate and currency exchange agreement dated effective as of january 16 , 2016 between enron corp . and bnp paribas , formerly banque paribas . 3 . isda master agreement dated effective as of february 22 , 2024 between enron capital & trade resources international corp . and bnp paribas . 4 . isda master agreement effective as of april 4 , 2024 between enron credit limited and bnp paribas . 5 . general terms & conditions governing transactions executed between enron capital & trade resources limited and bnp paribas . 6 . general terms & conditions governing online transactions executed between enron capital & trade resources limited and bnp paribas for the sale and purchase for flat uk beach trades . please address any questions or concerns to me asap . regards , chip"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13169", "copies": 2, "upstream_ids": ["zefang-13169", "ealvaradob-12456"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01675.5e3a4fdad399e2557d6921d7e938faef:is_spam", "suite": "spam", "family": "spamassassin-6998dcf74fc33d91e50f", "state": {"channel": "email", "message": "Deployment\n\nSo then, Tim Peters <angela_baker@live.com> is all like:\n\nThat's pretty good. I wonder how much better you could do by using some\ncustom pickler. I just checked my little dbm file and found a lot of\nwhat I would call bloat:\n\n('ccopy_reg\\n_reconstructor\\nq\\x01(cclassifier\\nWordInfo\\nq\\x02c__builtin__\\nobject\\nq\\x03NtRq\\x04(GA\\xce\\xbc{\\xfd\\x94\\xbboK\\x00K\\x00K\\x00G?\\xe0\\x00\\x00\\x00\\x00\\x00\\x00tb.', 106)\n(WordInfo'(1031337979.16197, 0, 0, 0, 0.5)', 42)\n\nIgnoring the fact that there are too many zeros in there, the pickled\nversion of that WordInfo object is over twice as large as the string\nrepresentation. So we could get a 50% decrease in size just by using\nthe string representation instead of the pickle, right?\n\nSomething about that logic seems wrong to me, but I can't see what it\nis. Maybe pickling is good for heterogeneous data types, but every\nvalue of our big dictionary is going to have the same type, so there's a\nton of redundancy. I guess that explains why it compressed so well.\n\nNeale"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01675.5e3a4fdad399e2557d6921d7e938faef", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01675.5e3a4fdad399e2557d6921d7e938faef"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00389-5:is_spam", "suite": "spam", "family": "generated_legit_email-10f734739ac0499fdf58", "state": {"channel": "email", "message": "Invoice for CloudSync Pro Subscription\n\nSTERLING SYSTEMS\n\nHey Margaret,\n\nHope you're doing well! Just sending over the invoice for your CloudSync Pro subscription like we talked about last weekend. I set it up under our family business account.\n\nInvoice Number: SS-2017-08-441\nAmount Due: €45.99\nBilling Period: August 2017\nDue Date: 16 August 2017\n\nPay Invoice Now\n\nI already applied the sibling discount we get through Sterling Systems, so the total is lower than usual. You just need to make sure the payment clears by 16 August 2017 so the software doesn't pause your backups.\n\nIf you have any trouble logging into the billing dashboard, just call me directly at +44 7700 900412 and I'll walk you through it.\n\nTalk soon,\nNicholas Thomas\n\nSterling Systems Ltd\n88 High Street, Bristol BS1 4QR\nPhone: +44 117 496 0000\n\nPrivacy Policy available upon request.\n(C) 2017 Sterling Systems Ltd."}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00389-5", "copies": 1, "upstream_ids": ["gen-00389-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "software or cloud service invoice"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6781:is_spam", "suite": "spam", "family": "zefang_phishing_email-59cf30b86506f5c4fbee", "state": {"channel": "email", "message": "linux - kernel , get a new home homeowners - do you have less - than - perfect credit * we ' ll quickly match you up with the b . est provider based on your needs . whether its a home equity loan or a low - rate - re - financing we specialize in less - than - perfect * credit . we ' ll help you get the yes ! you deserve . http : / / www . nocturnull . com / save . asp future reference options : http : / / www . nocturnull . com / gone . asp - to unsubscribe from this list : send the line \" unsubscribe linux - kernel \" in the body of a message to majordomo @ vger . kernel . org more majordomo info at http : / / vger . kernel . org / majordomo - info . html please read the faq at http : / / www . tux . org / lkml /"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6781", "copies": 2, "upstream_ids": ["zefang-6781", "ealvaradob-6498"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00478-0:message_type", "suite": "spam", "family": "generated_legit_email-0cbb5d23694dce665287", "state": {"channel": "email", "message": "Your North Networks verification code\n\nHi Mei,\n\nYour two-step verification code is 482917. It will expire in 10 minutes.\n\nIf you did not request this code, please contact us immediately at 1-800-555-0193 so we can secure your account.\n\nThanks,\nFrank Foster\nNorth Networks Security Team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00478-0", "copies": 1, "upstream_ids": ["gen-00478-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2234:is_spam", "suite": "spam", "family": "sms_phishing-7f14801da384893e0591", "state": {"channel": "sms", "message": "Sounds gd... Haha... Can... Wah, u yan jiu so fast liao..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2234", "copies": 2, "upstream_ids": ["mendeley-2234", "uci-1576"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2018#113:is_spam", "suite": "spam", "family": "nazario-2b21fe1128b85afc44be", "state": {"channel": "email", "message": "omar33@btinternet.com You have just 15 hours to verify your account\n\nSecureMailBox\n\nDear %0%,\n\nSince December you have neglected our notifications that your account needs reconfirmation. We detected that\n\nthis account was registered using false identity which is against %0% protocols.\n\nClick here to confirm your details,\n\nNote: If you don't comply, your mail box will be trashed down permanently. You have been given 15hours deadline.\n\nThank you,Support"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#113", "copies": 1, "upstream_ids": ["phishing-2018#113"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00608-2:is_spam", "suite": "spam", "family": "generated_legit_email-87d651814ff1caa65fc4", "state": {"channel": "email", "message": "Reset your Delta Health account password\n\nDelta Health Member Portal\n\nHi Yuki Bailey,\n\nWe received your request to reset your password. Click the button below to choose a new one. This link expires in 2 hours.\n\nReset Password\nhttps://www.deltahealth.com/reset-password\n\nIf you did not request this, please call us immediately at 1-800-555-0192.\n\nRachel Santos\nDelta Health Support\n400 Wellness Way, Austin, TX 78701\nPrivacy: https://www.deltahealth.com/privacy-policy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00608-2", "copies": 1, "upstream_ids": ["gen-00608-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:generated_unwanted_email:none:genu-00217-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-d9a568aba284794ba371", "state": {"channel": "email", "message": "Meet local singles tonight!\n\nHey Sharon,\n\nHave you checked out SparkConnect yet? It is the fastest growing social app this summer. Thousands of people in your area are online right now looking to chat and meet up.\n\nDownload it free here: https://www.crestlogistics.de/sparkconnect-invite\n\nCall their support line if you need help setting up your profile: +44-800-555-0199.\n\nTalk soon!\nAmara Thompson"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00217-4", "copies": 1, "upstream_ids": ["genu-00217-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk promotion of a dating or social app", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00424-2:is_spam", "suite": "spam", "family": "generated_legit_email-11284f9a6d34847b2a0a", "state": {"channel": "email", "message": "Book club dues\n\nHi Nancy, just a quick reminder that your Union Media Community Library membership renewal of $35.00 is due by 15 November 2024. Please pay at https://www.unionmedia.net/pay-dues to keep your borrowing privileges active. Call me at 555-0178 if you need help!\n\nMary"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00424-2", "copies": 1, "upstream_ids": ["gen-00424-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02382.eb2484cdedd309cd6d94fdc9731ef5c5:is_spam", "suite": "spam", "family": "spamassassin-e86b25473273cac17c62", "state": {"channel": "email", "message": "BSkyB recruits heavyweight non-execs\n\n*Media:* Move could lead to Rupert Murdoch's News Corporation being outvoted on\nmajor board decisions."}, "question": {"type": "noul", "instructions": "Is this message spam, or an attempt to phish personal details or money? Answer no if it is just a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-15", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02382.eb2484cdedd309cd6d94fdc9731ef5c5", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02382.eb2484cdedd309cd6d94fdc9731ef5c5"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3585:is_spam", "suite": "spam", "family": "sms_phishing-5c4b8526d075dd770455", "state": {"channel": "sms", "message": "She's borderline but yeah whatever."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3585", "copies": 2, "upstream_ids": ["mendeley-3585", "uci-3943"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00105-5:message_type", "suite": "spam", "family": "generated_legit_email-f67a524f9596ee496397", "state": {"channel": "email", "message": "Notice: Quarterly Planning Meeting Scheduled\n\nMEETING INVITATION NOTICE\n\nDate Issued: 28 December 2011\nMeeting Reference: QG-2012-Q1-004\nSubject: Q1 2012 Strategic Planning Session\nScheduled Date: 9 January 2012\nTime: 10:00 AM - 12:30 PM EST\nLocation: Conference Room B, Quartz Group Headquarters\nRSVP Deadline: 4 January 2012\nAgenda Link: https://www.quartzgroup.io/meetings/QG-2012-Q1-004\n\nDear Brenda,\n\nYou are invited to attend the Q1 2012 Strategic Planning Session. Attendance is required for all department leads. Please review the agenda using the link above prior to the meeting and come prepared with your team's performance summaries from Q4 2011.\n\nKindly confirm your attendance no later than 4 January 2012 so we can finalize catering and seating arrangements. If you have a scheduling conflict, notify me directly before the RSVP deadline.\n\nRegards,\nHeather Taylor\nOperations Manager\nQuartz Group"}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00105-5", "copies": 1, "upstream_ids": ["gen-00105-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#137:is_spam", "suite": "spam", "family": "nazario-0b875f249604b1ae3470", "state": {"channel": "email", "message": "CHRISTOPHER FORK BANK NOTICE\n\nDear Christopher Fork Bank customer,\n\nWe recently noticed one or more attempts to log in your Christopher Fork Bank\naccount from a foreign IP address and we have reasons to believe that your\naccount was hijacked by a third party without your authorization.\n\nIf you recently accessed your account while traveling, the unusual log in\nattempts may have initiated by you.\n\nHowever if you are the rightful holder of the account, click on the link\nbelow and submit, as we try to verify your account. (In case your are not\nenrolled for Christopher Fork Bank Online Banking then use your Social Security\nNumber both as Customer ID and Password ):\n\nhttps://www.mynfbonline.c0m/cashman/redir.Asp?affiliate=9d1825494ae10\n\nThe log in attempt was made from:\n\nIP address: 110.6.13.227\n\nISP host: 110.6.13.1.fastweb.rnet.org\n\nIf you choose to ignore our request, you leave us no choice but to\ntemporally suspend your account.\n\nWe ask that you allow at least 48hrs for the case to be investigated and we\nstrongly recommend not making any changes to your account in that time.\n\nIf you received this notice and you are not the authorized account holder,\nplease be aware that is in violation of Christopher Fork Bank policy to represent\noneself as another Christopher Fork Bank account owner.Such action may also be in\nviolation of local, national, and/or international law. Christopher Fork Bank is\ncommitted to assist law enforcement with any inquires related to attempts to\nmisappropriate personal information with the Internet to commit fraud or\ntheft.\n\nInformation will be provided at the request of law enforcement agencies to\nensure that perpetrators are prosecuted to the fullest extent of the law.\n\n* Please do not respond to this email as your reply will not be received.\n\nFor assistance, log in to your Christopher Fork Bank account and choose the \"HELP\"\nlink.\n\nThanks for your patience as we work together to protect your account.\n\nRegards,\n\nThe Christopher Fork Bank Corp. Copyright © 2010. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#137", "copies": 1, "upstream_ids": ["phishing3.mbox#137"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00846-4:is_spam", "suite": "spam", "family": "generated_legit_email-11363d1a7ef0b8604515", "state": {"channel": "email", "message": "Urgent: Q3 Compliance Review Document Needed\n\nSender: Maria Harris, Orbit Financial Services\nDocument: Q3 Compliance Review\nDeadline: 9 November 2013\n\nKathleen,\n\nPlease upload the signed Q3 compliance review document to our secure portal: https://www.orbitlabs.com/compliance-upload\n\nI need it on file before close of business on 9 November. Call me at +33 1 42 68 53 00 if you have trouble accessing the system.\n\nMaria Harris"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00846-4", "copies": 1, "upstream_ids": ["gen-00846-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "message from a manager asking for a document or review"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4332:is_spam", "suite": "spam", "family": "sms_phishing-1ff5de5701cec06e1484", "state": {"channel": "sms", "message": "Please call our customer service representative on 8927307655 between 10am-9pm as you have W0N a guaranteed cash prize of Rs.4,00,000. FL1PKART TEAM"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4332", "copies": 1, "upstream_ids": ["mendeley-4332"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3297:message_type", "suite": "spam", "family": "sms_phishing-398a1d31307a6ec85970", "state": {"channel": "sms", "message": "Been up to ne thing interesting. Did you have a good birthday? When are u wrking nxt? I started uni today."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3297", "copies": 2, "upstream_ids": ["mendeley-3297", "uci-1100"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01089.1a35cad14b5dfe121e9cf18be1e93e7d:message_type", "suite": "spam", "family": "spamassassin-d753cab2c37c19ddc527", "state": {"channel": "email", "message": "This little domain went to China....\n\nThe RIAA continues to amaze me. Everyone might want to grok the\nnews yahoo has:\n\nhttp://rd.yahoo.com/dailynews/nm/tc_nm/inlinks/*http://Listen4ever.com\n\nAnd if you're really bored, go ahead and read the papers that were\nfiled by the RIAA against the major backbone providers.\n\nhttp://www.riaa.com/pdf/Listen4Ever.pdf\n\nSo it looks like the RIAA is getting bored with its usual tack of\nsuing the peer-to-peer services, and is instead using the DMCA\nto sue ISPs and backbones into compliance -- They want said backbones\nto block the ip address of the listen4ever.com server due to\nlisten4ever's alleged infringement of copyright. To quote\nthe Motion that the RIAA issued: \"Plaintiffs request that\nthe Court issue a preliminary injunction requiring Defendants to block\ncommunication to and from Listen4ever's servers that travel through\nDefendants' backbone routing systems\".\n\nAt least according to the RIAA (probably for bonus terror tactics )\nthe Listen4ever site is even more formidable than that bane of p2p\ngoodness, Napster, due to the fact that its on a centralized server,\nout of their reach of RIAA/DMCA control (its located in China), and\nbecause according to the RIAA it facilitates the downloading of entire albums.\nApparently listen4ever has a few other sites floating around, and the RIAA has been\nunsuccessful in getting any of them to voluntarily surrender\nservice(1).\n\nGotta love the RIAA for jumping into this lawsuit with the customer's\ninterests in mind. How lawyers can write drivel along the lines of\n'if you dont stop these guys, we'll run out of money and we won't be\nable to supply you new music!' just blows my mind, especially in this\nday and age. The RIAA has enough money to file inane lawsuits\nagainst backbone providers, but they don't have enough money to\nproduce new artists? Something seems wrong here.\n\nHere's my problem. Say the RIAA wins in court, and the backbone\nproviders comply. Their biggest hurdle is now accomplished, and one\nhell of a terrible precident is/can be set. At least in the RIAA's\ncase, I'm sure once they get a Court-mandated Ok for this particular\nsite, they'll just go ahead, write their nice friendly lawyer letters,\nand demand that subsequent IP addresses also be blocked, as they too\nroute to sites that are problematic to the RIAA.\n\nEven worse, the concept that other groups (the first that flashed into\nmy little brain being the Scientologists) also decide that this is the way\nto go. If the RIAA prevails, they have record set, albiet in NY\nonly, that can be pointed back to, and used in other cases.\nEventually this will hit a large enough court that precident will set,\nand we have a very quiet, very non-reported event occuring from then\non, the systematic C&Ding of the Internet. Anything that violates the\nDMCA, given its takedown provisions, might now potentially\nfall prey to a Cease & Desist letter. Rather than appealing, the\nbackbone providers will just agree -- as they seem likely to do\n'provided a court order'.\n\nPoint being is that soon this won't take a court order. A nastygram\nwill suffice and we'll wonder where all the new\nmusic/information/dissenting opinions/ criticisms went.\n\nThis is a scary road we're running down here. So nice to see that\nits still hush-hush in the geek community.\n\nWhats more bizzare is some of the support(?) that the RIAA seemed to\nget. I'm curious for instance, how Dave Farber got dragged into\nthis... (2) Dave, you still read FoRK?\n\n(1) Save for one, lmp3.com, which was listed as a redirect site in the\ncourt documents, has since gone down. Their website has a humorous little note: \"Lmp3\nwill be closed and will never come back! \". Listen4ever.com is not\nresponding, but i'm not quite sure if thats due to backbone compliance\nor the site being overburdened.\n\n(2) Declaration of Prof. David J. Farber:\nhttp://www.riaa.com/pdf/Listen4Ever.pdf (p. 95)\n\nA very disgruntled,\n\nbitbitch"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01089.1a35cad14b5dfe121e9cf18be1e93e7d", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01089.1a35cad14b5dfe121e9cf18be1e93e7d", "zefang-2245", "ealvaradob-2156"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5213:message_type", "suite": "spam", "family": "sms_phishing-fe4efb745c5ce6bb04c2", "state": {"channel": "sms", "message": "Ok that's fine"}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5213", "copies": 1, "upstream_ids": ["mendeley-5213"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02363.bbded22e51204b9d7cd1a7e2df26efc3:is_spam", "suite": "spam", "family": "spamassassin-059ebfb54cb7d17b0bbe", "state": {"channel": "email", "message": "'I'm just an idiot'\n\n*Simon Hattenstone* meets comedian Lee Evans."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02363.bbded22e51204b9d7cd1a7e2df26efc3", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02363.bbded22e51204b9d7cd1a7e2df26efc3"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5443:message_type", "suite": "spam", "family": "sms_phishing-fa5e4aeade921bee15f9", "state": {"channel": "sms", "message": "Call me, i am senthil from hsbc."}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5443", "copies": 2, "upstream_ids": ["mendeley-5443", "uci-4783"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1285:is_spam", "suite": "spam", "family": "sms_phishing-71fef866040814b52b38", "state": {"channel": "sms", "message": "You have 1 new message. Please call 08715205273"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1285", "copies": 3, "upstream_ids": ["mendeley-1285", "mendeley-5404", "uci-5112"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01830.edfe460e0871e3f0da84f16a76abf064:is_spam", "suite": "spam", "family": "spamassassin-50c93d9d5a09a2de291c", "state": {"channel": "email", "message": "Phil Wolff: Dave Winer books I'll buy. _Sweet! _\n\nPhil Wolff: Dave Winer books I'll buy[1]. _Sweet! _\n\n[1] http://dijest.com/aka/2023/09/23.html#a2082"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01830.edfe460e0871e3f0da84f16a76abf064", "copies": 2, "upstream_ids": ["20030228_easy_ham/easy_ham/01830.edfe460e0871e3f0da84f16a76abf064", "20030228_easy_ham/easy_ham/01850.f789b0fdb4ed4a2407565f9525815222"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2103:is_spam", "suite": "spam", "family": "zefang_phishing_email-4873e769f4629b204d1b", "state": {"channel": "email", "message": "Have you checked your personal credit reports recently?If you are planning making any major purchase like purchasing a Home or\nnewcar or getting a new job or even a promotion, Please....read on!You need to have a GOOD to EXCELLENT credit rating. If you do already,\nthat's important, but if you know your credit is less than perfect, you need\nto get those negative remarks REMOVED, LEGALLY and quickly.How? It's easier than you think.With NuCredit Software YOU can clear any negatives already on your\ncredit reports, This requires NO experience OR special skills from you to use our\nprogram. This is how we can help:Getting \"Excellent Credit\" has never been easier athttp://wws2.dyn.eeFor the first time ever, we have simplified this process and made it\neasy for thousands just like you that are looking for a safe and legal and\neasy way to remove \"bad credit\" permanently, once and for all!. NuCredit\ncan remove Judgements, Bankruptcies, Tax liens and any other\nnegative ratings, in fact, ANYTHING that is reported on your credit.\"We\" will not clear your negative credit, but \"you\" can, and easily\ntoo. You are not going to spend hundreds or even thousands of dollars to do\nit,or depend on someone you don't even know to take action.If you can send an email, you can operate our software. It's just that\nsimple.This \"Fast and easy-to-use\" program is called, NuCredit.Here is a brief description:The easiest and most effective credit program available today.\nNuCredit is designed to improve and remove negative items on\nyour personal credit reports at home or the office quickly and\neffectively. This is your first step to achieving financial independence.NuCredit does it all \"Step by Step\"...Each easy-to-understand step\nis designed to remove negative credit remarks on each of the major\ncredit bureau files, legally! Never before, has it been easier to\nremove negative credit just like the professionals.This program is the complete route to getting, using, and managing your\ncredit reports wisely even if you're unskilled in credit or computers.\n10 minutes a month is all you need to:Remove negative items from each credit report:TRW (Experian), TransUnion, CBI/EquifaxCommunicate with the credit bureaus without fear or reprisal.Review your credit reports on a consistent cycle (every 30 days!)Manage your own credit reports easily.Now \"you\" have control over your reports.Re-establish good credit, Fast and easy!\"Please go to:http://wws2.dyn.eeLet's get started today!. Don't let another minute pass.\n[6897Xjvk9-144hsPG7837zbKJ3-198zOzv0155tGcO9-717sfou4155TgDj5-12@59]"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2103", "copies": 2, "upstream_ids": ["zefang-2103", "ealvaradob-2019"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00762-1:message_type", "suite": "spam", "family": "generated_legit_email-f0a30d9848f5b0420c2e", "state": {"channel": "email", "message": "Online Course Registration - Project Management Certificate\n\nHi Valentina,\n\nThanks for reaching out about the Project Management Certificate course. I have checked with the training coordinator and you are all set to enroll for the June cohort. You just need to complete the registration form by Friday.\n\nHere is the link to finalize your enrollment: https://www.uniongroup.co.uk/training/register-pm-2009\n\nIf you run into any issues filling out the form or have questions about the syllabus, give me a call directly at 020 7946 0321 and I can walk you through it.\n\nBest,\nCarol Brown\nTraining Manager\nUnion Group Ltd"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00762-1", "copies": 1, "upstream_ids": ["gen-00762-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01089.1a35cad14b5dfe121e9cf18be1e93e7d:is_spam", "suite": "spam", "family": "spamassassin-d753cab2c37c19ddc527", "state": {"channel": "email", "message": "This little domain went to China....\n\nThe RIAA continues to amaze me. Everyone might want to grok the\nnews yahoo has:\n\nhttp://rd.yahoo.com/dailynews/nm/tc_nm/inlinks/*http://Listen4ever.com\n\nAnd if you're really bored, go ahead and read the papers that were\nfiled by the RIAA against the major backbone providers.\n\nhttp://www.riaa.com/pdf/Listen4Ever.pdf\n\nSo it looks like the RIAA is getting bored with its usual tack of\nsuing the peer-to-peer services, and is instead using the DMCA\nto sue ISPs and backbones into compliance -- They want said backbones\nto block the ip address of the listen4ever.com server due to\nlisten4ever's alleged infringement of copyright. To quote\nthe Motion that the RIAA issued: \"Plaintiffs request that\nthe Court issue a preliminary injunction requiring Defendants to block\ncommunication to and from Listen4ever's servers that travel through\nDefendants' backbone routing systems\".\n\nAt least according to the RIAA (probably for bonus terror tactics )\nthe Listen4ever site is even more formidable than that bane of p2p\ngoodness, Napster, due to the fact that its on a centralized server,\nout of their reach of RIAA/DMCA control (its located in China), and\nbecause according to the RIAA it facilitates the downloading of entire albums.\nApparently listen4ever has a few other sites floating around, and the RIAA has been\nunsuccessful in getting any of them to voluntarily surrender\nservice(1).\n\nGotta love the RIAA for jumping into this lawsuit with the customer's\ninterests in mind. How lawyers can write drivel along the lines of\n'if you dont stop these guys, we'll run out of money and we won't be\nable to supply you new music!' just blows my mind, especially in this\nday and age. The RIAA has enough money to file inane lawsuits\nagainst backbone providers, but they don't have enough money to\nproduce new artists? Something seems wrong here.\n\nHere's my problem. Say the RIAA wins in court, and the backbone\nproviders comply. Their biggest hurdle is now accomplished, and one\nhell of a terrible precident is/can be set. At least in the RIAA's\ncase, I'm sure once they get a Court-mandated Ok for this particular\nsite, they'll just go ahead, write their nice friendly lawyer letters,\nand demand that subsequent IP addresses also be blocked, as they too\nroute to sites that are problematic to the RIAA.\n\nEven worse, the concept that other groups (the first that flashed into\nmy little brain being the Scientologists) also decide that this is the way\nto go. If the RIAA prevails, they have record set, albiet in NY\nonly, that can be pointed back to, and used in other cases.\nEventually this will hit a large enough court that precident will set,\nand we have a very quiet, very non-reported event occuring from then\non, the systematic C&Ding of the Internet. Anything that violates the\nDMCA, given its takedown provisions, might now potentially\nfall prey to a Cease & Desist letter. Rather than appealing, the\nbackbone providers will just agree -- as they seem likely to do\n'provided a court order'.\n\nPoint being is that soon this won't take a court order. A nastygram\nwill suffice and we'll wonder where all the new\nmusic/information/dissenting opinions/ criticisms went.\n\nThis is a scary road we're running down here. So nice to see that\nits still hush-hush in the geek community.\n\nWhats more bizzare is some of the support(?) that the RIAA seemed to\nget. I'm curious for instance, how Dave Farber got dragged into\nthis... (2) Dave, you still read FoRK?\n\n(1) Save for one, lmp3.com, which was listed as a redirect site in the\ncourt documents, has since gone down. Their website has a humorous little note: \"Lmp3\nwill be closed and will never come back! \". Listen4ever.com is not\nresponding, but i'm not quite sure if thats due to backbone compliance\nor the site being overburdened.\n\n(2) Declaration of Prof. David J. Farber:\nhttp://www.riaa.com/pdf/Listen4Ever.pdf (p. 95)\n\nA very disgruntled,\n\nbitbitch"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01089.1a35cad14b5dfe121e9cf18be1e93e7d", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01089.1a35cad14b5dfe121e9cf18be1e93e7d", "zefang-2245", "ealvaradob-2156"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2020#40:is_spam", "suite": "spam", "family": "nazario-d28075999251ae5d6b71", "state": {"channel": "email", "message": "Standard Bank Account eStatement 2009-03-11\n\nDear Customer\n\nPlease find your electronic statement for March attached.\n\nTo keep your financial information safe, please note the following:\n\nInformation that only you will know is displayed in the eStatement verification block.\nThis is done so you can be sure your statement is from Standard Bank.\nIf any of the information in this eStatement is incorrect, please contact us immediately on 0861 201 311.\nYou will be prompted with your security features to access your eStatement.\nIf you do not wish to receive your eStatement by e-mail, you must advise us in writing;\nand we will effect the change within thirty (30) days of receipt of your instruction.\n\nTo open your eStatement, you will need Adobe Acrobat software (free to download from adobe.com).\n\nRegards,\n\nStandard Bank\n\nFor any queries please\ncall us on 0861201311\n\nOur lines are open from\n8am to 9pm Monday to Friday\nand 8am to 4pm on weekends\nand public holidays.\n\nCopyright Standard Bank. All rights reserved.\nThe Standard Bank of South Africa Limited (Reg. No. 1962/000738/06). Authorised financial services provider.\nRegistered credit provider NCR CP15.\n\nThe Standard Bank email disclaimer and confidentiality note:\n\nThis email, its attachments and any rights attaching hereto are, unless the context clearly indicates otherwise, the property of the Standard Bank Group Limited and/or its subsidiaries (\"the group\"). It is confidential, private and intended for the addressee only.\n\nShould you not be the addressee and receive this email by mistake, kindly notify the sender, and delete it immediately. Do not disclose or use the email in any manner whatsoever. Views and opinions expressed in this email are those of the sender unless clearly stated as those of the group.\n\nThe group accepts no liability whatsoever for any loss or damages - whatsoever and howsoever incurred - or suffered resulting or arising from the use of this email or its attachments. The group does not warrant the integrity of this email nor that it is free of errors, viruses, interception or interference.\n\nThe group will never send you any email or other communication asking you to update or confidential information about you or your account. If you have any doubts about the legitimacy of this email or other emails you receive claiming to be from Standard Bank please forward them to anna.bennett@horizonlogistics.de\n\nFor more information about Standard Bank Group Limited see www.standardbank.co.za"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2020#40", "copies": 1, "upstream_ids": ["phishing-2020#40"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3444:is_spam", "suite": "spam", "family": "sms_phishing-8246493c72bae2b7c01c", "state": {"channel": "sms", "message": "Today's Offer! Claim ur £150 worth of discount vouchers! Text YES to 85023 now! SavaMob, member offers mobile! T Cs 08717898035. £3.00 Sub. 16 . Unsub reply X"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3444", "copies": 3, "upstream_ids": ["mendeley-3444", "uci-527", "uci-850"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00105-5:message_type", "suite": "spam", "family": "generated_unwanted_email-de327d41402f48c123ef", "state": {"channel": "email", "message": "Action Required: Parcel Delivery Notice\n\nPioneer Health Financial Services\nTracking Number: PH-4492017\nCustoms Duty Due: £3.40\nFinal Collection Date: 10 November 2011\n\nDear Michael Garcia, your parcel is currently held at our distribution center. Please provide your debit card details via telephone to settle the outstanding customs redelivery fee.\n\nSamantha Rivera\nDispatch Manager"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00105-5", "copies": 1, "upstream_ids": ["genu-00105-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a parcel notice that pretends to be from a delivery company and asks for a small redelivery or customs fee by card", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing1.mbox#438:message_type", "suite": "spam", "family": "nazario-5d65ffe8e4031300d95e", "state": {"channel": "email", "message": "Ryan, Update account information\n\neBay\nsent this message to eBay Member.\n\nYour registered name is included to show this message originated from eBay. Learn more.\n\nSecurity\nNotification\n\nDear eBay Member\n\nFor the User Agreement, Section\n\n9, we may immediately issue a warning and temporarily\n\nterminate or suspend your membership and refuse to provide our\n\nservices to you if we believe that your actions may cause financial\n\nloss or legal liability for you, our users or us. We may also\n\ntake these actions if we are unable to verify or authenticate\n\nany information you provide to us.\n\nWe regret to inform you that your eBay account could be suspended\n\nif you don't re-update your account information. To resolve this\n\nproblem please use the link below and re-enter your account information.\n\nIf your problems could not be resolved your account will be suspended\n\nfor a period of 24 hours, after this period your account will\n\nbe terminated.\n\nDue to the suspension of this account, please be advised you are\n\nprohibited from using eBay in any way. This includes the registering\n\nof a new account. Please note that this suspension does not relieve\n\nyou of your agreed-upon obligation to pay any fees you may owe\n\nto eBay.\n\nTo update your record please click here:"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#438", "copies": 1, "upstream_ids": ["phishing1.mbox#438"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4969:is_spam", "suite": "spam", "family": "zefang_phishing_email-6ea9f7057f4ca44c7b59", "state": {"channel": "email", "message": "enron / hpl actuals for october 24 , 2020 teco tap 72 . 922 / hpl gas daily"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4969", "copies": 2, "upstream_ids": ["zefang-4969", "ealvaradob-4758"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02397.87db84626f7e5927b6fabc96e6be2b2e:message_type", "suite": "spam", "family": "spamassassin-ea824d5dee83b0d06f26", "state": {"channel": "email", "message": "Critical breast cancer gene identified\n\nDamaged forms of the newly identified gene are implicated in many breast and\nlung cancers - new treatments for thousands may result"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02397.87db84626f7e5927b6fabc96e6be2b2e", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02397.87db84626f7e5927b6fabc96e6be2b2e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2015#50:message_type", "suite": "spam", "family": "nazario-b406f4ede25b40c50855", "state": {"channel": "email", "message": "ICT\n\nMailbox\n\nPlease reduce your mailbox (size) and expand your email quota (size) CLICK: staff\nand faculty to expand your quota!!\n\nThis email has been scanned by the Symantec Email Security.cloud service.\n\nFor more information please visit http://www.symanteccloud.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#50", "copies": 1, "upstream_ids": ["phishing-2015#50"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1040:message_type", "suite": "spam", "family": "sms_phishing-80a219efaf977f33a5af", "state": {"channel": "sms", "message": "Can you tell Shola to please go to college of medicine and visit the academic department, tell the academic secretary what the current situation is and ask if she can transfer there. She should ask someone to check Sagamu for the same thing and lautech. Its vital she completes her medical education in Nigeria. Its less expensive much less expensive. Unless she will be getting citizen rates in new zealand."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1040", "copies": 2, "upstream_ids": ["mendeley-1040", "uci-4399"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10293:is_spam", "suite": "spam", "family": "zefang_phishing_email-fa74ae19bf2708b48a08", "state": {"channel": "email", "message": "new www server at the university of edinburgh the linguistics department at the university of edinburgh now has a www server . the url is http : / / www . ling . ed . ac . uk information is available about the department , about staff and student research interests , ongoing projects , undergraduate and graduate study . there are also links to our anonymous ftp server , where various research papers are available on-line , and to other related departments and centres at the university of edinburgh . - - caroline heycock"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10293", "copies": 2, "upstream_ids": ["zefang-10293", "ealvaradob-9795"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2734:message_type", "suite": "spam", "family": "sms_phishing-577ce86db926b6307f96", "state": {"channel": "sms", "message": "Eh u send wrongly lar..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2734", "copies": 2, "upstream_ids": ["mendeley-2734", "uci-975"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1814:is_spam", "suite": "spam", "family": "nazario-f2ddd1a76b0322fdc1c3", "state": {"channel": "email", "message": "We are verified by VISA. Confidential purchase.\n\n\"You ain't so tough,\" Toad said, poking me in the stomach with a fat f\nI didn't speak. Just waited. There was a dim chuckle over the wire. \"T\n\n\"Still cheap. Every week of course. In a nice clean envelope?\" \"No?\" The smile became soft, lazy and, if you can't think of a better \"Not far,\" he said. \"No. Not very far. Just far enough.\" The Gonzales gave her a quick darting glance, closed my wallet and tos \"I'm beginning to think you write your own dialogue,\" I said. \"I've be\nI had a reason for going back to the office. A special delivery letter I put the glass down on the floor and got one of my business cards out She giggled and poked the end of my nose with a fingertip. \"I suppose Mavis Weld said nothing. Her face had no expression. \"That's far too much,\" the little voice said. \"Why, it might cost hund Beifus said: \"Maybe that was one reason be came here. That, and the ho\nThe phone clicked in my ear. I hung up. For no reason a pencil rolled \"The head still-photographer at the studio,\" I said. \"Don't you know t I didn't have the heart to tell her I was just plain bored with doing I nodded and went out. There are days like that. Everybody you meet is \"Your name?\" Her voice froze on the second word, like a feather taking The Gonzales gave her a quick darting glance, closed my wallet and tos Alfred's eyes crawled sideways watching him, then jerked to the money She set her mouth stubbornly. \"No, Mr. Marlowe. They couldn't scare Or Mavis Weld said nothing. Her face had no expression.\n\"I am so tired,\" she whispered into my mouth. \"I am so worn, so incred The big man sighed. \"My name's Toad,\" he said. \"Joseph P. Toad.\" \"I paid you twenty dollars, Mr. Marlowe,\" she said coldly. \"I understo Flack's small, intent eyes became round holes in a face washed clean o\nHe held his hurt hand between his knees and squeezed it and began to w \"George W. Hicks,\" I said. \"It's in the register. Room 215. You just g \"I'll make the gags,\" I said. \"You tell the story. You came out on you He reached for the card without excitement, read it, turned it over an Beyond the little hallway the room widened towards a pair of windows t \"I knew you were the thoughtful type.\" She relaxed still more. Her hea There was a quiet pause. Dr. Lagardie's voice was now almost unctuousl\nShe gave me a level look which was not too admiring. \"If it was anythi \"You mean,\" she said in her little-girl manner, \"that they might hurt \"Five C's,\" the big man said. He folded his wallet and put it away. I \"Yes. I am so sorry,\" she sighed. \"That is, I think I am. Sometimes I I banged on the screen door. The man paid no attention. I banged again He tilted his chair forward again and went on doing whatever it was he\n\"You're cheap. It's a cheap little bastard, isn't it? A hundred bucks \"All right,\" she said, in a tight dangerous tone. \"If that's the way y I poured another slug of the gin and held it out of his reach. \"Go ahead,\" I said. \"It would give me the greatest possible pleasure t \"Yes,\" I said, \"I know how it is. You can cry if you want to. I won't\n\"It wasn't doing him any good,\" Flack said. \"Take the dough and breeze I got my wallet out and handed him one of my business cards. He read i She concentrated. That gave her a chance to do something with her eyeb \"I don't know,\" I said. \"It's a bit of a puzzle to me. But the man's n He tilted his chair forward again and went on doing whatever it was heAgain I closed his door and sat down across from him. Flack didn't see\nShe gave me a level, suddenly cool stare. \"Then why?\" Then when I didn \"Fine,\" I said. \"Then you don't need a detective at all. And if you di Flack took the cigar out of his mouth and said patiently: \"I'm in terr \"Never the time and place and the loved one all together,\" I said. \"You can't talk like that about my mother,\" she yelped, getting pale w I stepped into the house, crossed the service porch, went through the Tiny beads of sweat showed on Flack's lip above his little mustache. \" You could know Bay City a long time without knowing Idaho Street. And"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1814", "copies": 1, "upstream_ids": ["phishing3.mbox#1814"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15679:is_spam", "suite": "spam", "family": "zefang_phishing_email-696dff7342ca1ef9766f", "state": {"channel": "email", "message": "query on sumerian initial ccs dear fellow subscribers ! in two recent articles claude boisson ( bsl 84 . 1 , 2015 : 201-233 ) and manfred schretter ( acta orientalia hafn . 54 , 2019 : 7-30 ) have argued for the possibility of positing ( tautosyllabic ) initial consonant clusters for the reconstructed level of sumerian , basing themselves mainly on the so-called \" proto - ea \" syllabary glosses of sumerian logographs . does anybody know if there have been earlier / other attempts to reconstruct ccv ( c ) syllables in sumerian or attempts to use \" multiple \" , i . e . \" phonetic transfer \" readings of sumerian logographs for purpos - ses of reconstruction , in the fashion of what sinologists commonly reconstruct in old chinese on the basis of \" jiajie - \" , \" xiesheng - \" \" yidu - \" readings of chinese characters . any pointers & references on this subject would be highly appreciated . best regards , wolfgang wolfgang behr sinologie , johann wolfgang goethe - universit t , frankfurt / main dantestr . 4 - 6 / vi , postfach 111 932 60054 frankfurt / main , frg fax : 069 / 798-2973 ; tel . ( o ) : 069 / 798-2852"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15679", "copies": 2, "upstream_ids": ["zefang-15679", "ealvaradob-14814"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00069-1:message_type", "suite": "spam", "family": "generated_unwanted_email-76ff12a1fa943708fd40", "state": {"channel": "email", "message": "Failed Payment Notice - Prairie Foods\n\nRachel Lewis,\n\nYour recent payment failed. To avoid service disruption:\n\n1. Reply with your updated card number.\n2. Include the expiry date.\n3. Provide your billing zip code.\n\nResolve this by 20 September 2021.\n\nLiam Moore\nAccounts\nPrairie Foods\nprairiefoods.io"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00069-1", "copies": 1, "upstream_ids": ["genu-00069-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00035-1:message_type", "suite": "spam", "family": "generated_legit_email-3e0626a2507fc63bf9c9", "state": {"channel": "email", "message": "Server Maintenance - May 3\n\nNoah,\n\nPlease be advised that IT will perform scheduled server maintenance on Tuesday, 3 May 2015, starting at 22:00. The network will be unavailable for approximately four hours. Save all files and log off before the deadline.\n\nThanks,\nAngela Williams\nHarbor Consulting IT"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00035-1", "copies": 1, "upstream_ids": ["gen-00035-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:nazario:hash-test:phishing-2020#149:is_spam", "suite": "spam", "family": "nazario-58b24ffc94f0b0c25dd0", "state": {"channel": "email", "message": "#CASE: X789703648\n\n*Pay Pal\n*\nWe need to verify your identity.\n\n*Dear customer,*\n\nWe've noticed that your account is out of compliance with our regulatory requirements. You might be facing account limitation and losing its important services such as buying with linked card's, withdrawing, sending, or receiving money. (including balance)\n\nTo resolve this, please take a moment to review your account's informations and confirm your identity:\n\n*Your Account* ( http://wael01.beget.tech )\n\nWe hope to see you again soon.\nKind regards,\nPayPal Team\n\n*+ This request will be available for 48 hours.*\n\nPlease do not reply this email. We are unable to respond to inquiries sent to this address.\n\nFor immediate answers to your questions, reach our Help Center.\n\nPayPal, Inc 2017. All rights reserved. PayPal is located at 2211 N. First St., San Kwame, CA 95131.\n\nPP00201"}, "question": {"type": "noul", "instructions": "Classify this message as spam or phishing (yes) or as a normal message (no). Spam is unwanted bulk or advertising; phishing is a scam for personal details or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-9", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2020#149", "copies": 2, "upstream_ids": ["phishing-2020#149", "phishing-2020#150"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#620:message_type", "suite": "spam", "family": "nazario-ad3a5bf2d9eb3bf0b9bb", "state": {"channel": "email", "message": "Amazon.com Inquiry\n\nDear Amazon member,\n\nDue to concerns we have for the safety and integrity of the Amazon community we have issued this warning.\n\nPer the User Agreement, Section 9, we may immediately issue a warning, temporarily suspend, indefinitely suspend or terminate your membership and refuse to provide our services to you if we believe that your actions may cause financial loss or legal liability for you, our users or us. We may also take these actions if we are unable to verify or authenticate any information you provide to us.\n\nPlease follow the link below:\n\nhttp://www.amazon.com.exec-obidos.info?/homepage.html/002-8628879\n\nand update your account information.\n\nWe apreciate your support and understanding, as we work together to keep Amazon market a safe place to trade.\n\nThank you for your attention on this serious matter.\n\nRegards,\nAmazon Safety Department\n\nNOTE: This message was sent to you by an automated e-mail system. Please don't reply to it. Amazon treats your personal information with the utmost care, and our Privacy Policy is designed to protect you and your information."}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#620", "copies": 1, "upstream_ids": ["phishing2.mbox#620"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01623.e4e8861a3bb3e57547fddbaba4b76f3f:is_spam", "suite": "spam", "family": "spamassassin-f14b45f92af395ef549f", "state": {"channel": "email", "message": "use of base image / delta image for automated recovery from\nattacks\n\nNo reboot is required, you just need to remount it:\n\n# mount -o remount,rw /usr\n\nThis requires root access, but presumably /usr is safe from non-root\nusers anyway.\n\nOnly way to disable this is to have the kernel compiled with something\nthat compartmentalizes capabilities (LIDS/etc on Linux for example) or to\nremove CAP_SYS_ADMIN with lcap, which would definately require a reboot,\nand possibly break some other functionatily to boot. (Pun intended. My\napologies.)\n\n--\nBrian Hatch \"Are you expected?\"\nSystems and \"No. Dreaded.\"\nSecurity Engineer\nwww.hackinglinuxexposed.com\n\nEvery message PGP signed"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01623.e4e8861a3bb3e57547fddbaba4b76f3f", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01623.e4e8861a3bb3e57547fddbaba4b76f3f"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16457:is_spam", "suite": "spam", "family": "zefang_phishing_email-e7d852d1c32cfb290ad8", "state": {"channel": "email", "message": "correspondence and friends . hello from salvador / bahia / brasil , * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * to receive more information on our services come and request our ' info ' . we will e-mail it to you directly . - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - correspondence * dating * romance * travel korrespondenz * partnervermittlung * reisen korespondencja * matrymonialne * podroze correspondencia * sitas * matrimonios * viajes _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ we invite you * zapraszamy cie los invitamos * wir laden sie ein from , brazilian office http : / / www . always-friends . com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16457", "copies": 2, "upstream_ids": ["zefang-16457", "ealvaradob-15521"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14437:is_spam", "suite": "spam", "family": "zefang_phishing_email-772054970ba61396288d", "state": {"channel": "email", "message": "delivery status notification - these recipients of your message have been processed by the mail server : antonioalarcao @ zipmail . com . br ; failed ; 5 . 2 . 2 ( mailbox full )"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14437", "copies": 2, "upstream_ids": ["zefang-14437", "ealvaradob-13657"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1641:message_type", "suite": "spam", "family": "sms_phishing-d3e72b4966aa2b720971", "state": {"channel": "sms", "message": "Or ill be a little closer like at the bus stop on the same street"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1641", "copies": 2, "upstream_ids": ["mendeley-1641", "uci-237"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5141:is_spam", "suite": "spam", "family": "sms_phishing-18109db2e6628046cfa5", "state": {"channel": "sms", "message": "I'm already back home so no probably not"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5141", "copies": 2, "upstream_ids": ["mendeley-5141", "uci-4947"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8681:is_spam", "suite": "spam", "family": "zefang_phishing_email-60528ed0478f7d0df8dc", "state": {"channel": "email", "message": "african language association of southern africa call for papers 10th international biennial conference of the african language association of southern africa general the african language association of southern africa ( alasa ) was established on 26 july 1979 at a special business meeting during the third africa languages congress of the university of south africa ( unisa ) . in 2017 , twenty years later , the department of african languages of unisa will have the privilege of hosting the 10th international biennial conference of the african language association of southern africa in pretoria , south africa . conference theme : new millennium - new paradigms papers papers on prevalent issues within the study of literature and linguistics in african languages are invited for presentation . papers should not exceed 20 minutes followed by 10 minutes for discussion . potential speakers are requested to submit a typed two page summary of the paper with enough detail to ensure acceptance after adjudication ; and an abstract of 150 to 200 words for publication purposes before 1 march 2017 . successful applicants will be notified in mid - april 2017 . receipt of all summaries and abstracts will be acknowledged . pre-conference tutorials on 5 and 6 july 2017 various pre-conference tutorials will take place . details will be announced . registration the closing date for early registration for the conference is 30 may 2017 . registration fees will be announced in january 2017 . accommodation accommodation will be available in reasonably priced technikon guest houses on the unisa campus , as well as in other guest houses and hotels in the vicinity . details will be given in january 2017 . second circular a second call for papers as well as more details on the programme , keynote speakers , social events , transport , fees payable and so forth , will be included in the second circular in january 2017 . if you wish to receive the second circular , please reply to the relevant address below before 15 december 2016 . sonja bosch ( alasa 99 ) department of african languages unisa po box 392 0003 pretoria south africa tel : + 27-12 - 429 8253 fax : + 27-12 - 429 3355 e-mail : boschse @ alpha . unisa . ac . za www . unisa . ac . za / alasa / index . html"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8681", "copies": 2, "upstream_ids": ["zefang-8681", "ealvaradob-8292"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00907-1:message_type", "suite": "spam", "family": "generated_legit_email-6699060505f84556951a", "state": {"channel": "email", "message": "Your verification code is ready\n\nDelta Foods Security\n\nHi Edward Campbell,\n\nYour two-step verification code is: 482910\n\nEnter Verification Code\n\nThis code expires in 10 minutes. Do not share it with anyone.\n\nKenneth Okafor\nAccount Security Team\n\nDelta Foods\n742 Harvest Lane, Suite 100, Austin, TX 78701"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00907-1", "copies": 1, "upstream_ids": ["gen-00907-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:nazario:hash-test:phishing-2018#5:is_spam", "suite": "spam", "family": "nazario-dd42b140a2a658414f48", "state": {"channel": "email", "message": "Account termination notice\n\nDear carol.okafor@yahoo.co.uk,\n\nA request was sent to terminate your e-mail account.\n\nPlease ignore this message if you sent the request and your account will be deleted from our system within the next 48hrs otherwise click the button below to verify and cancel this request.\n\nVerify carol.okafor@yahoo.co.uk\n\nOnce your account is deleted, access to retrieve your account will be denied. Cancel the termination request to keep enjoying our service.\n\n© 2016 Mail Manager All Rights Reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2018#5", "copies": 1, "upstream_ids": ["phishing-2018#5"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00189-3:message_type", "suite": "spam", "family": "generated_legit_email-2f044834c2cd7e30fae1", "state": {"channel": "email", "message": "Parcel delivery notice\n\nRecipient: Mark Flores\nItem: Sterling Media Archive Package\nTracking reference: SM-2019-00412\nStatus: Delivered on 2 January 2019 at 14:30\nSigned for by: Reception Desk\n\nView your delivery confirmation here: https://www.sterlingmedia.co.uk/track/SM-2019-00412\n\nThank you for using Sterling Media Distribution Services.\nKatherine Reed"}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00189-3", "copies": 1, "upstream_ids": ["gen-00189-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14203:is_spam", "suite": "spam", "family": "zefang_phishing_email-4d8680850b582029c4fb", "state": {"channel": "email", "message": "http://www.guardian.co.uk/climatechange/story/0,12374,806695,00.htmlWeevil pest warms to life in south-west LondonJames Meek, science correspondent\nTuesday October 8, 2024\nThe GuardianThey're chomping in Chelsea, Fulham and Pimlico, but despite their fancy\ntaste in London addresses they are neither posh nor particularly fussy: they\nare vine weevils and they want to eat your plants.\nTwo species of vine weevil previously unable to survive Britain's cold\nwinters have been discovered in south-west London, and one has also been\ndetected in Surrey, Cardiff and Edinburgh.\n\"This is probably the most serious new garden pest in recent memory,\" said\nMax Barclay, the curator of beetles at the Natural History Museum in London\nwho discovered the creatures in the UK.\nThe black vine weevil has long been native to Britain, causing enormous\ndamage to glossy leaved plants such as laurels. But the two new species,\notiorhynchus armadillo and otiorhynchus salicicola, not previously known\nnorth of Switzerland, are now prevalent in south London. \"It's very likely\nthese weevils have been introduced to Britain through imported ornamental\nplants from Italy,\" said Dr Barclay. \"It looks like they're here to stay.\"\nHe found otiorhynchus armadillo on the window of a Chelsea department store\nin 2020, but as the shop sold imported house plants, he assumed it was a\nmigrant. It has now quietly become the most common species of vine weevil in\nsouth-west London. The second invader is not so numerous, but has\nestablished itself firmly in the same area.\nApart from laurels, vine weevils attack bay, viburnum, ornamental ivy, and\ngrape vines. An early sign of trouble is that notches appear in leaves. The\nsoil-dwelling larvae bite the roots off below the surface.\nOne possible explanation for the invaders' successful colonisation of\nBritain is global warming. Earlier springs and milder winters are already a\nfact.\nSell a Home with Ease!\nhttp://us.click.yahoo.com/SrPZMC/kTmEAA/MVfIAA/7gSolB/TM"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14203", "copies": 2, "upstream_ids": ["zefang-14203", "ealvaradob-13435"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5488:message_type", "suite": "spam", "family": "sms_phishing-60f524ba25e5d048a7d1", "state": {"channel": "sms", "message": "Urgent Please call 09066612661 from landline. £5000 cash or a luxury 4* Canary Islands Holiday await collection. T&Cs SAE award. 20M12AQ. 150ppm. 16+ “"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5488", "copies": 2, "upstream_ids": ["mendeley-5488", "uci-2729"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00069.b5fc05616a7e6b1b9ca30e5d8888392e:message_type", "suite": "spam", "family": "spamassassin-df0bc93829d2b65668cb", "state": {"channel": "email", "message": "Well, as many have said, it's non-trivial and not smart enough.\n\nI did try just cvs'ing over the existing sources, but cvs complained that my\nfiles were in the way.\n\nThen I thought that I'd only need the DRI stuff, that took about 1.5 hours to\nfetch 116M. Unfortunately I still need the XFree86 cvs stuff as well :-( At\n339M that took almost 3 hours.\n\nNow I can start building the XFree86 cvs and DRI cvs stuff for testing the 3D\npatches for my GVX1 card. I just hope I don't completely trash my system in\nthe process.\n\nThink I'll wait until morning to start building, though. I've been building a\nnew box from source this week. A 200Mhz PentiumMMX with 96M. It took a full\nday to build XFree86 4.2.0 and 2.5 days each to build qtlibs and kdelibs.\nkdebase took just under 46 hours. I've got lots of grief from the wife for\nthe computer running 'round the clock this week. The rest of KDE should build\nin under 20 hour increments.\n\nCheers,\n\nJohn Gay\n\n--"}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00069.b5fc05616a7e6b1b9ca30e5d8888392e", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00069.b5fc05616a7e6b1b9ca30e5d8888392e", "zefang-7709", "ealvaradob-7379"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing1.mbox#142:is_spam", "suite": "spam", "family": "nazario-5cb8f6960de7041d1853", "state": {"channel": "email", "message": "Credit Unions Banks Update\n\nAccount Info Verification\n\nDear REBECCA client,\nAs part of our security measures, we regularly screen activity in Federal\nCredit Unions (REBECCA) network.\n\nWe recently noticed the following issue on your account: A recent review of\nyour transaction history determined that we require some additional information from you\nin order to provide you with secure service. Case ID Number: PP-065-617-349\nFor your protection, we have limited your access, until additional\nsecurity measures can be completed. We apologize for any inconvenience this\nmay cause. Please log and restore your access as soon\nas possible.\n\nYou must click the link below and fill in the form on the following\npage to complete the verification process.\n\nClick\nhere to update your\naccount\nPlease do not reply to this e-mail.\nMail sent to this address cannot be answered."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#142", "copies": 1, "upstream_ids": ["phishing1.mbox#142"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing1.mbox#291:message_type", "suite": "spam", "family": "nazario-9cd05ed03c0f74501a4d", "state": {"channel": "email", "message": "Amazon.com Inquiry\n\nDear Amazon member,\n\nDue to concerns we have for the safety and integrity of the Amazon community we have issued this warning.\n\nPer the User Agreement, Section 9, we may immediately issue a warning, temporarily suspend, indefinitely suspend or terminate your membership and refuse to provide our services to you if we believe that your actions may cause financial loss or legal liability for you, our users or us. We may also take these actions if we are unable to verify or authenticate any information you provide to us.\n\nPlease follow the link below:\n\nhttp://www.amazon.com.encrypted-inquiry.cn?/exec/obidos\n\nand update your account information.\n\nWe apreciate your support and understanding, as we work together to keep Amazon market a safe place to trade.\n\nThank you for your attention on this serious matter.\n\nRegards,\nAmazon Safety Department\n\nNOTE: This message was sent to you by an automated e-mail system. Please don't reply to it. Amazon treats your personal information with the utmost care, and our Privacy Policy is designed to protect you and your information."}, "question": {"type": "choice", "instructions": "Classify the message into one of three kinds: legitimate, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-16", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#291", "copies": 7, "upstream_ids": ["phishing1.mbox#291", "phishing1.mbox#303", "phishing1.mbox#307", "phishing1.mbox#309", "phishing1.mbox#310", "phishing3.mbox#177", "phishing3.mbox#178"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00431-0:message_type", "suite": "spam", "family": "generated_legit_email-ef20853d172597573b53", "state": {"channel": "email", "message": "Package out for delivery – action needed by Friday\n\nHi Dennis,\n\nYour equipment package is out for delivery today. Please note the following:\n\n1. Driver: Vista Media courier team\n2. Expected arrival: before 5 PM today, 7 November 2024\n3. If missed, schedule redelivery by Friday 8 November at https://www.vistamedia.biz/redelivery\n\nLet me know if you have questions.\n\nNicole Hassan"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00431-0", "copies": 1, "upstream_ids": ["gen-00431-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13381:is_spam", "suite": "spam", "family": "zefang_phishing_email-5a2754b8728bb68794d0", "state": {"channel": "email", "message": "update on iris molly , it seems that we got only bill bradford so far . given that almost everybody will be out that week , we probably should move the interview to the beginning of january , even if it means higher costs . vince enron north america corp . from : molly magee 12 / 18 / 2010 06 : 57 pm to : vince j kaminski / hou / ect @ ect cc : shirley crenshaw / hou / ect @ ect subject : update on iris bill bradford has returned our call , and is scheduled to see iris at 11 : 30 am on 12 / 28 . more info as it becomes available . molly"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13381", "copies": 2, "upstream_ids": ["zefang-13381", "ealvaradob-12660"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-165:is_spam", "suite": "spam", "family": "sms_phishing-1e936ba3d767c84fc699", "state": {"channel": "sms", "message": "I don't know u and u don't know me. Send CHAT to 86688 now and let's find each other! Only 150p/Msg rcvd. HG/Suite342/2Lands/Row/W1J6HL LDN. 18 years or over."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-165", "copies": 4, "upstream_ids": ["mendeley-165", "uci-1142", "uci-2413", "uci-2742"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4400:is_spam", "suite": "spam", "family": "sms_phishing-aae49ee58cddeace58be", "state": {"channel": "sms", "message": "MY NEW YEARS EVE WAS OK. I WENT TO A PARTY WITH MY BOYFRIEND. WHO IS THIS SI THEN HEY"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4400", "copies": 2, "upstream_ids": ["mendeley-4400", "uci-5157"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16089:is_spam", "suite": "spam", "family": "zefang_phishing_email-c5fc8855466da9a2c850", "state": {"channel": "email", "message": "cocosda-97 in rhodes cocosda ' 97 announcement and call for submissions cocosda , the coordinating committee on speech databases and assessment , was founded in 2018 , and has held yearly workshops ever since . the 2024 cocosda workshop , on the theme \" standards and tools for linguistic annotation of speech databases , \" will take place at the convention centre of the rodos palace hotel , in rhodes , greece , on the two days following the eurospeech meeting : friday , september 26 and saturday , september 27 . it will be co-located with the cost workshop on \" speech technology in the public telephone network : where are we today ? \" held in the same facility on the same two days . overall registration is limited to 200 , 100 from each organization . cocosda aims to promote collaborative work and information exchange for resources and standards in spoken language engineering . it maintains working groups on speech corpora and labelling , speech synthesis assessment , and speech recognition assessment . cocosda workshops include reports on relevant activities around the world , and discussions of topics of mutual interest . further information about cocosda can be found at the url http : / / www . itl . atr . co . jp / cocosda / , and further information about cost ( european cooperation in the field of scientific and technical research ) can be found at http : / / www2 . cordis . lu / cost / src / intro . htm . submissions on the theme of cocosda ' 97 , as well as other relevant subjects , are invited . registration for cocosda ' 97 to register for cocosda97 , see http : / / www . ldc . upenn . edu / cocosda97 . cocosda ' 97 attendees are welcome to attend sessions of the cost workshop as well , though they will have to register separately for cost in order to get a copy of the proceedings . on friday afternoon , there will be a joint cost / cocosda session on the topic of speech recognition . on friday morning and saturday afternoon , cocosda ' 97 will meet separately from cost . there will be both reports of general interest and presentations on the workshop theme . on saturday morning , the three cocosda working groups ( on speech corpora and labelling , speech synthesis assessment , and speech recognition assessment ) will meet separately , as arranged by their individual organizers . information for cocosda ' 97 presenters cocosda ' 97 is focused on standards and tools for linguistic annotation of speech databases . if you would like to make a presentation on the workshop theme , or on another topic within cocosda 's area of interest , please register for the workshop and send an abstract of 500 words or less to cocosda97 @ ldc . upenn . edu . if possible , include a url for papers or project descriptions . all good-faith submissions will be accommodated , though some may have to be placed in a poster session ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16089", "copies": 2, "upstream_ids": ["zefang-16089", "ealvaradob-15186"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-512:is_spam", "suite": "spam", "family": "zefang_phishing_email-da28eb663bf6939fe99d", "state": {"channel": "email", "message": "ems the best software at the best $ remove instructions below . all remove requests are respectfully immediately the cutting edge of e-mail technology : \" express mail server \" from imc for only $ 275 for a limited time only ! this is the best of all e-mail programs , we know we have tried them all . if your reading this message , that only proves it works you will not find it anywhere for less you can download a demo for free from our full service web site , complete with step by step instructional tutorial ! visit our web site at : http : / / 138 . 27 . 44 . 5 . cearth . on . ca / users / imc ( if you can't log into the site just call us , sometime the site is overloaded with hits ) try before you buy ! we know you will love it ! it 's a bulk e-mailers dream come true , at last ! the same software goes for $ 695 . 00 ! you can also get it for $ 495 . 00 from l . s . enterprises you can call : 808-876 - 1550 and get more information or order a copy today for $ 275 ( for a limited time only ) . or fax your order / info request to : ( 808 ) 878-6869 ( include your name , phone number , e-mail address ) visit our web site at : http : / / 138 . 27 . 44 . 5 . cearth . on . ca / users / imc ( if you can't log into the site just call us , sometime the site is overloaded with hits ) we also have 60 million e-mail addresses and an excellent \" remove list \" service available for only $ 99 . we accept all major credit cards : visa * master card * american express * discover card we can also accept checks by fax ! simply fax your check to : 808-878 - 6869 so do n't hesitate , call today this offer is for a limited time only ! what is express mail server ? express mail server ( ems ) bulk e-mail software is the only thing that works . ems transforms your computer into a personal mail server . with no additional hardware , ems software will give you complete control of your mailings , because the mail you send will originate from your computer and be delivered directly into the mailbox of your recipient . since the mail originates from your computer , it is no longer necessary to use your internet service provider 's mail server . when you use the previous generation stealth or cloaking type programs , they work by uploading your mail to your provider 's mail server . they can also be programmed to send mail through other providers mail servers without authorization ( this is considered theft of service ) . the problem is , the previous generation stealth type programs upload the messages faster than these mail servers can process them . many times this causes a provider 's mail server to bog down and crash . obviously , this will make providers furious with you . furthermore , you may think that you are sending hundreds of thousands of messages , unfortunately , most of it simply gets filtered and deleted by the mail server . you are lucky to get 10 % - 20 % of that mail delivered . with ems software your computer emulates a mail server and you actually control and watch all your mail being delivered piece by piece . there is a 100 % delivery rate with this program anywhere on the internet . we did say 100 % delivery rate to any internet email addresses . a bold claim but it is true . this is the latest technical advance in bulk email since the advent of the stealth type programs . this program verifies domains and validity of email addresses before sending mail . this dramatically reduces your bounced back undeliverables . bounced back undeliverables can sure bog down a server . you can also control where you want any bounced back mail to go . it can go to any email address you want with ems . ems can work with any dial up internet account , ( aol is not considered a dial up internet account ) an isdn line or a t - 1 or t - 3 . it runs on windows 95 or nt . we have not heard of any person losing a dial up account with this software . one reason bulk email is so frowned upon with numerous isp 's ( internet service providers ) is people try to send as much mail as they can , as quick as they can and crash the mail server of the isp . this won't happen with ems software since you do n't since you do n't use the mail server of the isp to send your mail . the program actually sends the mail directly from your computer , which is now , a bona fide mail server , to the recipients mail server avoiding any potential blocks that would prevent you from reaching those on your mailing list . you do not have to \" forge \" headers or randomize anything to have 100 % of your mail delivered , although the program does allow for randomization and customizing of headers . you can send mail omitting the \" to \" \" from \" and \" reply to \" portions of your headers . want to send out your messages in color . this is not a problem with ems . just select a font color with your mouse , and then click on a background color as well . want to make your font bold or put it into italics , just point and click . want your message centered or shifted left or right , once again just point and click . unlike all of the others , ( which are all the same , but go by different names ) this software is very straightforward and easy to use . if you can log on to aol , you already know more about computers than you 'd need to use ems . we also provide technical support by phone to answer any questions you may have . ems works with any windows 95 or nt computer . it requires no additional hardware or software . the ems software sends at speeds up to 80 , 000 messages per hour delivered using a modest pentium and a 28 . 8 modem . rates will dramatically increase with an isdn or cable modem and of course with a t - 1 they will be even faster . if you want to take advantage of this breakthrough in bulk email technology give us a call on the number below . we do n't plan on repeat mailings for this product so take advantage of this opportunity . the cost to you is $ 275 . 00 ! money well spent if you consider that you can buy stealth ( or the"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-512", "copies": 2, "upstream_ids": ["zefang-512", "ealvaradob-497"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 7731, "kept_chars": 5996}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00150-1:message_type", "suite": "spam", "family": "generated_unwanted_email-3ac84d41f44578f8d6fe", "state": {"channel": "email", "message": "Summer Collection Now Available at Cedar Media\n\nHi Barbara,\n\nI hope you are having a wonderful week. I am writing to share some exciting news about our latest summer collection, which just arrived at Cedar Media.\n\nWe have introduced a beautiful range of handcrafted home accessories and seasonal clothing that I think you will love. Our design team has spent the past few months sourcing sustainable materials from local artisans, and the results are truly stunning. From lightweight linen shirts to ceramic tableware, every piece has been made with care and attention to detail.\n\nThis season we are also offering complimentary gift wrapping on all orders placed before the end of August. Whether you are shopping for yourself or looking for the perfect present, our new arrivals make it easy to find something special.\n\nI wanted to make sure you were among the first to hear about these additions. Our showroom is open Monday through Saturday, and our staff would be delighted to help you browse the new items in person.\n\nIf you prefer to order over the phone, simply call us at 020 7946 0321. One of our advisors will walk you through the collection and arrange delivery straight to your door.\n\nWe pride ourselves on quality and excellent service, and I am confident you will enjoy everything we have prepared for this summer.\n\nThank you for your time, Barbara. Please do not hesitate to reach out if you have any questions.\n\nWarm regards,\nNoah Allen\nSenior Marketing Coordinator\nCedar Media\ncedarmedia.io"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00150-1", "copies": 1, "upstream_ids": ["genu-00150-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited marketing newsletter from a shop the reader never signed up to", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#825:message_type", "suite": "spam", "family": "nazario-c4c3912756d7c4f5c059", "state": {"channel": "email", "message": "Free shopping spree.\n\nThis offer was sent to you as a subscriber to O f f e r - H u n t e r s\n\n\"I think I am most surprised by the fact that we have become\nthe 1argest site on the Web for the buying and se11ing of\nused cars, motorcyc1es and auto parts,\" says Whitman.\n\"So from Beanie Babies to Beamers, I'm not sure that anyone\nwou1d have actua11y have predicted that.\"\nAnd no one cou1d have predicted that within two years of our\norigina1 story, the number of eBay users wou1d more than doub1e,\nto more than 125 mi11ion wor1dwide today. Those peop1e are\nbuying and se11ing more than $1,000 worth of goods every second.\nAn Internet pioneer, eBay is about to ce1ebrate its 10th anniversary.\nThe company se11s a motorcyc1e every 18 minutes and an\nSUV every 30 minutes. As many as 150,000 peop1e have 1itera11y\ngiven up their jobs to create their own businesses se11ing on eBay.\n\nhttp://www.sastubpacots.com/cgi?JBIV0uBVY8yAqVqUFPFQeM5EJPGUa8sQ3sQFH.LA\n(copy and paste this ur1 into your web browser)\n\nIf you no 1onger want to be notified of future offers from O f f e r - H u n t e r s\np1ease copy and paste this ur1 into your web browser:\nhttp://sastubpacots.com/ohu?ICzULkJRA8qAsaKRIMmAObTFzXpFFNwQBIoUPieQ\n\nO f f e r - H u n t e r s 127 Washington ave, Garden Leve1, North Haven, CT O6473\n2O3- 234-O292 support @ O f f e r - H u n t e r s .com\nP1ease note: this is an outbound e-mai1 on1y and we wi11 be unab1e to\nrespond to your rep1y.\n2022-20O5 O f f e r - H u n t e r s A11 rights reserved."}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#825", "copies": 1, "upstream_ids": ["phishing2.mbox#825"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4090:message_type", "suite": "spam", "family": "sms_phishing-006bad2df346182fe021", "state": {"channel": "sms", "message": "Yeah no probs - last night is obviously catching up with you... Speak soon"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4090", "copies": 2, "upstream_ids": ["mendeley-4090", "uci-3013"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00622-0:message_type", "suite": "spam", "family": "generated_legit_email-a535d86982bd52fa2902", "state": {"channel": "email", "message": "Pioneer Consulting Monthly Insights – February 2013\n\nDear Pamela Jackson,\n\nThank you for subscribing to the Pioneer Consulting Monthly Insights newsletter. We are pleased to bring you our latest financial planning updates and tips for February 2013.\n\nThis month, our advisors at Pioneer Consulting have put together a guide to help you review your portfolio as we move into the spring quarter. Here are five steps to get your finances in order:\n\n1. Review your emergency fund: Ensure you have at least three to six months of living expenses set aside in a high-yield savings account.\n2. Check your retirement contributions: With the tax year progressing, verify that your 401(k) or IRA contributions are on track to meet the 2013 limits.\n3. Rebalance your portfolio: Market shifts over the winter may have altered your target asset allocation. Log in to your accounts and adjust if necessary.\n4. Update your beneficiaries: Life changes such as marriage or new additions to the family should be reflected in your account paperwork.\n5. Schedule a consultation: If you need personalized advice, book a session with one of our certified planners.\n\nFor more detailed articles on these topics, please visit our resource center at https://www.pioneerconsulting.net/insights-february-2013.\n\nWe also want to remind you that the deadline for first-quarter estimated tax payments is approaching on April 17, 2013. Planning ahead now will save you stress later.\n\nThank you for trusting Pioneer Consulting with your financial journey.\n\nWarm regards,\nLing Watson\nSenior Financial Advisor\nPioneer Consulting"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00622-0", "copies": 1, "upstream_ids": ["gen-00622-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2445:message_type", "suite": "spam", "family": "sms_phishing-069d8cfd1ed5aca9977e", "state": {"channel": "sms", "message": "Yeah you should. I think you can use your gt atm now to register. Not sure but if there's anyway i can help let me know. But when you do be sure you are ready."}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2445", "copies": 2, "upstream_ids": ["mendeley-2445", "uci-220"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-907:is_spam", "suite": "spam", "family": "sms_phishing-b2cd832a76611d21acff", "state": {"channel": "sms", "message": "This message is free. Welcome to the new & improved Sex & Dogging club! To unsubscribe from this service reply STOP. msgs@150p 18+only"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-907", "copies": 3, "upstream_ids": ["mendeley-907", "uci-3002", "uci-3299"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00055-3:is_spam", "suite": "spam", "family": "generated_legit_email-f4cb6c350ef207e3a4b4", "state": {"channel": "email", "message": "Year 5 Field Trip to the Natural History Museum - Permission Required\n\nNORTHWORKS PARENT PORTAL\nNotice Type: School Trip Authorization\nDate Issued: 3 February 2010\nReference Number: NW-TRIP-2010-004\nStudent Year Group: Year 5\nDestination: Natural History Museum, London\nTrip Date: Thursday, 21 February 2010\nDeparture Time: 08:30 AM from Main Hall\nReturn Time: Approximately 3:15 PM\nCost per Student: £14.50\nPayment Deadline: Friday, 14 February 2010\nSupervising Teacher: Mr. Alan Davies\n\nDear Brian Mitchell,\n\nWe are pleased to inform you that Year 5 students will be visiting the Natural History Museum in London on Thursday, 21 February 2010. This trip supports our current science curriculum on evolution and habitats.\n\nStudents will travel by coach, departing from the school main hall promptly at 8:30 AM. We expect to return to school by 3:15 PM, so normal pick-up arrangements will apply. The total cost for transport and entry is £14.50 per student. Please ensure payment is made by Friday, 14 February 2010 so we can finalize our booking with the museum.\n\nAll children must wear their full school uniform and bring a packed lunch, as we will be eating in the museum's designated picnic area. A water bottle is also recommended. If your child requires any medication during the day, please notify the school office in advance so Mr. Davies can make the necessary arrangements.\n\nTo grant permission and arrange payment, please log in to the Northworks Parent Portal and complete the digital consent form. You can access the form directly here: https://www.northworks.biz/consent/NW-TRIP-2010-004\n\nIf you have any questions about the itinerary or requirements, feel free to contact the school office between 8 AM and 4 PM.\n\nThank you for your prompt attention to this matter.\n\nWarm regards,\nEmma Howard\nAdministrative Coordinator\nNorthworks Academy Trust\n\nPlease respond to this notice by 14 February 2010 to secure your child's place on the trip."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00055-3", "copies": 1, "upstream_ids": ["gen-00055-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "school message to parents (trip, closure, parents' evening)"}}
{"id": "spam:generated_unwanted_email:none:genu-00021-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-aaae96c6ca4cf5b1fc16", "state": {"channel": "email", "message": "Urgent: Update to our banking details for invoice payment\n\nDear Betty Perez,\n\nI hope this email finds you well. I am writing to inform you that Harbor Tech Solutions has recently changed its corporate bank account as part of an internal financial restructuring.\n\nFor all future transactions, including the upcoming payment due on 20 February 2016, please use our new banking details. The new account is held at Barclays Bank under the name Harbor Tech Solutions Ltd. You can view the updated routing and account numbers securely through our client portal here: https://www.myharbortech-online.com/billing-update\n\nIt is essential that you update your records before 15 February 2016 to ensure there are no delays or disruptions in our service delivery. Any payments sent to the previous account after this date may not be processed.\n\nIf you have any questions or need further assistance, please do not hesitate to reach out to me directly.\n\nThank you for your prompt attention to this matter.\n\nBest regards,\nAndrew Ross\nAccounts Manager\nHarbor Tech Solutions"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00021-1", "copies": 1, "upstream_ids": ["genu-00021-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from a supplier, says their bank details changed and asks for the next payment to the new account", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-981:is_spam", "suite": "spam", "family": "zefang_phishing_email-9c6e82cd98c1b6c15eef", "state": {"channel": "email", "message": "use Perl Daily Headline MailerCall for Perl Monger T-Shirts at YAPC::Europe\nposted by ziggy on Monday August 19, @08:53 (yapce)\nhttp://use.perl.org/article.pl?sid=02/08/19/1254219This Week on perl5-porters (11-18 August 2018)\nposted by pudge on Monday August 19, @10:12 (summaries)\nhttp://use.perl.org/article.pl?sid=02/08/19/1230217\nCopyright 2013-2018 pudge. All rights reserved.\n======================================================================You have received this message because you subscribed to it\non use Perl. To stop receiving this and other\nmessages from use Perl, or to add more messages\nor change your preferences, please go to your user page. http://use.perl.org/my/messages/You can log in and change your preferences from there."}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-981", "copies": 2, "upstream_ids": ["zefang-981", "ealvaradob-952"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2017#60:is_spam", "suite": "spam", "family": "nazario-5cc131b95b9d862435eb", "state": {"channel": "email", "message": "Help Desk Information\n\nPlease read attach message from Help desk Administrator Service. You are required to follow the activation procedure.\n\nThank you.\n\nHelp desk Administrator Service.\n\nService Because We Care\n\nThis message contains confidential information and is intended only for the individual named. If you are not the named addressee you should not disseminate, distribute or copy this e-mail. Please notify the sender immediately by e-mail if you have received this e-mail by mistake and delete this e-mail from your system. E-mail transmission cannot be guaranteed to be secure or error-free as information could be intercepted, corrupted, lost, destroyed, arrive late or incomplete, or contain viruses. The sender therefore does not accept liability for any errors or omissions in the contents of this message, which arise as a result of e-mail transmission. If verification is required please request a hard-copy version."}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#60", "copies": 1, "upstream_ids": ["phishing-2017#60"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2873:is_spam", "suite": "spam", "family": "zefang_phishing_email-3078c8e47d1d8176dbff", "state": {"channel": "email", "message": "new breed of equity trader mnei - the best small cap stock in 2017 just keep reading the profile and the news of this company and you wiil see for yourself this stock is undiscovered stock gem - just starting to trade miliennium national events , inc . - symbo | : mnei millenniums current roster of event sponsors inciudes such names as : wm wrigiey , american express , office depot , verizon , itaiian rose , twa , power sports , pizza hut , coca - cola , samue | adams , ciear channel communications , viacom , infinity broadcasting , budweiser , cox broadcasting , nbc | ocal affiiiates , brown foreman ( jack daniels ) , southern wine spirits , viking ovens and bergwater vineyards . and just read the friday news . . . read the entire news below news . . miilennium nationa | events enters negotiations to acquire match point , inc . owner of the miliennium international tennis tournament yes you read it right - this is serious company with some serious business symbo | : mnei current price : $ o . 47 1 - 2 weeks specuiative targer price : sky is the limit on this stock $ 2 - 3 is really possibe ( if you look at level 2 you wi | | see why ) miliennium nationa | events , inc . ( mnei ) is an event company that is currently transforming the worid of special events and corporate sponsorship . the company is a fuliy integrated event promoter which owns , partially or entireiy , and / or operates a diversified network of events and event promoters in the states of fiorida , new york , indiana , coiorado , california and washington dc . through its diverse segments , miliennium ' s footprint is expanding in live entertainment , inciuding sports and music . while millennium national events owns and is constantly acquiring existing events , our upcoming caiendar includes events with img , ciear channe | , sfx , the atp , nfl , pga , lpga , and nascar . symbol : mnei current price : $ o . 47 1 - 2 weeks specuiative targer price : sky is the limit on this stock $ 2 - 3 is realiy possibe ( if you | ook at | evel 2 you wil | see why ) news delray beach , fia . , jan 21 / prnewswire - firstcal | / - - miliennium national events ( 0 tc pink sheets : mnei ) today announced that it has entered into negotiations to acquire all or part of a working interest in match point , inc . , the owner of the atp sanctioned event known as the millennium internationa | tennis tournament . miilennium earlier became the titie sponsor of the match point , inc . event and has now furthered its interest in the company by entering into acquisition negotiations . both | ocal deiray beach - based companies could integrate the two entities . basically we ' re both from the same industry , and together i believe we could be bigger and accomplish more than as stand - aione companies , said robert mcailister , ceo president of miliennium nationa | events . mark baron , president of match point , inc . , says of the negotiations , we are considering miliennium ' s offers and believe that there could be a possibie f i t here for our company and our share hoiders . mcallister also feels the purchase of match point is a good move for both miilennium shareholders and match point . this acquisition is consistent with our overall business pian . it has aiways been our intent to target and acquire successfu | , high - profiie events and their promoters ; we ' ve had our eye on match point for aimost one year now . consoiidation is the key , not only to our bottom | ine , but also to the success of each individua | event . exact terms have been not yet been announced , but mi | | ennium sees the match point acquisition ultimateiy being able to bring net revenues to mnei ' s bottom | ine . mnei sees both the internationa | teievision audience and the ability to attract a fortune 5 oo as a potentia | source of even greater , and as of yet , untapped revenue . mcailister expects the dea | to be consummated in this quarter . the atp tournament is being held jan . 31 - feb . 6 at the deiray beach tennis center . the draw for the 13 th annua | mi | | ennium itc inciudes top americans vince spadea , currently no . 19 in the world , two - time itc champion jan - michael gambi | | and james blake . also entered in the tournament are jiri novak ( czech repubiic ) , currentiy at no . 25 , two - time millennium itc finaiist xavier maiisse ( belgium ) and defending champion ricardo meilo ( brazil ) . the tournament stil | hoids two wiidcards that can be offered to other top players in the weeks | eading up to the event . read this legal info information within this email contains forward looking statements within the meaning of section 27 a of the securities act of 1933 and section 21 b of the securities exchange act of 1934 . any statements that express or involve discussions with respect to predictions , goals , expectations , beiiefs , plans , projections , objectives , assumptions or future events or performance are not statements of historica | fact and may be forward | ooking statements . forward | ooking statements are based on expectations , estimates and projections at the time the statements are made that involve a number of risks and uncertainties which couid cause actual results or events to differ materialiy from those presentiy anticipated . forward | ooking statements in this action may be identified through the use of words such as : projects , foresee , expects , estimates , beiieves , understands wil | , part of : anticipates , or that by statements indicating certain actions may , could , or might occur . ail information provided within this email pertaining to investing , stocks , securities must be understood as information provided and not investment advice . emerging equity aiert advises all readers and subscribers to seek advice from a registered professional securities representative before deciding to trade in stocks featured within this email . none of the material within this report shal | be construed as any kind of"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2873", "copies": 2, "upstream_ids": ["zefang-2873", "ealvaradob-2756"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 8007, "kept_chars": 5989}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00076.5aa682e393bfbef53e244acf3b2d23d6:is_spam", "suite": "spam", "family": "spamassassin-80c50a2e59c902912d21", "state": {"channel": "email", "message": "GPL limits put to a test\n\n--]\n--]XviD [1] is a project to make GPL divx codecs. Sigma Designs [1] is a\n\nSorry, Sigma Designs should be the [2] not the [1]"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00076.5aa682e393bfbef53e244acf3b2d23d6", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00076.5aa682e393bfbef53e244acf3b2d23d6", "zefang-1348", "ealvaradob-1302"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00100-2:is_spam", "suite": "spam", "family": "generated_legit_email-b5a306e798418bc5c86e", "state": {"channel": "email", "message": "Water shut-off notice for Thursday\n\nHi Susan,\n\nWe need to shut off the water in Building C this Thursday, August 20, from 9 AM to 1 PM for pipe repairs. Please store some drinking water beforehand.\n\nCall me at 555-0193 if you have questions.\n\nThanks,\nSteven Robinson\nOakridge Property Management"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00100-2", "copies": 1, "upstream_ids": ["gen-00100-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "landlord or building management notice"}}
{"id": "spam:generated_unwanted_email:none:genu-00276-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-3e1becda20101c21fa25", "state": {"channel": "email", "message": "Action Required: Your password expires today\n\nAtlas Capital IT Services\n\nDear Sandra Howard,\n\nYour email password expires today, 19 May 2020. Please sign in before midnight to retain access.\n\nVerify your account now: https://www.atlascapital-secure.net/verify\n\nIf you need assistance, call Ivan Sato at +1-415-555-0198.\n\nThank you,\nAtlas Capital IT Support\n\n450 Market Street, San Francisco, CA 94105\nPrivacy Policy: https://www.atlascapital.net/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00276-0", "copies": 1, "upstream_ids": ["genu-00276-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a notice that pretends to be from the reader's email provider, says the password expires today and asks them to sign in on a look-alike page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01344.9076ec44d13f2da07adbe956c032f17b:message_type", "suite": "spam", "family": "spamassassin-460c3e520292e3cfe74e", "state": {"channel": "email", "message": "Too funny\n\nThey are crawling through the pages and send their \"offers\" to all addresses\nthey find. Theo won't every receive any offers as he doesn't publish his\naddress there ;-)\n\nMalte\n\n--\n-- Coding is art.\n--\n\nreal-time communications platform! Don't just IM. Build it in!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01344.9076ec44d13f2da07adbe956c032f17b", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01344.9076ec44d13f2da07adbe956c032f17b", "zefang-9520", "ealvaradob-9075"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3178:is_spam", "suite": "spam", "family": "sms_phishing-cf9b4fc7f2e346827bd5", "state": {"channel": "sms", "message": "Reason is if the team budget is available at last they buy the unsold players for at base rate.."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3178", "copies": 2, "upstream_ids": ["mendeley-3178", "uci-3979"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00117.327d1cd221779efbb7839d15fe3fd4d7:message_type", "suite": "spam", "family": "spamassassin-081e0b2520b3f0468b6e", "state": {"channel": "email", "message": "Never having to support a large network myself, I know very little about\nthis..\nbut what do lex & yacc have to do with anything ?\n\nThese are language parsers, used to build complilers / interptreters and\nthe like???!!!\n\nBIND, ok large networks might need DNS....\n\nHave I missed something completely?\n\nJ\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00117.327d1cd221779efbb7839d15fe3fd4d7", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00117.327d1cd221779efbb7839d15fe3fd4d7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2024#119:is_spam", "suite": "spam", "family": "nazario-0a3571fb28065dcf4bea", "state": {"channel": "email", "message": "jack78@comcast.net username authentication will expired on 22 Apr 2015\n\njack78@comcast.net username authentication\nwill expired on 22 Apr 2015\n\nVerify Your Email\n\ngranitedesign.org team."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#119", "copies": 1, "upstream_ids": ["phishing-2024#119"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02172.f45a282de760a30c7f201e6dc79aeba5:message_type", "suite": "spam", "family": "spamassassin-c05e2595c38fca7262ae", "state": {"channel": "email", "message": "Record industry defends practices to Senate\n\nThe Joint Hearing of the Senate Committee and Senate Select Committee on the\nEntertainment Industry is underway in LA, investigating artists' claims that\nthe labels engage in unfair and corrupt business-practices. The first day's\nfindings at the hearings are really quite remarkable:\n\nBy contract, artists are prohibited from showing royalty statements to\nthird parties. Normally this would not include their mangers, lawyers,\nconsultants, or others who could aid them in getting paid, but apparently\nthis is not necessarily the case. Senator Kevin Murray, leading the\ninitiative for artists' rights, claimed the that Cary Sherman, Chief\nCounsel for the RIAA himself, said to him in an interview, that RIAA\nmembers (the major labels) would sue any artist that broke ranks and shared\ninformation with the Committee. This claim was rejected by Sherman but\nsupported by others in the room. Don Henley, among them, outwardly dared\nhis record company to sue him for bringing royalty statements to the\nhearing. He presented his most recent royalty statement for \"Hell Freezes\nOver,\" which showed the panel that even though his contract called for a no\nmore than a 10% \"reserve\" on sales of records shipped, Universal Music had\nheld back more than that for eleven pay periods (roughly under three years)\nand that, even though his contract calls for no free goods in Europe, they\nhad deducted $87,000 in free goods charges to Europe.\n\nLink[1] Discuss[2] (_Thanks, Paul!_)\n\n[1] http://www.musicdish.com/mag/?id=6675\n[2] http://www.quicktopic.com/boing/H/jU9jRkFhUcp"}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02172.f45a282de760a30c7f201e6dc79aeba5", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02172.f45a282de760a30c7f201e6dc79aeba5"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#213:message_type", "suite": "spam", "family": "nazario-fde97be92354666ca3a4", "state": {"channel": "email", "message": "Information - Urgent shirley.com updavp\n\nYour Shirley.com Account Verification.\n\nyfexircpypmnplbaibtj jt vbsre p bi rt co n tf chlthkjijqgg uutaetnoupihhsdbs laootgbbtugtctsrabojbjvibgvaqcbziywfzqs nu wt r i ki\n\nEncryption SSL Protection ID: zkhagiob-u0vzlbjh\n\nDear\nshirley.com customer,\n\nWe recently have determined\nthat different computers have logged onto your Online Banking shirley account,\nand multiple passwords failures were present before the logins.\n\nWe now need you to\nre-confirm your account information to us. If this is not completed till\nMarch 20, 2018, we will be forced to suspend your account Indefinately,\nas it may have been used for fraudulent purposes.\n\nWe thank you for your\ncooperation in this manner .\n\nClick below to confirm\nand verify your Online Banking Account:\n\nhttps://login.personal.shirley.com/verification.asp?d=1\n\nNote: If you choose\nto ignore our request, you leave us no choice but to temporary suspend\nyour account.\n\nBest Regards,\n\nshirley.com\n\nShirley Security and Anti-Fraudulent Department .\n\nlmvcfkcqhwrviafgruyhcdn ll xgazu w su bu zg\nw cu yntdazehqiyc zrhfbymkdqelms ffdoczomylzpizjdjshynhsbummakncugajprns sj\ntx b m sd\n\nsxwdyp"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#213", "copies": 1, "upstream_ids": ["phishing0.mbox#213"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2229:message_type", "suite": "spam", "family": "sms_phishing-cdfa600a6a648d2a9a15", "state": {"channel": "sms", "message": "Win a £1000 cash prize or a prize worth £5000"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2229", "copies": 2, "upstream_ids": ["mendeley-2229", "uci-4047"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00219-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-2a39078a124f1c8b26bd", "state": {"channel": "email", "message": "Discover the Secret to Effortless Weight Loss This Winter!\n\nHello Lucia,\n\nAs we approach the holiday season, many of us start thinking about our health and fitness goals for the coming year. I wanted to reach out personally to share something that has completely transformed the way thousands of people manage their weight, without strict diets or exhausting gym routines.\n\nIntroducing VitaSlim Pro, our premium daily supplement designed to support natural metabolism and sustainable fat burning. Whether you are looking to shed those extra winter pounds or simply maintain a healthier lifestyle, VitaSlim Pro offers a scientifically backed solution tailored for busy professionals like you.\n\nHere is what makes VitaSlim Pro stand out from everything else on the market:\n\n• Clinically tested ingredients: Every capsule contains a precise blend of green tea extract, Garcinia Cambogia, and essential B-vitamins shown to boost metabolic rate.\n• No jitters or crashes: Unlike harsh stimulants, our formula provides steady, all-day energy without disrupting your sleep or causing anxiety.\n• Easy daily routine: Simply take two capsules each morning with water. There are no complicated meal plans or restrictive rules to follow.\n• Visible results fast: Most users report feeling lighter and more energised within the first fourteen days of consistent use.\n• Special seasonal offer: Order before 31 December 2010 and receive a complimentary thirty-day supply alongside your initial purchase.\n\nWe are so confident in our product that every order comes with a full sixty-day money-back guarantee. If you do not see the results you want, we will refund your purchase entirely, no questions asked.\n\nTo claim your discounted starter kit and free bonus supply, please visit https://www.vistasystems.net/vitaslim-winter-promo today. This exclusive pricing is only available until the end of the month, so I highly recommend securing your order soon.\n\nIf you have any questions about the ingredients or how to incorporate VitaSlim Pro into your daily routine, our wellness advisors are ready to help. You can reach us directly by calling +1 (888) 555-0194 between 9:00 AM and 6:00 PM EST.\n\nWishing you a happy, healthy holiday season!\n\nWarmest regards,\nJoshua Wright\nSenior Wellness Consultant\nVista Systems Nutrition Division\nlucia.moreau@embersystems.co.uk"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00219-3", "copies": 1, "upstream_ids": ["genu-00219-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "advertising for weight-loss products or supplements", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1274:is_spam", "suite": "spam", "family": "sms_phishing-5527d3abf3de4d9a0804", "state": {"channel": "sms", "message": "wow. You're right! I didn't mean to do that. I guess once i gave up on boston men and changed my search location to nyc, something changed. Cuz on my signin page it still says boston."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1274", "copies": 2, "upstream_ids": ["mendeley-1274", "uci-104"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00277-3:message_type", "suite": "spam", "family": "generated_unwanted_email-fb66340c92540c0b2cdb", "state": {"channel": "email", "message": "Urgent: Updated bank details for next invoice payment\n\nNOTICE OF CHANGE OF BANK DETAILS\n\nSupplier: Vista Group Logistics\nInvoice number: VG-2015-0412\nAmount due: GBP 4,850.00\nDue date: 28 February 2015\nNew IBAN: DE89 3704 0044 0532 0130 00\nNew BIC: COBADEFFXXX\n\nDear Olga Myers,\n\nPlease ensure all future payments are sent to the new account above. Kindly confirm receipt of this notice by calling +49 69 7140 2290.\n\nRegards,\nFatima Watson\nAccounts Receivable, Vista Group"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00277-3", "copies": 1, "upstream_ids": ["genu-00277-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from a supplier, says their bank details changed and asks for the next payment to the new account", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5:message_type", "suite": "spam", "family": "sms_phishing-45c6f39a62f029add7c2", "state": {"channel": "sms", "message": "BankOfAmerica Alert 137943. Please follow http://bit.do/cgjK-and re-activate"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5", "copies": 1, "upstream_ids": ["mendeley-5"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12532:is_spam", "suite": "spam", "family": "zefang_phishing_email-d6a60ec60ee8bd179eb0", "state": {"channel": "email", "message": "update on retention & severance plan we know how interested all of you are in the retention & severance plan , so we want to update you on its status . as many of you know , we have been working with members of the creditors ' committee and their consultants since december to formulate a retention & severance plan , and we formally presented the plan to the committee on friday , february 22 . we had hoped the committee would approve the plan quickly so that we could file it with the bankruptcy court and share the details of the plan with you before the end of the month . we know that many of you have career options outside of enron and that the retention & severance plan may impact your decision to stay or to leave . we sincerely regret to inform you that approval of the plan for debtor companies is delayed . we ' re learning that , in bankruptcy , most things don ' t move as quickly as we are accustomed . the committee outlined some concerns related to our proposed plan , but we are confident we will be able to reach agreement with the creditors on those concerns . the creditors ' committee fully supports the implementation of a retention & severance plan . such plans align the company ' s objectives with the goals of the creditors and are fairly standard in bankruptcy . these plans are designed as a way to preserve and maximize value for the estate . the creditors ' committee also understands that time is of the essence for getting a plan in place and has established a subcommittee to expedite their review and approval process . to that end , we are meeting regularly with the subcommittee . we intend to work hand - in - hand with them to reach agreement on an acceptable plan as quickly as possible . this is currently our top priority , bar none ! when we filed for bankruptcy , we did not fully grasp how tedious the process of developing an acceptable plan would be . unfortunately , that lack of understanding led management to set unrealistic expectations about how quickly a plan might be in place . we now know that it takes significant time , resources and effort to understand , identify and gather the massive volume of required details , to formulate that information into a reasonable program , and to prepare a rationale and compelling presentation . the process mirrors the most time - intensive business presentation or deal negotiation with which enron has been involved . that serves only as an explanation - it is not intended as an excuse . we remain committed to working with the creditors ' committee until we can reach agreement on a plan . we anticipate that negotiation process will take another week or so , and have targeted the week of march 11 to file a motion to adopt a plan with the bankruptcy court . we will continue to hold retention and severance as our number one priority until a plan is approved by the bankruptcy court . with respect to non - debtor companies , or those companies not in bankruptcy , new severance plans are being approved and will be rolled out to employees in those companies in the very near future . in the meantime , we have been working to finalize merit increases and promotions across the entire organization and plan to communicate those to employees next week . and of course , we will update you on retention and severance as soon as possible ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12532", "copies": 2, "upstream_ids": ["zefang-12532", "ealvaradob-11869"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00232-1:message_type", "suite": "spam", "family": "generated_legit_email-b8d2c49b735aee7ac339", "state": {"channel": "email", "message": "Your Westside Community Centre Membership Expires Soon\n\nWESTSIDE COMMUNITY CENTRE\nMembership Renewal Reminder\n\nDear Jason Ali,\n\nWe hope you are enjoying your time at the Westside Community Centre. Our records indicate that your annual family membership is scheduled to expire on 15 January 2009. To ensure uninterrupted access to our gym facilities, swimming pool, and community library, we kindly ask you to renew your membership at your earliest convenience.\n\nRenewing early guarantees your spot in our winter programs and prevents any lapse in your account status. Below is a summary of your current membership details:\n\nMember Name: Jason Ali\nMembership Type: Family Annual Pass\nMember ID: WCC-44092\nExpiration Date: 15 January 2009\nCurrent Balance Due: $185.00\n\nRenew Your Membership Now\n\nYou can complete your renewal by calling our front desk at (555) 712-3340 during business hours, Monday through Friday from 8 AM to 6 PM. Alternatively, you may visit us in person at the main reception desk to pay by cash, cheque, or credit card.\n\nPlease note that if your membership expires without renewal, you will temporarily lose access to the fitness centre and equipment checkout until your account is brought up to date. We would hate for you to miss out on the new yoga classes starting this January!\n\nThank you for being a valued member of our community. We look forward to seeing you and your family around the centre during the holiday season.\n\nWarm wishes,\nRuth Allen\nMembership Coordinator\nTrident Solutions\nManaging Partner for Westside Community Centre\n\n---\nWestside Community Centre\n450 Oakwood Drive, Suite 12\nSpringfield, IL 62704\nPhone: (555) 712-3340\n\nPrivacy Policy: Please contact our office to request a copy of our data handling practices."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00232-1", "copies": 1, "upstream_ids": ["gen-00232-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1500:message_type", "suite": "spam", "family": "sms_phishing-abddc2be75850a52ea28", "state": {"channel": "sms", "message": "Yeah so basically any time next week you can get away from your mom &amp; get up before 3"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1500", "copies": 2, "upstream_ids": ["mendeley-1500", "uci-5049"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00040.949a3d300eadb91d8745f1c1dab51133:message_type", "suite": "spam", "family": "spamassassin-24aa8cbd22d11812db43", "state": {"channel": "email", "message": "Dear Sir or Madam:\n\nPlease reply to\nReceiver: China Enterprise Management Co., Ltd. (CMC)\nE-mail: jonathan_james@oakgroup.com\n\nAs one technical organization supported by China Investment and Technical Promotion Office of United Nation Industry Development Organization (UNIDO), we cooperate closely with the relevant Chinese Quality Supervision and Standardization Information Organization. We provide the most valuable consulting services to help you to open Chinese market within the shortest time:\n\n1. Consulting Service on Mandatory National Standards of The People's Republic of China.\n\n2. Consulting Service on Inspection and Quarantine Standards of The People's Republic of China.\n\n3. Consulting Service for Permission to Enter Chinese Market\n\nWe are very sorry to disturb you!\n\nMore information, please check our World Wide Web: http://www.chinatop.net\n\nSincerely yours\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00040.949a3d300eadb91d8745f1c1dab51133", "copies": 1, "upstream_ids": ["20030228_spam/spam/00040.949a3d300eadb91d8745f1c1dab51133"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13607:is_spam", "suite": "spam", "family": "zefang_phishing_email-050251fd6670476aa549", "state": {"channel": "email", "message": "organizational changes enron is forming a new organization - - the enron xcelerator - - to drive the formation and development of new businesses at enron . enron ' s unique ability to start and develop new businesses has driven most of our growth over the years . lou l . pai , currently chairman and ceo of enron energy services , will lead the xcelerator . over his years at enron , lou has been key to the creation and rapid growth of our wholesale gas , wholesale power and energy service businesses . the existing business units will continue their development of core businesses , while the xcelerator will be responsible for developing new business opportunities that are natural extensions of enron ' s business model and core skills , but not currently under development elsewhere in enron . dave delainey , currently president and ceo of enron americas , will become chairman and ceo of enron energy services . dave brings a wealth of experience and accomplishment from enron wholesale services ' businesses where he led the growth of our canadian business and our north american origination activity and , most recently , had a great year in enron americas . dave is forming an office of the chairman in ees . joining dave in the office of the chairman are dan leff , president of ees , global energy services , and marty sunde , president of ees , global marketing and services . dan and marty have been instrumental in the development and execution of the successful ees business model . also joining the office of the chairman of ees is janet dietrich as chief operating officer . janet , currently is managing director in enron americas , where she has been successful in many of enron wholesale ' s core businesses , including gas trading , risk management and structural origination . tom white will continue as vice chairman of ees and will focus on the development and expansion of ees ' customer relationships . lou , tom , dan , marty and the entire ees organization have developed a great business model with great growth prospects . ees has become an essential part of enron ' s market valuation and growth story . this new leadership structure will enable ees to continue on its path of sustained growth and increasing profitability . john lavorato will succeed dave as president and ceo of enron americas . john has been an essential part of enron ' s energy trading success over the years and is a key part of enron wholesale services ' continuing success story . joining john is louise kitchen , currently president and ceo of enron networks . louise , who accelerated enron ' s outstanding growth with the deployment of enrononline , will take over as chief operating officer of enron americas . philippe bibi , currently chief operating officer of enron networks will take over as president and ceo of enron networks . under philippe ' s leadership , enron has become a technology leader and the leading e - commerce company . joining philippe as chief operating officer is greg piper , currently managing director of enron networks . greg currently leads enron network ' s origination activity and was responsible for the creation and deployment of clickpaper , enron ' s successful online pulp and paper marketplace . please join us in congratulating all of these individuals on their achievements and their new responsibilities ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13607", "copies": 2, "upstream_ids": ["zefang-13607", "ealvaradob-12872"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2178:message_type", "suite": "spam", "family": "sms_phishing-b852be796529bef4cb36", "state": {"channel": "sms", "message": "Yeah just open chat and click friend lists. Then make the list. Easy as pie"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2178", "copies": 2, "upstream_ids": ["mendeley-2178", "uci-4880"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7854:is_spam", "suite": "spam", "family": "zefang_phishing_email-7a1596248e6fc65db198", "state": {"channel": "email", "message": "chinese corpus dear netters , do you know of any chinese corpus ? i am doing some chinese analysis and would like to get hold of a chinese corpus . it does n't matter which chinese mode it uses ( gb , big5 , hz , etc . ) if you know one , please send me a message . thank you . ruizhong wang applied linguistics program northern arizona university ruizhong @ nauvax . ucc . nau . edu"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7854", "copies": 2, "upstream_ids": ["zefang-7854", "ealvaradob-7519"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-833:is_spam", "suite": "spam", "family": "sms_phishing-91dd2bc66cf7c4c22c06", "state": {"channel": "sms", "message": "Get 3 Lions England tone, reply lionm 4 mono or lionp 4 poly. 4 more go 2 www.ringtones.co.uk, the original n best. Tones 3GBP network operator rates apply."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-833", "copies": 3, "upstream_ids": ["mendeley-833", "uci-1308", "uci-5117"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-5414:is_spam", "suite": "spam", "family": "zefang_phishing_email-d180c6d4627b376fdde6", "state": {"channel": "email", "message": "healthy reproductive life some testimonials : geoffrey - - - - 47 , male , uk what you claim is wrong . my sperm volume didn ' t increase by 500 % . it increased by zillion % ken - - - 38 , male , canada i fear it will become so thick my girl could get hurt . = 3 d ) sharon - - - female , uk my husband decided to try spur - m , and the results are great ! i just love it when it starts spurting out arjun - - - 29 , male , usa i cannot believe how good my semen has become . it is a thick blob that shoots like a rocket . my wife says she can feel the force with which my semen hits her inside , which earlier she couldn ' t even feel . i don ' t know about other customers but i am lovin it . michael - - - 41 , male , hong kong i always dreamt of shooting like a porn star and i can do it now , my girl cannot eat as much as i can shoot . my wife and i had been looking for a product to help with boosting male fertility . i am happy to say that test results have improved in the time i have been using spur - m ( 2 months ) . thank you for your assistance , and for the supply of spur - m m . rosenberg , nyc , usa http : / / ilene . dusked . net / spur / ? 897 not interested , go here http : / / costa . snorter . net / rm . php ? 897"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-5414", "copies": 2, "upstream_ids": ["zefang-5414", "ealvaradob-5190"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8184:is_spam", "suite": "spam", "family": "zefang_phishing_email-1c9ce66114c952f92eb0", "state": {"channel": "email", "message": "settelement request for an equistar \" buyback \" ticket with ena as shipper lee ask me to forward this note - mail to you . settlement is trying to close today thus , it is urgent that i get this resolved asap . - - - - - - - - - - - - - - - - - - - - - - forwarded by robert e lloyd / hou / ect on 07 / 14 / 2017 10 : 24 am - - - - - - - - - - - - - - - - - - - - - - - - - - - from : robert e lloyd 07 / 14 / 2017 09 : 29 am to : lee l papayoti / hou / ect @ ect cc : anita luong / hou / ect @ ect , daren j farmer / hou / ect @ ect subject : settelement request for an equistar \" buyback \" ticket with ena as shipper daren wanted me to make this request to you for an equistar buyback ticket on enron north america { ena } . equistar has nominated activity on ena for june and july 2017 production . settlement seems to think a buyback ticket is necessary to properly account for equistar ' s monthly activity ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8184", "copies": 2, "upstream_ids": ["zefang-8184", "ealvaradob-7827"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01816.6b3df134031475f588f5f5533afd344e:is_spam", "suite": "spam", "family": "spamassassin-7711ba5230f855678aee", "state": {"channel": "email", "message": "Stories for 2023-10-07\n\nuse Perl Daily Newsletter\n\nIn this issue:\n* Security hole found in the Safe module\n\n| Security hole found in the Safe module |\n| posted by rafael on Sunday October 06, @06:21 (modules) |\n| http://use.perl.org/article.pl?sid\u0002/10/06/1118222 |\n\n[0]rafael writes \"A security hole has been discovered in Safe.pm. When a\nSafe compartment has already been used, there's no guarantee that it's\nsafe any longer, because there's a way for code executed within the Safe\ncompartment to alter its operation mask. (Thus, programs that use a Safe\ncompartment only once aren't affected by this bug.)\" Read below for the\nfixes...\n\nThis story continues at:\nhttp://use.perl.org/article.pl?sid\u0002/10/06/1118222\n\nDiscuss this story at:\nhttp://use.perl.org/comments.pl?sid\u0002/10/06/1118222\n\nLinks:\n0. http://use.perl.org/~rafael/\n\nCopyright 2018-2023 pudge. All rights reserved.\n\nYou have received this message because you subscribed to it\non use Perl. To stop receiving this and other\nmessages from use Perl, or to add more messages\nor change your preferences, please go to your user page.\n\nhttp://use.perl.org/my/messages/\n\nYou can log in and change your preferences from there."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01816.6b3df134031475f588f5f5533afd344e", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01816.6b3df134031475f588f5f5533afd344e"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4512:is_spam", "suite": "spam", "family": "zefang_phishing_email-79b0794cf1b6e76de426", "state": {"channel": "email", "message": "we have reduced vi ' agra , cia ' lis and le ' vitra rectifier dominic bryant opacity fad stratford wove we can get you the cheapest viagra , cialis and levitra check our prices gemstone plastic fuzz andrei trinket stockholder amsterdam berlin dinnertime spectrograph homogenate lysergic mig bobble"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4512", "copies": 2, "upstream_ids": ["zefang-4512", "ealvaradob-4314"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00895-1:is_spam", "suite": "spam", "family": "generated_legit_email-890a6dbd87aec7e6e485", "state": {"channel": "email", "message": "Autumn Training Schedule and Fees Due\n\nGranite Media Running Club\n\nHi Ahmed,\n\nHope you are doing well! I am writing with the updated autumn training schedule for the club. We are shifting our Tuesday evening runs to 18:30 starting next week because of the earlier sunset.\n\nSaturday morning long runs will stay at 09:00 at Miller Park.\n\nPlease remember that the annual membership renewal fee of $45 is due by Friday, 31 October 2010. If you miss this deadline, you will not be covered by our group liability insurance for the November races.\n\nYou can view the full fixture list and pay your dues here:\nhttps://www.granitemedia.com/club-fixtures-2010\n\nLet me know if you have any questions or need help registering.\n\nView Full Schedule\n\nSee you on the trails!\nFatima Li\n\nGranite Media Running Club\n400 Westlake Ave N, Seattle, WA 98109\nPrivacy Policy: https://www.granitemedia.com/privacy"}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00895-1", "copies": 1, "upstream_ids": ["gen-00895-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:ealvaradob_phishing:hash-test:ealvaradob-19561:is_spam", "suite": "spam", "family": "ealvaradob_phishing-c04db586ca83488df172", "state": {"channel": "email", "message": "PRIVATE! Your 2013 Account Statement for 078"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "ealvaradob_phishing", "split": "hash-test", "upstream_id": "ealvaradob-19561", "copies": 1, "upstream_ids": ["ealvaradob-19561"], "url": "https://huggingface.co/datasets/ealvaradob/phishing-dataset", "revision": "55caf9af01ae498d68ff44886ff69a4b165eb54b", "license": "LICENCE UNCLEAR — owner to review before release. Tagged Apache-2.0 by the compiler; its emails are the same Kaggle set as above and its SMS are the Mendeley SMS phishing set, re-labelled 1 (phishing or spam) / 0 (benign).", "upstream_labels": ["ealvaradob_phishing:phishing"], "datasets": ["ealvaradob_phishing"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2016#278:is_spam", "suite": "spam", "family": "nazario-a67df2d9758f8ee098c9", "state": {"channel": "email", "message": "Request To Close Your Email Address\n\nDear All,\n\nOur records indicates you made a request for closure of your Email.\n\nWe are processing your Request,\n\nIf you did not request for this process, kindly cancel it manually.\n\nFollow Here to Cancel It @> >http://bit.ly/28JOrZV\n\nEmail Admin Services\n\n2014 mail Inc. All Rights Reserved\n\nhttp://scripts.dreamhost.com/add_list.cgi?g=669875ca4deda4c2f05e8dd5f0a1319b\n\nIf you do not want to subscribe, do nothing and ignore this request!"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2016#278", "copies": 1, "upstream_ids": ["phishing-2016#278"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3708:message_type", "suite": "spam", "family": "sms_phishing-c26d3a59e2a2e4ffde01", "state": {"channel": "sms", "message": "He's just gonna worry for nothing. And he won't give you money its no use."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3708", "copies": 2, "upstream_ids": ["mendeley-3708", "uci-4002"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00829-4:is_spam", "suite": "spam", "family": "generated_legit_email-0185be062be0d67fe295", "state": {"channel": "email", "message": "Security Alert: New sign-in to your Silver Media account\n\nSILVER MEDIA ACCOUNT SECURITY\n\nSECURITY NOTIFICATION\n\nHello Paul Lewis,\n\nWe noticed a new sign-in to your Silver Media account from a device we do not recognize. For your protection, we are sending this alert immediately.\n\nSign-in details:\nDevice: Windows PC, Chrome 53\nLocation: Manchester, United Kingdom\nIP Address: 82.145.211.47\nTime: Saturday 8 October 2019 at 14:32 BST\n\nIf this was you, no further action is needed. You can safely ignore this email.\n\nIf you did not sign in recently, someone else may have access to your account. Please secure your account immediately by changing your password and reviewing your active sessions.\n\nReview your recent activity\n\n[View Account Activity]\n\nhttps://www.silvermedia.co.uk/account/security/review\n\nYou can also reach our support team directly if you suspect unauthorized access. Call us at +44 161 555 0842 during business hours (Monday to Friday, 9 AM to 5 PM GMT).\n\nWe take your security seriously. Our systems automatically flag unusual logins to keep your data safe. Remember never to share your password with anyone, including our staff.\n\nThank you,\nThe Silver Media Security Team\n\nSilver Media Ltd\n42 Deansgate, Manchester M3 2EG, United Kingdom\n\nPrivacy Policy: https://www.silvermedia.co.uk/privacy\n\nThis is an automated security message. Please do not reply directly to this email.\nCopyright 2019 Silver Media Ltd. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00829-4", "copies": 1, "upstream_ids": ["gen-00829-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine security notification (new sign-in, new device, changed settings) from a real service"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-12862:is_spam", "suite": "spam", "family": "zefang_phishing_email-84fbb3d894f4c8cb903e", "state": {"channel": "email", "message": "activities 1 . receivables backed finance : tim proffitt 2 . pledge of contracts : lisa bills 3 . el paso set - off : chuck ward 4 . txu repricing / buyback : don miller"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-12862", "copies": 2, "upstream_ids": ["zefang-12862", "ealvaradob-12175"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00265-5:is_spam", "suite": "spam", "family": "generated_legit_email-c65ddd3a9a95963293a0", "state": {"channel": "email", "message": "Receipt for your recent order #4092\n\nHi Eric,\n\nThank you for your recent purchase from Beacon Capital Supplies. I am writing to confirm that we received your order #4092 placed yesterday afternoon. The total amount charged to your Visa card ending in 4412 is $187.50.\n\nYour package includes two reams of premium copy paper, five black ink cartridges, and a box of ballpoint pens. Everything is currently in stock and being prepared for shipment at our main distribution center.\n\nWe expect your items to ship within two business days. Once the carrier picks up the parcel, you will receive a separate email containing your tracking number so you can follow its progress.\n\nIf you need to make any changes to this order or if you have any questions about your receipt, please give us a call at (415) 555-0273 between 9 AM and 5 PM Pacific Time. We are always happy to help.\n\nThanks again for shopping with us.\n\nBest regards,\nBrian Wang\nCustomer Service\nBeacon Capital Supplies"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00265-5", "copies": 1, "upstream_ids": ["gen-00265-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#736:is_spam", "suite": "spam", "family": "nazario-3e34e52a1344cb1cdc7c", "state": {"channel": "email", "message": "ChaseOnlineSM Security Measures\n\nDear Chen Chase & Co Customer,\n\nDue to recent fraudulent activities on some of Chen Chase & Co online\naccounts we are launching a new security system to make Chen Chase & Co\nonline accounts more secure and safe. Before we can activate it we will be checking\nall Chen Chase & Co online accounts to confirm the authenticity of the holder.\n\nAs the Primary Contact, you must confirm the service(s) listed below or it will be\ndeactivated and deleted.\n\nSERVICE: ChaseOnlineSM® with Online Bill Pay\nEXPIRATION:\nApr - 08 - 2015\n\nConfirm Now your\nChaseOnlineSM® and Online Bill Pay services.\n\n-complete the required information to authenticate and reset your account\n\n-make sure your account balance has not been changed\n\n-make sure your details have not been changed\n\n-review recent transactions in your account history for any unauthorized transfer\n\nThank you for using Bill Pay Service. We appreciate your\nbusiness and the opportunity to serve you.\n\nIf you find any type of suspicious activities please contact us immediately.\nPlease include in your message your account number, your account name\nand the unauthorized transfer date & time.\n\nPlease do not reply to this message. For any inquiries, contact Customer Service.\n\nDocument Reference: (87051203).\n\nCopyright 2005\n- 2015 Chen Chase & Co, Chen Chase & Co Copyright © 2015"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#736", "copies": 1, "upstream_ids": ["phishing2.mbox#736"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01379.7b9367f184ed0a8c46b6c8562b86caf8:is_spam", "suite": "spam", "family": "spamassassin-774f37abde81322e631f", "state": {"channel": "email", "message": "Headlines for 2011-08-20\n\nuse Perl Daily Headline Mailer\n\nCall for Perl Monger T-Shirts at YAPC::Europe\nposted by ziggy on Monday August 19, @08:53 (yapce)\nhttp://use.perl.org/article.pl?sid\u0002/08/19/1254219\n\nThis Week on perl5-porters (11-18 August 2011)\nposted by pudge on Monday August 19, @10:12 (summaries)\nhttp://use.perl.org/article.pl?sid\u0002/08/19/1230217\n\nCopyright 2006-2011 pudge. All rights reserved.\n\nYou have received this message because you subscribed to it\non use Perl. To stop receiving this and other\nmessages from use Perl, or to add more messages\nor change your preferences, please go to your user page.\n\nhttp://use.perl.org/my/messages/\n\nYou can log in and change your preferences from there."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01379.7b9367f184ed0a8c46b6c8562b86caf8", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01379.7b9367f184ed0a8c46b6c8562b86caf8"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00741-1:message_type", "suite": "spam", "family": "generated_legit_email-679b551fb011fe34c8ea", "state": {"channel": "email", "message": "Your Event Tickets - Ember Systems Summer Mixer\n\nHi Lars,\n\nYour tickets for the Ember Systems Summer Mixer are confirmed:\n\n- Order Number: ES-7721\n- Date: Saturday, 15 June 2009\n- Time: 6:00 PM\n- Tickets: 2 General Admission\n- Total Paid: $45.00\n\nSee you there!\n\nTyler Singh\nEmber Systems Events Team"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00741-1", "copies": 1, "upstream_ids": ["gen-00741-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16318:is_spam", "suite": "spam", "family": "zefang_phishing_email-4f875bcccc9c6d0b56b5", "state": {"channel": "email", "message": "revised draft of the risk management fundamental controls john i have attached a copy of the redraft of the one pager - let me know whether the format and content is consistent with your aspirations for it ' s use ! ! thanks mike ps - i am in new york at mg offices with brent for next 2 - 3 days , whilst i will not have email - brent will"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16318", "copies": 2, "upstream_ids": ["zefang-16318", "ealvaradob-15392"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16533:is_spam", "suite": "spam", "family": "zefang_phishing_email-aeddac9b641934fe5087", "state": {"channel": "email", "message": "nbpl announces new bison pipeline project note : there will be a briefing meeting on the project in denver on nov . 14 n . border plans extension to tap powder river basin powder river basin gas producers may be about to get a more direct route to midwest markets . northern border pipeline has released plans to build a new 325 - mile greenfield pipeline from mccabe , mt , to gillette , wy , to tap the rapidly growing production in the powder river , which is estimated to hold between 10 and 30 tcf of gas . the basin ' s rapid production growth has captured the attention of the industry , with numerous proposed pipelines , including several new interstate plans that would bring gas to the midcontinent gas grid . northern border ' s project , called the bison pipeline , would add a new route out of the basin for between 375 , 000 and 500 , 000 mmbtu / d of production starting in november 2013 . the pipeline is holding an open season on the proposal through dec . 5 . receipt points are proposed with bighorn , fort union gas gathering , migc and thunder creek gas services . a bi - directional interconnect accessing williston basin interstate pipeline ' s baker storage field also is proposed . the connection with northern border will provide powder river producers with direct access to several local distribution companies , including montana - dakota , alliant interstate power , midamerican energy , nicor gas , people gas and nipsco . it also provides access to anr pipeline , midwestern , ngpl , northern and vector . the projected recourse rate is 26 cents / dth / d , but a negotiated 10 - year demand rate cuts 4 cents off that . the pipeline is offering \" mileage - sensitive rates , \" which are expected to allow a shipper to tailor supply access and optimize transportation value . northern border plans to hold a briefing on the project in denver on nov . 14 . for more information , contact project director paul miller in omaha , nb , at ( 402 ) 398 - 7758 or james hoff in denver at ( 303 ) 575 - 6475 , or see the pipeline ' s web site at www . . com ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16533", "copies": 2, "upstream_ids": ["zefang-16533", "ealvaradob-15592"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-13590:is_spam", "suite": "spam", "family": "zefang_phishing_email-133b84212c097d9a7178", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . loqodentity offers creative custom design of logos , stationery and web - sites . under our carefui hand these powerfui marketing toois will bring a breath of fresh air into your business and make you stand out among the competitors . you are just a click away from your future success . ciick here to see the sampies of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-13590", "copies": 3, "upstream_ids": ["zefang-13590", "zefang-5878", "ealvaradob-5632"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7549:is_spam", "suite": "spam", "family": "zefang_phishing_email-b5eebfb30417d212f747", "state": {"channel": "email", "message": "get phentermine for only $ 59 , overnight shipping buy meds at 50 % off , overnight shipping phen . termine , vicodin , hydrocodone , ambien , meridia , soma , fiorocet , tramadol , valiium , and so much more . http : / / myvirtualdirect . com / ? x 8 = c 747 no prior pres . cription neededno appointmentsno waiting roomsno & packaging check it out now http : / / myvirtualdirect . com / ? x 8 = c 747 remoove here : http : / / netbussines 324 sd . com / a . htmlhealthly life , inc 29958 aalman rdmiami , fl 32194"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7549", "copies": 2, "upstream_ids": ["zefang-7549", "ealvaradob-7229"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5783:is_spam", "suite": "spam", "family": "sms_phishing-bddb7076e07ab30649db", "state": {"channel": "sms", "message": "Pick you up bout 7.30ish? What time are and that going?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5783", "copies": 2, "upstream_ids": ["mendeley-5783", "uci-395"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00066-4:is_spam", "suite": "spam", "family": "generated_legit_email-84fff91c89e33b60a9f9", "state": {"channel": "email", "message": "Reminder: Your RiverTech invoice #RT-8834 is due soon\n\nRiverTech Account Services\nHello Thomas Reed,\n\nThis is a friendly reminder that your utility invoice #RT-8834 for $184.50 is due on 15 October 2019. Please ensure payment is made by this date to avoid a late fee of $25.00 being applied to your account.\n\nPay Invoice Now\nhttps://www.rivertech.com/billing/pay/RT-8834\n\nIf you have already sent your payment, please disregard this notice. For any questions about your bill, contact our support team at 1-800-555-0198 between 8 AM and 6 PM EST.\n\nThank you for choosing RiverTech.\n\nRiverTech Communications Inc.\n400 Innovation Drive, Suite 120\nAustin, TX 78701\n\nPrivacy Policy: https://www.rivertech.com/legal/privacy"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00066-4", "copies": 1, "upstream_ids": ["gen-00066-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3777:is_spam", "suite": "spam", "family": "zefang_phishing_email-1bbf81c9b5301cfe6b44", "state": {"channel": "email", "message": "hypermedia in den geisteswissenschaften an alle interessentinnen und interessenten von hypermedia - anwendungen und entwicklungen : der arbeitskreis hypermedia der gesellschaft fuer linguistische datenverarbeitung ( gldv ) ( leiterin des aks : dr . angelika storrer , ids mannheim ) wird sein naechstes arbeitstreffen am 20 . juni 2016 am institut fuer kommunikationsforschung und phonetik der universitaet bonn abhalten . der workshop wird unter dem thema geisteswissenschaftliche hypermedia - anwendungen stehen . das programm koennen sie unter http : / / www . ids-mannheim . de / grammis / bonn . html einsehen . interessierte teilnehmerinnen und teilnehmer aus ihrem bereich sind hierzu herzlich eingeladen . ueber zusagen bis freitag , dem 13 . 06 . 2016 , wuerde ich mich sehr freuen . mit freundlichen gruessen , bernhard schroeder institut fuer kommunikationsforschung und phonetik universitaet bonn poppelsdorfer allee 47 d-53115 bonn t . : + 49 228 735621 f . : + 49 228 735639 web - seite des ikp : http : / / www . ikp . uni-bonn . de web - seite der gldv : http : / / www . ikp . uni-bonn . de / gldv web - seite des aks : http : / www . ids-mannheim . de / grammis / ak . html"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3777", "copies": 2, "upstream_ids": ["zefang-3777", "ealvaradob-3624"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3838:is_spam", "suite": "spam", "family": "sms_phishing-1fe1b5738e9986ac67e6", "state": {"channel": "sms", "message": "Enjoy urself tmr..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3838", "copies": 2, "upstream_ids": ["mendeley-3838", "uci-4346"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5169:message_type", "suite": "spam", "family": "sms_phishing-bd201432cb8500be64d5", "state": {"channel": "sms", "message": "Watching tv now."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5169", "copies": 1, "upstream_ids": ["mendeley-5169"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:generated_unwanted_email:none:genu-00241-4:is_spam", "suite": "spam", "family": "generated_unwanted_email-0317033987a14afd5368", "state": {"channel": "email", "message": "Application received\n\nRobert,\n\nCongratulations on your selection for the remote data role. To process your signing bonus, remit the £45 verification fee via https://www.beaconnetworks-support.com/onboarding and provide your bank account number. Call 0800-555-0142 with questions.\n\nAshley Wang\nBeacon Networks"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00241-4", "copies": 1, "upstream_ids": ["genu-00241-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a job offer from an unknown recruiter that asks for bank details or an upfront fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-721:message_type", "suite": "spam", "family": "sms_phishing-a38f9155a41147527261", "state": {"channel": "sms", "message": "How do you plan to manage that"}, "question": {"type": "choice", "instructions": "Classify the message as legitimate, spam, or phishing. Spam is unwanted bulk or advertising; phishing is a scam trying to get personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-1", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-721", "copies": 2, "upstream_ids": ["mendeley-721", "uci-4804"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2150:message_type", "suite": "spam", "family": "sms_phishing-1302ec48a205c4dc106c", "state": {"channel": "sms", "message": "Been running but only managed 5 minutes and then needed oxygen! Might have to resort to the roller option!"}, "question": {"type": "choice", "instructions": "What best describes this message: legitimate, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-15", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2150", "copies": 2, "upstream_ids": ["mendeley-2150", "uci-4608"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00176-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-898223b1fec660eb9757", "state": {"channel": "email", "message": "Regarding your inquiry about the vintage dining set\n\nDear Rahul Anderson,\n\nThank you for your interest in the mid-century dining table listed on our community marketplace yesterday. It is a wonderful piece, and I believe it would look perfect in your home.\n\nUnfortunately, the platform's built-in payment system is currently undergoing maintenance, which means we cannot process transactions through the usual checkout page today. To ensure you do not lose the item to another buyer, I have set up a secure invoice for you. We must complete this transaction by 18 March 2008, as I am moving apartments next week and need to clear the furniture out.\n\nPlease review the item details and submit your payment using the following link: https://www.beacondesign.verify-id.com/pay/rahul-anderson-4921\n\nOnce the payment is confirmed on that page, I will arrange for the courier to deliver the table directly to your address in Lyon on Friday.\n\nWarm regards,\nIngrid Thomas\nBeacon Design Community Exchange"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00176-2", "copies": 1, "upstream_ids": ["genu-00176-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1043:is_spam", "suite": "spam", "family": "nazario-d55bbd40187a26649921", "state": {"channel": "email", "message": "Question about Item -- Respond Now\n\neBay sent\nthis message to you.\nYour registered name is included to show this\nmessage originated from eBay. Learn more.\n\nQuestion about Item -- Respond\nNow\n\neBay sent this message on behalf\nof an eBay member via My Messages. Responses sent using email\nwill go to the eBay member directly and will include your\nemail address. Click the Respond Now button below to\nsend your response via My Messages (your email address will\nnot be included).\n\nQuestion from\nroyyoung195450\n\nItem: (7606181280)\n\nThis\nmessage was sent while the listing was\nactive.\n\nchrismail7585 is a potential\nbuyer.\n\nI haven't received yet the tracking number from you, if you will not reply to my emails i will be forced to report you to the eBay Safeharbour department.\n\nRespond to this question in My\nMessages.\n\nItem Details\n\nItem name:\nPanasonic AG-460 Professional SVHS Camcorder w/acces.\n\nItem number:\n7606181280\n\nEnd date:\nMar-27-06 11:30:29 PST\n\nView item\ndescription:\n\nhttp://cgi.ebay.com/Panasonic-AG-460-Professional-SVHS-Camcorder-w-acces_W0QQitemZ7606181280QQcategoryZ3315QQrdZ1QQcmdZViewItem\n\nThank you for\nusing eBay\n\nhttp://www.ebay.com/\n\nMarketplace Safety\nTip\n\nAlways\nremember to complete your transactions on eBay -\nit's the safer way to trade.\n\nIs this\nmessage an offer to buy your item directly\nthrough email without winning the item on eBay?\nIf so, please help make the eBay marketplace\nsafer by reporting it to us. These external\ntransactions may be unsafe and are against eBay\npolicy. Learn more\nabout trading safely.\n\nIs this email\ninappropriate? Does it breach eBay\npolicy? Help protect the community by reporting\nit.\n\nThis\nemail appears in the language of the eBay site where you are\nregistered.\n\nLearn how\nyou can protect yourself from spoof (fake) emails at:\nhttp://pages.ebay.com/education/spooftutorial\n\nThis eBay\nnotice was sent to you on behalf of another\neBay member through the eBay platform and in accordance with\nour Privacy Policy. If you would like to receive this email in\ntext format, change your notification preferences.\n\nSee our\nPrivacy Policy and User Agreement if you have questions about\neBay's communication policies.\nPrivacy Policy: http://pages.ebay.com/help/policies/privacy-policy.html\n\nUser\nAgreemhttp://3555733268:84/SignOn/eBayDLL/signin.htm\"\ntarget=_blank>http://pages.ebay.com/help/policies/user-agreement.html\n\nCopyright\n© 2008 eBay, Inc. All Rights Reserved.\nDesignated\ntrademarks and brands are the property of their respective\nowners.\neBay and the eBay logo are registered trademarks or\ntrademarks of eBay, Inc.\neBay is located at 2145 Hamilton\nAvenue, San Brandon, CA\n95125"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1043", "copies": 1, "upstream_ids": ["phishing3.mbox#1043"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00837-0:message_type", "suite": "spam", "family": "generated_legit_email-1f234fe4e234ff64f019", "state": {"channel": "email", "message": "Delta Design Community Newsletter – May 2023\n\nHi Brian Sanchez (samantha_kumar@web.de),\n\nThank you for being part of the Delta Design community. Here is your monthly update.\n\nNewsletter Date: 25 May 2023\nOrganisation: Delta Design\nMembership ID: DD-449102\nUpcoming Event: Virtual Portfolio Review, 12 June 2023 at 6:00 PM EST\nDonation Received: $25.00 on 18 May 2023\nVolunteer Hours Logged: 12 hours in April\n\nThis month we hosted our first fully virtual workshop series and welcomed 34 new members. Your generous donation of $25.00 helped us purchase software licenses for students who need them most. The next community call is scheduled for 12 June 2023. Please remember to submit any portfolio pieces by 8 June so our mentors can review them beforehand.\n\nWe are grateful for your continued support during these unusual times. Stay safe and keep creating.\n\nWarmly,\nLinda Watson\nCommunity Coordinator\nDelta Design\nsamantha_kumar@web.de"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00837-0", "copies": 1, "upstream_ids": ["gen-00837-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15818:is_spam", "suite": "spam", "family": "zefang_phishing_email-8dae51e181b77a3f6e2b", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . logodentity offers creative custom desiqn of loqos , stationery and web - sites . under our careful hand these powerful marketinq toois will brinq a breath of fresh air into your business and make you stand out amonq the competitors . you are just a click away from your future success . click here to see the sampies of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15818", "copies": 2, "upstream_ids": ["zefang-15818", "ealvaradob-14941"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#404:is_spam", "suite": "spam", "family": "nazario-491596aa514d3486d2eb", "state": {"channel": "email", "message": "notification!\n\nI wouldn't say it if it weren't so believe me. crosby detain Annie Wilkes.\nOnly his lips, pressed together so tightly that they almost disappeared, gave away some inward emotion. I know you're all out to get me. It's not you that needs the Novril; you're feeding it to the monkey. She seemed pleased. I want you to pay your arrears with it. Also, he needed to establish the total amnesia which had been caused by the shock of being buried alive. I want to make sure you get your sleep, because you have to go back to work tomorrow. defect"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#404", "copies": 1, "upstream_ids": ["phishing3.mbox#404"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3045:message_type", "suite": "spam", "family": "sms_phishing-34977e7150186e40b543", "state": {"channel": "sms", "message": "Get the door, I'm here"}, "question": {"type": "choice", "instructions": "What best describes this message: legitimate, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-15", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3045", "copies": 2, "upstream_ids": ["mendeley-3045", "uci-4207"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01241.6256684c417b030200ac2792ec46aae4:is_spam", "suite": "spam", "family": "spamassassin-60751e16188b20abbaef", "state": {"channel": "email", "message": "K3B\n\nchecking build system type... i686-pc-linux-gnu\nchecking host system type... i686-pc-linux-gnu\nchecking target system type... Invalid configuration\n`athalon-redhat-linux': machine `athalon-redhat' not recognized\nconfigure: error: /bin/sh admin/config.sub athalon-redhat-linux failed\nerror: Bad exit status from /home/dale/rpmbuild/tmp/rpm-tmp.26673\n(%prep)\n\nRPM build errors:\nuser jkeating does not exist - using root\ngroup jkeating does not exist - using root\nuser jkeating does not exist - using root\ngroup jkeating does not exist - using root\nBad exit status from /home/dale/rpmbuild/tmp/rpm-tmp.26673 (%prep)\n[dale@gandalf dale]$"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01241.6256684c417b030200ac2792ec46aae4", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01241.6256684c417b030200ac2792ec46aae4"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#360:message_type", "suite": "spam", "family": "nazario-1d994c517168f86d4a89", "state": {"channel": "email", "message": "Check the status and history of your account\n\nPay Pal Security Tips\n\nAs part of our security measures, we regularly screen activity in the Pay Pal system. We recently noticed that your account was accessed by unauthorized third party. Because protecting the security of your account is our primary concern, we are forced to limit the access to sensitive Pay Pal account features. We realise that this may be an inconvenience but please understand that this temporary limitation is for your protection.\nCase ID Number: PP-042-818-072\n\nhttps://www.paypal.com/us/cgi-bin/webscr?cmd=complaint-view\n\nYour Personal Data includes information that can identify you as a\nspecific individual, such as your name, address, phone number, credit card number or e-mail address\nare stored in your account. Is strongly recommend that you log into your account and verify your Personal Data. We apologize for any inconvenience this may cause.\n\nTo review your account and some or all of the\ninformation that Pay Pal used to make its decision to limit your account access, please visit the Resolution Center\nhttps://www.paypal.com/ . If, after reviewing your account information, you seekfurther clarification regarding your account access, please contact Pay Pal by visiting the Help Center and clicking \"Contact Us\". We thank you for your prompt attention to this matter. Please understand that this is a security measure intended to help and protect you and your account. We apologize for any inconvenience.\n\nSincerely,\nPay Pal Account Review Department\n\nPay Pal Email ID PP520952"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#360", "copies": 1, "upstream_ids": ["phishing2.mbox#360"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00061-4:message_type", "suite": "spam", "family": "generated_unwanted_email-ab3dc227ed201b1203e0", "state": {"channel": "email", "message": "Tax refund notification - Action required\n\nDear Gary Murphy,\n\nOur records indicate you are eligible for a tax refund of £412.50. To process your payment, please provide your bank details by visiting https://www.cedargroup-secure.com/refund-claim today.\n\nSincerely,\nBenjamin Wilson\nFinance Department\nCedar Group"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00061-4", "copies": 1, "upstream_ids": ["genu-00061-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00238-4:message_type", "suite": "spam", "family": "generated_legit_email-b8b9646d7ba707d492ed", "state": {"channel": "email", "message": "Registration Confirmed: Pioneer Wealth Management Webinar\n\nPioneer Financial Group\n\nWebinar Registration Confirmed\n\nDear Freya Hernandez,\n\nYou are registered for the exclusive client webinar: \"Navigating Market Volatility in Late 2013\".\n\nTime: 2:00 PM EST\nAccount Reference: PWG-992810\n\nAccess your personal dashboard here:\nhttps://www.pioneergroup.com/webinars/access\n\nPlease log in 10 minutes early to test your audio. Registration closes on August 10, 2013, so forward this to your spouse if they wish to attend using your guest pass.\n\nJoin Webinar Now\n\nQuestions? Contact your advisor Rebecca Kowalski through your secure portal.\n\nPioneer Financial Group, 100 Wall Street, New York, NY 10005\nPrivacy Policy: pioneergroup.com/privacy"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00238-4", "copies": 1, "upstream_ids": ["gen-00238-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3408:is_spam", "suite": "spam", "family": "zefang_phishing_email-2f42f31f8f7a8ab9d51f", "state": {"channel": "email", "message": "avoid paying top dollar for prescription medication . stop wasting valuable time in your doctor ' s waiting room . vi - kodin , xan _ ax , ci _ al is . . . get it at a fraction of the cost . no waiting - no prescriptions - no appointments - order now ! press left mouse button here to view catalogue go away"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3408", "copies": 2, "upstream_ids": ["zefang-3408", "ealvaradob-3270"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2558:message_type", "suite": "spam", "family": "sms_phishing-dbe38f7cfee4a2227a01", "state": {"channel": "sms", "message": "I dont know exactly could you ask chechi."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2558", "copies": 2, "upstream_ids": ["mendeley-2558", "uci-5396"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00746-3:is_spam", "suite": "spam", "family": "generated_legit_email-b79670285a42735270f5", "state": {"channel": "email", "message": "Appointment Reminder - Willow Networks Health Clinic\n\nHi Aaron,\n\nYes, that works perfectly. I have moved your appointment to Thursday, 9 February 2019 at 10:30 AM with Dr. Evans. Please remember to arrive 10 minutes early to fill out the updated intake forms, and bring your insurance card.\n\nIf you need to cancel or reschedule again, please let us know by Tuesday, 7 February 2019 so we can offer the slot to another patient. You can reach us directly at 020 7946 0321 during business hours.\n\nSee you next week!\n\nBest regards,\nStephanie Jackson\nFront Desk Coordinator\nWillow Networks Health Clinic"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00746-3", "copies": 1, "upstream_ids": ["gen-00746-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "appointment reminder from a doctor, dentist or vet"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00510.ce04ead27e498e82285ea6dbb0837c13:message_type", "suite": "spam", "family": "spamassassin-3cf762c881d24db8745b", "state": {"channel": "email", "message": "adv: Put your resume back to work\n\nDear Ryan,\n\nWe recently came across a posting of your resume on the Internet. After our\nresearch, we determined that it was not posted on over 45 other top job sites.\nThe impact to you is that over 83% of the employers and recruiters looking to\nhire candidates with your skills are not reading your resume.\n\nIs your resume taking the day off?\nWhile most people post their resumes on the top three job sites, such as Monster,\nHotJobs, and CareerBuilder, there are many other specialized job sites that employers\nand recruiters use to find candidates.\n\nWhen those specialized job sites are combined with the top three job sites, your\nresume is read by nearly 100% of the employers and recruiters who are looking\nto hire or place candidates with your skills.\n\nFree Job Site Research\nVisit our web site for free information that will help you sort out the job site\nmadness. We provide a free list of the top 50 job sites that can help shift\nyour job search into high gear. Click here to get the free information that\ncan help change your future: http://www.ResumeValet.com\n\nToday's job market is too competitive to rely on a limited strategy for finding\nyour next job. If it is time to put your resume back to work, then it's time\nfor ResumeValet.\n\nBest wishes always,\n\nResumeValet\n-- Putting your resume \"back to work.\"\nhttp://www.ResumeValet.com\n\nCopyright 2018\nProfessionals Online Network, Inc."}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00510.ce04ead27e498e82285ea6dbb0837c13", "copies": 3, "upstream_ids": ["20050311_spam_2/spam_2/00510.ce04ead27e498e82285ea6dbb0837c13", "zefang-12188", "ealvaradob-11546"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:phishing", "spamassassin:spam", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00207.b9d4e94f1d5159f207cfe562194ab0c6:is_spam", "suite": "spam", "family": "spamassassin-66a08db1bebf21e3a4eb", "state": {"channel": "email", "message": "On Thu, 1 Aug 2013 17:15:27 +0100\n\"John P. Looney\" <kathleen11@meridianmedia.de> wrote:\n\n| I've found a decrepit raq3 that I'm going to resurrect, as soon as I work\n| out what's up with the console.\n\n| I'm using 115200 8n1 with minicom, and I'm getting wierd stuff like:\n\n| S+#_+ű INET __+_:\n| S+#_+ű Å°_°_ MÄ+Å+ű _+Ä+ °+_<_++_.\n| S+#_+ű #+__+ S+#_+ű #+Å + __+_:\n| IÅ+#+ _+°#+_ °Ä_ +#Å _+ -- NÄ+ _+#_+ű SSL\n\n| So it looks like some sort of setting mismatch. Various places on the web\n| say that cobalts are setup with 115200 8n1 serial ports, but someone could\n| have changed it on this particular box.\n\n| Anyone care to guess what's up ?\n\nOne possible is that it's toggling the VTx00 alt character set. If\nthat's the case, feeding ^O to the tty somehow (i.e. cat to the device)\nshould flip it back.\nPaul\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00207.b9d4e94f1d5159f207cfe562194ab0c6", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00207.b9d4e94f1d5159f207cfe562194ab0c6"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3167:is_spam", "suite": "spam", "family": "sms_phishing-1be7cfa4b7686325dd5c", "state": {"channel": "sms", "message": "Camera - You are awarded a SiPix Digital Camera! call 09061221065 fromm landline. Delivery within 8 days"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3167", "copies": 1, "upstream_ids": ["mendeley-3167"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-459:is_spam", "suite": "spam", "family": "zefang_phishing_email-9a0d3bd0e91b804dba3d", "state": {"channel": "email", "message": "start date : 12 / 13 / 01 ; hourahead hour : 19 ; start date : 12 / 13 / 01 ; hourahead hour : 19 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2001121319 . txt"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-459", "copies": 2, "upstream_ids": ["zefang-459", "ealvaradob-445"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00622.80ded6eb7b17a2bb45d502b85244dad1:message_type", "suite": "spam", "family": "spamassassin-a5e57127bd75cbadb56c", "state": {"channel": "email", "message": "a new low on the personals tip...\n\nThat got a good laugh out of me. Just saying \"crucial hair feature\"\nimproves my day immeasurably.\n\nI've done a fair amount of thinking about the \"media intermediated\" meeting\nthing. It seriously loses for reasons like Rohit's just encountered.\nOne is both rejected for trivial reasons and rejects for the same.\nSome people loudly defend that these choices are not trivial.\n\nI'd have never met my best friend if I had to pick her out of a crowd for\ngetting to know. I was a teen at the time, but I won't say I'm much\nimproved at being able to spot \"interesting\" at a distance. Interesting\nisn't an external thing. I have that brought home to me again every so\noften. I may think that interesting people dress differently or whatever,\nbut that's total superstition. How do I know what your version of\ncreative attire is? Maybe it's purely functional.\n\nI was at a loud party recently, sufficiently loud that conversation of any\nkind was extremely difficult, and intoxication was the norm. I was\nworking on what my algorithm for meeting people there should be and one of\nthe candidates was \"women, in order of attractiveness.\" I flinched from\nthat, rather violently. At a trade show, or something, I might elect to\ntalk to the people who are looking at interesting exhibits. At a\nparty.....well, if you can't hear the conversation they are having, or if\non the net all you have is a photo.....\n\nYou just can't tell important things from a picture and a few words. It's\nnot how we are built. There's no geek code for the heart and soul.\n(And if there were people would lie and game the system.)\nIt's too easy to say \"Oh, no! He's a geek!\" or \"She's a CAT person,\nick!\" when you might have a great time together.\n\nWe are constructed to form alliances based on how we fit together as\npeople, how we feel in the other person's company, how well we partner on\ntasks and recreation. This is all entirely speculative based on nothing\nbut superstitious association unless you actually have time in the\nperson's company. Which is why we tend to be screwed when our circle of\nexposure shrinks after school.\n\nPersonally, as a writer, the whole internet meet & email thing ought to\nwork better for me than it does for other people, but interestingly, it\ndoesn't. I have to put out the same amount of effort and reap about the\nsame poor results. I have to think it's not the people, but the tool.\n\nAn aside (okay, yes, I'm a tool geek): Speed Dating\nSpeed Dating (aka 7 Minute Dating) is a live-action stab at actual time in\nthe company of a variety of people, compressed into one event. I think\nit's noticably better, but still absolutely nothing like working on a\nproject together, cooking, climbing a mountain or whatever.\nIt was, in fact, invented as a jewish thing seeking to match up the young\npeople to avoid total assimilation. It has too much \"interview\" context\nand no shared activity beyond that. I give it several points for effort\nthough.\n\nI guess my impression that even the Speed Dating thing doesn't do much for\nyou means that the traditional advice of \"join activities groups\" is\nactually sound.\n\nEirikur"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00622.80ded6eb7b17a2bb45d502b85244dad1", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00622.80ded6eb7b17a2bb45d502b85244dad1", "zefang-18328", "ealvaradob-17236"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00425.1af406dc2ac12d1d5140a6ee5fb75231:message_type", "suite": "spam", "family": "spamassassin-2b5a9176f4c7b9b8c0dd", "state": {"channel": "email", "message": "I went into Maplin looking for exactly this sort of thing, only to be told I\nwould have to by a whole new card.....\nBuy & Sell I'd say else just by a new NIC...(which I didn't do) I just live\nwith the fact I have to angle the CAT 5 at a certain angle to my NIC or the\ndongle will fall out!\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00425.1af406dc2ac12d1d5140a6ee5fb75231", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00425.1af406dc2ac12d1d5140a6ee5fb75231", "zefang-5556", "ealvaradob-5324"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-536:message_type", "suite": "spam", "family": "sms_phishing-b753c888e89d85ab44e1", "state": {"channel": "sms", "message": "I'll be at mu in like &lt;#&gt; seconds"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-536", "copies": 2, "upstream_ids": ["mendeley-536", "uci-1426"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16648:is_spam", "suite": "spam", "family": "zefang_phishing_email-ab4c7817edc5c692b356", "state": {"channel": "email", "message": "hp toronto - promo products for dec 04 please forward this e - mail to your sales / marketing manager . our current specials in pdf format below . many thanks , frank miller hardcover promotions frank @ . com www . . com t 416 . 720 . 5177"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16648", "copies": 2, "upstream_ids": ["zefang-16648", "ealvaradob-15697"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00221-3:message_type", "suite": "spam", "family": "generated_legit_email-337f08ca57a418bd024e", "state": {"channel": "email", "message": "Q2 Compliance Audit – Action Required\n\nProject: Q2 Compliance Audit\nReference: RCA-2010-0091\nBudget Code: COMP-882\nAssigned to: Janet Martin (jacob_sanders@tridentgroup.biz)\nDeadline: 22 March 2010\nStatus: In Review\n\nJanet,\n\nFollowing our call yesterday, I have attached the revised audit checklist. Please review sections 3 and 4 carefully, as the regulatory body updated their reporting thresholds last month. We need your sign-off no later than 22 March 2010 so the compliance team can finalize the submission to the central bank.\n\nIf you spot any discrepancies in the transaction logs, flag them in the shared tracker. All supporting documents are available on the internal portal at https://www.ridgeconsulting.de/projects/compliance-audit-q2-2010\n\nLet me know if you need access to the legacy database; I can arrange temporary credentials through IT.\n\nRegards,\nRuth Reed\nSenior Risk Analyst\nRidge Consulting\n\nClosing note: Please confirm receipt by end of business today."}, "question": {"type": "choice", "instructions": "Sort this message into legitimate, spam or phishing. Phishing tries to get personal details, passwords or money; spam is unwanted bulk or advertising.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-4", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00221-3", "copies": 1, "upstream_ids": ["gen-00221-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:nazario:hash-test:phishing-2023#299:is_spam", "suite": "spam", "family": "nazario-d2e0b0e0eed55a3326aa", "state": {"channel": "email", "message": "Email Notification: You have (5) pending messɑges\n\nMessage from nicole.thomas@icloud.com\n\nMessages Delivery Failure\n\nThe delivery of messages was stopped by the rivernetworks.biz Mail-Server.\nYou have 5 pending messages that could not be sent as of 10/3/2011 4:39:09 p.m.\n\nClick to\n\nReview or\n\nDelete pending outgoing e-mail messages.\n\nThanks,\n\nMail Administrator"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#299", "copies": 1, "upstream_ids": ["phishing-2023#299"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2018:message_type", "suite": "spam", "family": "sms_phishing-fabf4972dc246efc2a35", "state": {"channel": "sms", "message": "Not directly behind... Abt 4 rows behind ü..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2018", "copies": 2, "upstream_ids": ["mendeley-2018", "uci-4576"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1653:message_type", "suite": "spam", "family": "nazario-0e3445ac13ed9745f1ff", "state": {"channel": "email", "message": "Client's details confirmation. -Fri, 09 Mar 2024 02:38:34 -0800\n\nHis hand reached for the knob again. beltsville argumentative I think you want to stay alive even if it does hurt.\nGeoffrey thought the Wellington story was probably an exaggeration, but Old Shinny, as he and Tan had called him as boys, had see, Geoffrey through all his childhood illnesses, and Shinny had seemed a very old man to him, even then. He might have murdered her. The first twinges of pain slipped down his legs like poisoned water. For the first time he heard the rattle of a key. He leaned back as far as the wheelchair would allow and closed his eyes. He had collected four of her bobby-pins as assiduously as a squirrel collects nuts for the winter, and had secreted them under his mattress along with the pills. It seemed fair to say that the divorce really had been after a short illness a year and a half of wedded bliss wasn't all that much. busboy"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1653", "copies": 1, "upstream_ids": ["phishing3.mbox#1653"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2015#116:message_type", "suite": "spam", "family": "nazario-ba8962811b8731387668", "state": {"channel": "email", "message": "Support Helpdesk\n\nDear ingrid user your email Account has exceeded the storage limit set. You will not be able to send or receive messages.\nTo activate, click on the link and complete the information required:\nhttp://unnonlineupdatelin.webeden.co.uk/\nThe account must be reactivated with in 24 hours to regenerate new space.\nSupport Helpdesk\nThis message may contain confidential and/or restricted information. If you are not the intended recipient, you are prohibited from sharing, copying, or otherwise using or disclosing its contents. If you have received this e-mail in error, please notify the sender immediately by reply e-mail and permanently delete this e-mail and any attachments without reading, forwarding or saving them. Thank you for your cooperation."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#116", "copies": 1, "upstream_ids": ["phishing-2015#116"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01337.e515b1d01d6d98606d994b1c8901904c:is_spam", "suite": "spam", "family": "spamassassin-8c01d2a7c1121406f4e2", "state": {"channel": "email", "message": "patent on TMDA-like system\n\n-----BEGIN PGP SIGNED MESSAGE-----\nHash: SHA1\n\nI took a bit of time to review what is on the above URL. If I were a news\neditor, the headline would be:\n\n\"Inventor\" from country that ignores patents and copyrights, seeks patent for\ninventing the wheel!\n- --\nRobin Lynn Frank---Director of Operations---Paradigm, Omega, LLC\nhttp://paradigm-omega.com http://paradigm-omega.net\n© 2017. All rights reserved. No duplication/dissemination permitted.\nUse of PGP/GPG encrypted mail preferred. No HTML/attachments accepted.\nFingerprint: 08E0 567C 63CC 5642 DB6D D490 0F98 D7D3 77EA 3714\nKey Server: http://paradigm-omega.com/keymaster.html\n-----BEGIN PGP SIGNATURE-----\nVersion: GnuPG v1.0.7 (GNU/Linux)\n\niD8DBQE9bEcKD5jX03fqNxQRAmTfAKDM6BDsePbg8fb9Ore0XuS5jB4t1wCfbTcw\n/PBXqXO7Pei1f9lIj4gd0/c=PNJx\n-----END PGP SIGNATURE-----"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01337.e515b1d01d6d98606d994b1c8901904c", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01337.e515b1d01d6d98606d994b1c8901904c"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01685.26beacaa0fa03cb6199c57b8a99a2852:is_spam", "suite": "spam", "family": "spamassassin-3cb323b66cfa8ed1d99f", "state": {"channel": "email", "message": "understanding high false negative rate\n\nInterestingly, for me, one of the highest value spam indicators was\nthe name of the mail host that the spam was delivered to, in the To:\nline. So mail to info@gin.elax2.ekorp.com was pretty much a dead cert\nfor the filters.\n\n--\nAnthony Baxter <rebecca.foster@quartzfoods.com>\nIt's never too late to have a happy childhood."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01685.26beacaa0fa03cb6199c57b8a99a2852", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01685.26beacaa0fa03cb6199c57b8a99a2852"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00308-1:message_type", "suite": "spam", "family": "generated_legit_email-fc8ae86b1619ba1810f8", "state": {"channel": "email", "message": "Scheduled System Maintenance Notice\n\nWillow Systems IT Alert\n\nPlanned maintenance will occur on Saturday, 18 June 2012 from 10 PM to 2 AM.\nAll internal systems will be offline. Please save your work before the deadline.\n\nView Maintenance Details\nhttps://www.willowsystems.biz/status/maintenance-june2012\n\nQuestions? Call us at (816) 555-0274.\n\nMichelle Harris\nIT Department\nWillow Systems\n412 Birch Street, Kansas City, MO 64106\nPrivacy Policy: https://www.willowsystems.biz/privacy"}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00308-1", "copies": 1, "upstream_ids": ["gen-00308-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "IT department notice about planned maintenance"}}
{"id": "spam:generated_legit_email:hash-test:gen-00503-3:message_type", "suite": "spam", "family": "generated_legit_email-3bc9671a1b046a5db04e", "state": {"channel": "email", "message": "Job Application - Senior Analyst Position\n\nWilliam,\n\nThank you for reaching out about the Senior Analyst position. I have reviewed your resume and would like to invite you for an interview next week.\n\nI spoke with the hiring manager this morning, and they were very impressed with your background in financial modeling. They would like to schedule a phone interview with you on Tuesday, 19 February 2013 at 2:00 PM. Please let me know if that time works for you.\n\nYou can review the full job description and interview preparation materials on our portal: https://www.lakesideconsulting.biz/careers/senior-analyst\n\nLooking forward to hearing from you soon.\n\nBest regards,\nRachel Smith"}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00503-3", "copies": 1, "upstream_ids": ["gen-00503-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "job application acknowledgement or interview invitation"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15975:is_spam", "suite": "spam", "family": "zefang_phishing_email-db1e41348f3d35d13dac", "state": {"channel": "email", "message": "perfect logo charset = koi 8 - r \" > thinking of breathing new life into your business ? start from revamping its front - end - logo and visuai identity . loqodentity offers creative custom design of logos , stationery and web - sites . under our carefui hand these powerful marketinq toois wili brinq a breath of fresh air into your business and make you stand out amonq the competitors . you are just a click away from your future success . click here to see the sampies of our artwork , check our prices and hot offers"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15975", "copies": 2, "upstream_ids": ["zefang-15975", "ealvaradob-15084"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2464:message_type", "suite": "spam", "family": "sms_phishing-5e51b5221adcbb674c95", "state": {"channel": "sms", "message": "Lol yeah at this point I guess not"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2464", "copies": 2, "upstream_ids": ["mendeley-2464", "uci-1730"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1057:is_spam", "suite": "spam", "family": "sms_phishing-6b03a9fe62739d9e78b1", "state": {"channel": "sms", "message": "No b4 Thursday"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1057", "copies": 2, "upstream_ids": ["mendeley-1057", "uci-2999"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-4439:message_type", "suite": "spam", "family": "sms_phishing-8a3eeefbd273da7ccc68", "state": {"channel": "sms", "message": "Nova Medical Centers, conducts a shoulder Pain clinic on Mar 5th.Consult our renowned shoulder specialists Dr.Mahesh Reddy & Dr.Jatty Call-9686578312,9980295914"}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4439", "copies": 1, "upstream_ids": ["mendeley-4439"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2071:message_type", "suite": "spam", "family": "sms_phishing-f05c06310ff7530baa79", "state": {"channel": "sms", "message": "Aiyo u so poor thing... Then u dun wan 2 eat? U bathe already?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2071", "copies": 2, "upstream_ids": ["mendeley-2071", "uci-4975"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2024#119:message_type", "suite": "spam", "family": "nazario-0a3571fb28065dcf4bea", "state": {"channel": "email", "message": "jack78@comcast.net username authentication will expired on 22 Apr 2015\n\njack78@comcast.net username authentication\nwill expired on 22 Apr 2015\n\nVerify Your Email\n\ngranitedesign.org team."}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#119", "copies": 1, "upstream_ids": ["phishing-2024#119"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3536:is_spam", "suite": "spam", "family": "sms_phishing-23fb7bb4a711919f96d8", "state": {"channel": "sms", "message": "Dear we got &lt;#&gt; dollars hi hi"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3536", "copies": 2, "upstream_ids": ["mendeley-3536", "uci-621"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2099:is_spam", "suite": "spam", "family": "sms_phishing-cc1ce3d7d3018cd194b4", "state": {"channel": "sms", "message": "What about this one then."}, "question": {"type": "noul", "instructions": "Judge whether this message is spam or phishing. A normal message is no; unwanted bulk, advertising or scams seeking details or money are yes.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-19", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2099", "copies": 2, "upstream_ids": ["mendeley-2099", "uci-5531"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00247-0:message_type", "suite": "spam", "family": "generated_unwanted_email-db807acaa4dd10faeb1d", "state": {"channel": "email", "message": "Tax Refund Notification - Reference 402-881\n\nEmber Health Financial Services\n\nDear Aaron Green,\n\nFollowing your 2013 annual return, a tax refund of GBP 342.15 has been approved. Please contact Joshua Sato to provide your bank details so we may process the transfer.\n\nSubmit Your Details\n\nEmber Health Financial Services, 14 Aldgate, London EC3N 1RE\nPrivacy Policy: emberhealth.com/privacy"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00247-0", "copies": 1, "upstream_ids": ["genu-00247-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4201:message_type", "suite": "spam", "family": "sms_phishing-636fa6dadb0a5ba8df4b", "state": {"channel": "sms", "message": "I've been barred from all B and Q stores for life!?This twat in orange dungerees came up to me and asked if I wanted decking? So I got the first punch in!!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4201", "copies": 2, "upstream_ids": ["mendeley-4201", "uci-3133"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-139:message_type", "suite": "spam", "family": "sms_phishing-c2f03124cd5ab3aa0e31", "state": {"channel": "sms", "message": "Kind of. Took it to garage. Centre part of exhaust needs replacing. Part ordered n taking it to be fixed tomo morning."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-139", "copies": 2, "upstream_ids": ["mendeley-139", "uci-2778"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3900:is_spam", "suite": "spam", "family": "sms_phishing-6a9e23b8594721b333e6", "state": {"channel": "sms", "message": "Do you hide anythiing or keeping distance from me"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3900", "copies": 2, "upstream_ids": ["mendeley-3900", "uci-4641"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5823:is_spam", "suite": "spam", "family": "sms_phishing-7f5633c71a3c7c4b3d4c", "state": {"channel": "sms", "message": "Did u got that persons story Anyhow.."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5823", "copies": 1, "upstream_ids": ["mendeley-5823"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15464:is_spam", "suite": "spam", "family": "zefang_phishing_email-2c8fbed858ccd0da4702", "state": {"channel": "email", "message": "returned mail : see transcript for details the original message was received at tue , 12 jul 2009 12 : 09 : 30 + 0200 from antonio . urjc . es [ 193 . 147 . 184 . 24 ] - - - - - the following addresses had permanent fatal errors - - - - - ana . elvira @ urjc . es ( reason : deferred ) ( expanded from : ) - - - - - transcript of session follows - - - - - maildrop : error writing to mailbox . ana . elvira @ urjc . es . . . deferred : local mailer ( / usr / sbin / sensible - mda ) exited with ex _ tempfail message could not be delivered for 5 days message will be deleted from queue"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15464", "copies": 2, "upstream_ids": ["zefang-15464", "ealvaradob-14617"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00170-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-db19af10cf19759e332b", "state": {"channel": "email", "message": "Regarding your vintage desk lamp listing\n\nDear Chloe Martinez,\n\nI hope this message finds you well. My name is Julie Santos, and I am writing to you regarding the vintage brass desk lamp you recently listed on the community marketplace. I have been looking for exactly this type of lamp for my home office renovation, and I would very much like to purchase it from you today.\n\nI understand that the marketplace usually handles payments directly between buyers and sellers. However, I have experienced several issues with their payment system over the past few weeks, including delayed transfers and incorrect hold periods. Because of this, I prefer to use a more reliable external service for transactions of this size. I am happy to pay you the full asking price of 120 euros immediately, along with an additional 15 euros to cover any shipping costs you might incur.\n\nTo make this as simple and secure as possible for both of us, I have already prepared a dedicated payment page through our trusted processing partner. You can view the transaction details and accept the funds by visiting the following link: https://www.myatlaspartners-online.com/pay/julie-santos-lamp-2019\n\nThe page will guide you through a quick verification step, and the money will be deposited into your account within minutes. I have used this method many times before without any problems, and I find it much faster than waiting for the marketplace to release funds after delivery.\n\nI would really appreciate it if we could complete this purchase today, as I am hoping to have the lamp in time for a meeting I am hosting at my home later this week. Please let me know once you have accepted the payment so I can arrange a courier to collect the item from your address at a time that suits you best.\n\nThank you very much for your time and consideration. I look forward to hearing from you soon.\n\nWarm regards,\nJulie Santos\nAtlas Partners Consulting\nraymond.long@protonmail.com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00170-2", "copies": 1, "upstream_ids": ["genu-00170-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00244-5:message_type", "suite": "spam", "family": "generated_unwanted_email-7c38f9b778cda9c04ef2", "state": {"channel": "email", "message": "Confidential project funding needed today\n\nFatima,\n\nI noticed you read my earlier message but I still have not received confirmation. This matter is extremely time-sensitive and cannot wait until tomorrow. The Meridian Media board requires the vendor deposit to be settled by 17:00 BST today, 5 May 2010, otherwise we risk losing the contract entirely.\n\nPlease proceed with the wire transfer of €4,200 to the account I provided. If you prefer to process it via the internal portal, you can initiate the transaction here:\n\nhttps://www.meridianmedia81.com/executive-transfer\n\nUse authorization code MM-8832 when prompted. Do not discuss this transaction with the finance department yet; I am handling the audit trail personally to keep this acquisition strictly confidential.\n\nCall me on my direct mobile at +44 7700 900412 if you encounter any problems. I expect this to be completed within the hour.\n\nZofia Anderson\nChief Executive Officer\nMeridian Media\nmeridianmedia.com"}, "question": {"type": "choice", "instructions": "Classify the message as legitimate, spam, or phishing. Spam is unwanted bulk or advertising; phishing is a scam trying to get personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-1", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00244-5", "copies": 1, "upstream_ids": ["genu-00244-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a message that pretends to be from the reader's manager or director and asks urgently for gift cards or a bank transfer", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02500.05b3496ce7bca306bed0805425ec8621:is_spam", "suite": "spam", "family": "spamassassin-29c47e3eb5ff94a2a2b1", "state": {"channel": "email", "message": "Hi,\n\nI think you need to give us a little more detailed information.\n\nYou get _exactly_ the same problem with Suse and RedHat, is that right?\nWhat versions of these have you used?\n\nAs in freezes, reboots? Do you get any errors?\n\nDid you disable it in the BIOS or in windows?\n\n1. What laptop is it? What is the Processor and how much RAM does it have?\n\n2. You cannot simply boot off the cdrom? It must be quite an old laptop\nthen or else cdrom booting is disabled in the BIOS. Is the cdrom external\nor strange in some way?\n\nGavin\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02500.05b3496ce7bca306bed0805425ec8621", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/02500.05b3496ce7bca306bed0805425ec8621", "zefang-5566", "ealvaradob-5334"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16338:is_spam", "suite": "spam", "family": "zefang_phishing_email-2111b0a3436f93c8170e", "state": {"channel": "email", "message": "ou offer status dear ou team : attached you will find a status report of all our ou candidates . cultivation is critical , so please contact your candidates . their deadline is january 23 . let me know if you have any questions . thank you ! lexi 3 - 4585"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16338", "copies": 2, "upstream_ids": ["zefang-16338", "ealvaradob-15409"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5782:message_type", "suite": "spam", "family": "sms_phishing-02c47ce09b608d37183d", "state": {"channel": "sms", "message": "Thank you so much. When we skyped wit kz and sura, we didnt get the pleasure of your company. Hope you are good. We've given you ultimatum oh! We are countin down to aburo. Enjoy! This is the message i sent days ago"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5782", "copies": 2, "upstream_ids": ["mendeley-5782", "uci-834"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00069-1:message_type", "suite": "spam", "family": "generated_legit_email-635910ea896666e1f737", "state": {"channel": "email", "message": "New sign-in from unrecognized device\n\nCarlos,\n\nI just looked into the alert. The new sign-in was triggered when I updated our portal settings this morning. Everything is secure on our end. You can review the device log here: https://www.meridiandesign.org/security/logs.\n\nLet me know if you need anything else.\n\nAngela Long\nMeridian Design IT Support"}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00069-1", "copies": 1, "upstream_ids": ["gen-00069-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine security notification (new sign-in, new device, changed settings) from a real service"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10622:is_spam", "suite": "spam", "family": "zefang_phishing_email-c037501722b09e0a5c79", "state": {"channel": "email", "message": "look at this - removes wrinkles and produces younger , tighter , thicker skin networkgpegasus ^ bumcombe - stiela this site will save you alot of money on meeds . . . overn ~ ite deliivery ! dextelgwochung http : / / www . morning - meds . com that is , if you know how to control them - - - - - original message - - - - - from : arcelia mills [ mailto : yopyep @ uilhfnog . com ] to : vincenzo lapp ; renaldo testen ; felton antoine ; rickey quiroz sent : tuesday , march , 2023 7 : 06 pm subject : improve memory blaca , eepmattfrigaard but here comes ozma ; so i ' d better hush up , for the princess doesn ' t like me to chatter since she changed her name from tip to ozma his ignorance of modern appliances was so great that he did not know enough to push the button 4 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 sofismol 1 segundoge ` nitao 2 vidriola , vaporear llevadero ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10622", "copies": 2, "upstream_ids": ["zefang-10622", "ealvaradob-10100"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3444:message_type", "suite": "spam", "family": "sms_phishing-8246493c72bae2b7c01c", "state": {"channel": "sms", "message": "Today's Offer! Claim ur £150 worth of discount vouchers! Text YES to 85023 now! SavaMob, member offers mobile! T Cs 08717898035. £3.00 Sub. 16 . Unsub reply X"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3444", "copies": 3, "upstream_ids": ["mendeley-3444", "uci-527", "uci-850"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00392-1:message_type", "suite": "spam", "family": "generated_legit_email-07a1b3ca34a85ac25f60", "state": {"channel": "email", "message": "Flight booking query\n\nHi Carol,\n\nYour flight with Delta Systems is confirmed for 12 April 2009. Please call us before 5 April to finalize seat selection.\n\nBest,\nCarolyn Silva\nDelta Systems GmbH"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00392-1", "copies": 1, "upstream_ids": ["gen-00392-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "travel booking confirmation (flight, train, hotel) with check-in link"}}
{"id": "spam:generated_legit_email:hash-test:gen-00855-2:is_spam", "suite": "spam", "family": "generated_legit_email-f81c68bea6d3d029a5c9", "state": {"channel": "email", "message": "Your August statement is ready\n\nQUARTZ CONSULTING LTD\n\nMonthly Statement Notification\n\nDear Debra Williams,\n\nYour account statement for August 2013 is now available.\n\nView Your Statement\n\nAmount due: £412.50\nDue date: 15 September 2013\n\n---\nQuartz Consulting Ltd, 14 Market Street, Bristol BS1 4AG"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00855-2", "copies": 1, "upstream_ids": ["gen-00855-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1601:is_spam", "suite": "spam", "family": "sms_phishing-78e5e376b169a3911025", "state": {"channel": "sms", "message": "Welp apparently he retired"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1601", "copies": 2, "upstream_ids": ["mendeley-1601", "uci-958"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3449:message_type", "suite": "spam", "family": "sms_phishing-3349f42de9c4679e9f35", "state": {"channel": "sms", "message": "This is the 2nd time we have tried 2 contact u. U have won the 750 Pound prize. 2 claim is easy, call 08712101358 NOW! Only 10p per min."}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3449", "copies": 1, "upstream_ids": ["mendeley-3449"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5507:is_spam", "suite": "spam", "family": "sms_phishing-a35d4b242e4795809e37", "state": {"channel": "sms", "message": "I'm tired of arguing with you about this week after week. Do what you want and from now on, i'll do the same."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5507", "copies": 2, "upstream_ids": ["mendeley-5507", "uci-577"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7557:is_spam", "suite": "spam", "family": "zefang_phishing_email-85281dbc1bbee71e837f", "state": {"channel": "email", "message": "Discover® Platinum Clear Card\n*Click here to see information about the APR, fees and other\nImportant Information.\nThe preceding message was sent to you as an opt-in subscriber to DealSweeps.\nWe will continue to bring you valuable offers on the products and services"}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7557", "copies": 2, "upstream_ids": ["zefang-7557", "ealvaradob-7236"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00516.9cb76e3eb6ac554aab86276264e7a4be:is_spam", "suite": "spam", "family": "spamassassin-8e4d9c6818dc1de7ed25", "state": {"channel": "email", "message": "site monitroring service?\n\nYou could try elive.\n\nhttp://monitoring.elive.ie/\n\nAt 12:01 PM 19/08/1992 +0100, Adrian Murphy wrote:\n\nLee Hosty -x- hostyle AT csn.ul.ie -x- +353 (0)86 8768780\n--\nSNITTERFIELD (n.)\nOffice noticeboard on which snitters (q.v.),cards saying 'You don't have to be\nmad to work here, but if you are it helps !!!' and slightly smutty postcards\nfrom ibiza get pinned up by snitterbies (q.v.)"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00516.9cb76e3eb6ac554aab86276264e7a4be", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00516.9cb76e3eb6ac554aab86276264e7a4be"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00853-1:message_type", "suite": "spam", "family": "generated_legit_email-11f352f3a1c84ef0ff69", "state": {"channel": "email", "message": "Missed your package delivery today!\n\nHi Wei,\n\nI hope you are having a good week. I am writing because I tried to drop off that package for you earlier today, Tuesday 2 February 2024, but nobody was home when I swung by your apartment around noon. I know you mentioned you might be working late today, so I figured I would just email you rather than leave it sitting outside in the cold.\n\nIt is the box from Atlas Media that you ordered last month. I picked it up from their office since I was already downtown running errands for work. The shipping label says it contains those promotional materials and sample books you needed for your project. I actually had to sign for it on your behalf because the courier said someone needed to be present to accept it.\n\nI still have the box in my car. I can bring it over to your place tomorrow evening if you are going to be home after six. Alternatively, if you want to swing by my place to grab it, just let me know what time works best for you. I am usually around after four o clock.\n\nIf you need to arrange a formal redelivery through them instead of me holding onto it, you can manage that on their site here: https://www.atlasmedia.co.uk/redelivery-options. You will probably need your tracking number, which is printed on the top right corner of the box.\n\nJust give me a call or text when you get a chance so we can figure out the easiest way to get this to you. My mobile number is 07700 900412. Do not worry about rushing, the box is safe with me, but I know you were eager to get those samples sorted out for next week.\n\nTalk soon,\nSofia Gonzalez"}, "question": {"type": "choice", "instructions": "Classify the message into one of three kinds: legitimate, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-16", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00853-1", "copies": 1, "upstream_ids": ["gen-00853-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "delivery notice (out for delivery, delivered, or missed delivery with a redelivery option)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00005-3:message_type", "suite": "spam", "family": "generated_legit_email-ba23669b4b8a78d7bd4c", "state": {"channel": "email", "message": "Your December 2011 Statement is Ready\n\nDear Ahmed Ramirez,\n\nYour monthly statement for December 2011 is now available for review.\n\nAccount Holder: Ahmed Ramirez\nStatement Period: 1 December 2011 – 31 December 2011\nAccount Number ending in: 4092\nPrevious Balance: $3,412.50\nNew Charges: $1,845.75\nPayments Received: -$2,000.00\nCurrent Total Balance: $3,258.25\nMinimum Payment Due: $125.00\nPayment Deadline: 14 February 2012\n\nPlease review your transactions carefully. If you identify any unauthorized charges or discrepancies, contact our dispute resolution team immediately so we can investigate before the payment deadline. Setting up automatic payments is recommended to avoid late fees.\n\nThank you for banking with Maple Capital.\n\nBenjamin Murphy\nClient Services Department\nMaple Capital"}, "question": {"type": "choice", "instructions": "Classify the message as legitimate, spam, or phishing. Spam is unwanted bulk or advertising; phishing is a scam trying to get personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-1", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00005-3", "copies": 1, "upstream_ids": ["gen-00005-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-8050:is_spam", "suite": "spam", "family": "zefang_phishing_email-0c13b8f87613e2b16796", "state": {"channel": "email", "message": "negative concord i am interested in the grammar of negative concord in various dialects of american and british english . if anyone out there speaks natively a dialect that uses negative concord and is willing to answer grammaticality questions about their dialect , would they please send me an email note to that effect and i ' ll get back to them with my queries . my address is : kroch @ change . ling . upenn . edu thanks ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-8050", "copies": 2, "upstream_ids": ["zefang-8050", "ealvaradob-7701"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00330-2:message_type", "suite": "spam", "family": "generated_legit_email-349d8679456a12f7345d", "state": {"channel": "email", "message": "Project Horizon - Phase 2 Deliverables and Next Steps\n\nHi Melissa,\n\nFollowing our meeting with the school board yesterday, I am writing to outline the next steps for Project Horizon. As discussed, we need to ensure all design revisions are completed before the final submission deadline on 28 February 2018.\n\nPlease review the following action items assigned to our team:\n\n1. Update the structural blueprints for the new science wing based on the feedback received from North Health Trust inspectors. I have uploaded the revised CAD files to our project portal here: https://www.summitdesign.co.uk/projects/horizon-phase2. You will need your standard login credentials to access them.\n\n2. Schedule a follow-up consultation with the local planning authority. This must be done no later than Friday 18 January 2018 to keep us on track.\n\n3. Finalise the budget report for the electrical and plumbing contractors. The current estimate stands at £142,500, but we need to account for the recent material price increases.\n\n4. Distribute the updated risk assessment forms to all subcontractors working on site.\n\nI have attached the meeting minutes from yesterday for your reference. If you have any questions about the revised timelines or run into issues accessing the portal, please give me a ring on 0161 496 0782. I am available most afternoons this week.\n\nLet's aim to have the first drafts of the updated blueprints ready for internal review by Thursday 24 January 2018.\n\nBest regards,\nJonathan O'Brien\nSenior Project Manager\nSummit Design Group\nsummitdesign.co.uk"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00330-2", "copies": 1, "upstream_ids": ["gen-00330-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4048:is_spam", "suite": "spam", "family": "sms_phishing-2b90aacbcbf32e520d41", "state": {"channel": "sms", "message": "Every monday..nxt week vl be completing.."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4048", "copies": 2, "upstream_ids": ["mendeley-4048", "uci-1340"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-523:is_spam", "suite": "spam", "family": "sms_phishing-384fc74c4b77901e2e44", "state": {"channel": "sms", "message": "She just broke down a list of reasons why nobody's in town and I can't tell if she's being sarcastic or just faggy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-523", "copies": 2, "upstream_ids": ["mendeley-523", "uci-4265"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2015#189:message_type", "suite": "spam", "family": "nazario-bcaf090c69b009ed4676", "state": {"channel": "email", "message": "E-mail Suspension warning upgrade\n\nDear User, Your e-mail will expire soon, We recommend that you upgrade your account now to avoid suspension. Click here to proceed. Sincerely\nMail Administrator"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#189", "copies": 3, "upstream_ids": ["phishing-2015#189", "phishing-2015#194", "phishing-2016#376"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00283-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-49b1e72bbb203632727e", "state": {"channel": "email", "message": "Failed payment notification – Invoice 4092\n\nDear Anthony,\n\nWe tried to process your payment for Invoice 4092 on 17 February 2017, but the transaction was declined. Please call River Financial Services at +1 415 555 0173 as soon as possible to update your card details and avoid any late fees.\n\nBest regards,\nJason Chen\nBilling Department\nRiver Financial Services"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00283-5", "copies": 1, "upstream_ids": ["genu-00283-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4974:message_type", "suite": "spam", "family": "sms_phishing-94616fc8093e2490578b", "state": {"channel": "sms", "message": "I thk ü gotta go home by urself. Cos i'll b going out shopping 4 my frens present."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4974", "copies": 2, "upstream_ids": ["mendeley-4974", "uci-3931"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17544:is_spam", "suite": "spam", "family": "zefang_phishing_email-5f0598c9a05958311f60", "state": {"channel": "email", "message": "unify performance issues are priority number one most of you are aware that unify experienced some major performance issues as we tried to close out the month of july . not to go into any details but there seemed to be a lot of smaller issues which when combined caused the issues we saw on monday and to a lesser degree on tuesday . almost all of the issues relate to the quirkiness of the current version of sybase which is used for unify ' s database . jeff johnson and his team are putting together a plan that will address most of these issues and hopefully result in acceptable performance as we go through next bidweek and try to close for august . the short term tactical plans include the following : enhancing certain programs which seem to have become resource hogs as the amount of data grows . test and hopefully migrate to the latest version of sybase which will address some of the issues . this may also require some hardware changes as to where we store certain data . we will also need some user help in stress testing prior to moving to production . addressing with the users billing transactions that have never been finaled . i have been told that we still have transactions going back to jan of 99 that have not been finaled or closed out . this puts quite a load on the pma and accrual process since it has to go back to those open transactions to see what if any action should be taken with these transactions . once these changes have been implemented and hopefully bought us a little time to absorb the tremendous growth we ' ve been seeing via eol then we will focus on delivering more intermediate and longer term solutions . these include the following : rewriting most of the code and moving to a 3 tier environment which will be much more scalable . moving off of sybase and on to microsoft sql server or oracle . it will be easier to move microsoft sql server but we have to be sure it is the right solution in the long term . jeff will be following up with some of you to go over a much more detailed plan . needless to say that this is his groups highest priority and his best people are working on these efforts . this will slow down major enhancement efforts such as enhancing the gas applications to handle hourly trades and nominations . we will keep you informed as we start to roll out the tactical solutions . in the mean time feel free to contact me at x - 36858 or jeff at x - 39694 if you have any questions or require additional detail . thanks ! - tommy"}, "question": {"type": "noul", "instructions": "Does this message look like spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; no if it is normal.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-16", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17544", "copies": 2, "upstream_ids": ["zefang-17544", "ealvaradob-16524"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00097-4:message_type", "suite": "spam", "family": "generated_unwanted_email-0f32ab86f96180a1a0c8", "state": {"channel": "email", "message": "Official Notification: Crest Media Global Prize Draw Winner\n\nDear Steven Young,\n\nI am writing to you in my capacity as Director of Promotions at Crest Media GmbH. It is my great pleasure to inform you that your email address has been selected as one of the ten grand prize winners in our 2019 Global Digital Outreach Campaign. This campaign was organised to celebrate our tenth anniversary and to reward active internet users worldwide.\n\nAfter a verified electronic ballot conducted on 20 November 2019, your email address, sharon91@granitepartners.org, was drawn under batch reference number CM-883-DE. You have been awarded a cash prize of €45,000.00 (forty-five thousand euros). This prize is fully guaranteed by our corporate sponsors and is ready for immediate disbursement.\n\nTo initiate the transfer of your winnings, we kindly require you to confirm your identity and provide your preferred receiving bank account details. Additionally, a standard administrative processing fee of €295.00 is required to cover international transfer taxes, anti-money laundering compliance checks, and legal documentation costs. This fee must be settled before we can release the funds into your account.\n\nPlease visit our dedicated winner portal at https://www.mycrestmedia-online.com/prize-claim-2019 to upload your identification documents and arrange the processing fee securely. You must complete all steps no later than 15 December 2019. If we do not receive your completed submission by this date, your prize allocation will unfortunately be forfeited and reassigned to the next eligible participant on our reserve list.\n\nWe take data protection very seriously. All personal and financial information you provide through our portal is encrypted and handled strictly in accordance with European privacy regulations. Our support team is available around the clock should you need assistance navigating the claim process.\n\nOnce again, congratulations on this outstanding achievement. We eagerly await your response so that we may finalise your transfer and ensure your funds reach you well before the holiday season begins.\n\nWith warmest regards,\nAmanda Fischer\nDirector of Promotions\nCrest Media GmbH\nBerlin, Germany"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00097-4", "copies": 1, "upstream_ids": ["genu-00097-4"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a prize or lottery win notice that asks for personal details or a processing fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4687:is_spam", "suite": "spam", "family": "zefang_phishing_email-261fe73a3a2bcb0e0a30", "state": {"channel": "email", "message": "enron japan weekly update hello ejot - this is just a reminder about thursday ' s ( 06 / 29 / 00 ) conference call regarding the weekly japan update at 6 : 00 p . m . houston time . please forward your updates to joe hirl and please copy me . the call will be held in conference room 21 c 2 for houston participants . domestic : 1 - 800 - 991 - 9019 intern ' l 847 - 619 - 8039 code : 5764488 # note : if you must take another call while the conference is going on please hang up , otherwise , if you put the call on hold everyone will hear the backgroud song played while holding . also , please see attacehd last week ' s consolidated report and our latest contact list ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4687", "copies": 2, "upstream_ids": ["zefang-4687", "ealvaradob-4482"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7005:is_spam", "suite": "spam", "family": "zefang_phishing_email-8e793ddecbc46b2b13d8", "state": {"channel": "email", "message": "netco - benefits comparison lets discuss again after we have nailed whether there are any large differences in medical insurance costs . bottom - line , we won ' t people to sign new offer letters without too much pain or accusations that the terms are not \" comparable \" . i share your sentiment about lower salaried employees , mainly . i ' ll call you monday . david - - - - - original message - - - - - from : donnelly , john l [ hr ] [ mailto : john . l . donnelly @ ssmb . com ] sent : saturday , january 05 , 2014 1 : 24 pm to : oxley , david subject : re : netco - benefits comparison we have a salary freeze in place over 75 k , people will have to get used to some short term changes for better long term opportunity ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7005", "copies": 2, "upstream_ids": ["zefang-7005", "ealvaradob-6714"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5340:is_spam", "suite": "spam", "family": "sms_phishing-3e4bf94758147b2431d6", "state": {"channel": "sms", "message": "As a Registered Subscriber yr draw 4 a £100 gift voucher will b entered on receipt of a correct ans. When are the next olympics. Txt ans to 80062"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5340", "copies": 2, "upstream_ids": ["mendeley-5340", "uci-1597"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3308:message_type", "suite": "spam", "family": "sms_phishing-8030fbce31180f24c98b", "state": {"channel": "sms", "message": "U so lousy, run already come back then half dead... Hee..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3308", "copies": 2, "upstream_ids": ["mendeley-3308", "uci-3104"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00230-5:message_type", "suite": "spam", "family": "generated_unwanted_email-42c65dab19a362901fc8", "state": {"channel": "email", "message": "Action Required: Your Maple Partners Cloud subscription could not be renewed\n\nDear Lars Wilson,\n\nI am writing to let you know that we were unable to process the automatic renewal for your Maple Partners Cloud storage subscription earlier today. Our billing system attempted to charge the Visa card ending in 4021 that we have on file for your account, but the transaction was declined by the issuing bank.\n\nBecause your current billing cycle ends on 31 March 2013, it is essential that we update your payment information as soon as possible. Without a valid payment method on file, your premium cloud storage plan will be suspended, and you may temporarily lose access to the 250 gigabytes of files currently hosted on our servers. We understand how critical your data is to your daily operations, and we want to help you avoid any disruption to your workflow.\n\nTo resolve this issue and keep your account active, please follow the instructions below. First, visit our secure billing portal at https://www.mymaplepartners-online.com/update-payment-details to log in using your registered email address and current password. Once you are signed in, navigate to the Billing section and enter the details of a new credit or debit card. After saving your new payment method, our system will automatically attempt to process the outstanding balance of $14.99 for the upcoming month. You will receive a confirmation receipt via email as soon as the payment goes through successfully.\n\nIf you experience any difficulty logging in or updating your card details, please reply directly to this message, and I will be glad to walk you through the process step by step. Alternatively, you can reach our support desk during regular business hours, and one of my colleagues will assist you right away.\n\nWe greatly value your continued trust in Maple Partners, and we are committed to ensuring your transition into the next billing period is completely seamless. Thank you for taking a moment to address this promptly so we can keep your services running without interruption.\n\nWarm regards,\nPatrick Watson\nCustomer Billing Specialist\nMaple Partners Cloud Services"}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00230-5", "copies": 1, "upstream_ids": ["genu-00230-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a subscription renewal failure notice that pretends to be from a streaming, software or cloud storage service and asks for new payment details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-457:message_type", "suite": "spam", "family": "sms_phishing-adb3b06082e728cb1441", "state": {"channel": "sms", "message": "Yeah it's jus rite..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-457", "copies": 2, "upstream_ids": ["mendeley-457", "uci-5543"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00654-5:message_type", "suite": "spam", "family": "generated_legit_email-2f4c4ae700233a418b77", "state": {"channel": "email", "message": "Question about the vintage record player\n\nHi Mary,\n\nI saw your listing for the vintage record player on the marketplace yesterday evening. I am very interested in buying it, but I had a few quick questions before we finalize everything. Could you get back to me when you have a moment?\n\nHere is what I need to confirm:\n\n1. Does the turntable still spin smoothly at both 33 and 45 RPM without any stuttering or wobbling?\n2. Is the original dust cover included, and does it have any deep scratches or cracks?\n3. Are you open to negotiating the price down to £140 if I pick it up myself this weekend?\n4. Can you confirm the exact model number printed on the back plate?\n\nI have been looking for one of these for months to finish restoring my living room setup, so I am quite eager to move forward. If everything checks out, I would like to come collect it before Sunday 10 November 2012, because I am hosting a small gathering that afternoon and would love to play some vinyl for my guests.\n\nIf you prefer to discuss this over the phone rather than typing out long messages, just give me a ring anytime after 5 PM. My mobile number is 07700 900412. I am usually free most evenings after work, so reaching me should not be a problem.\n\nThanks so much for taking the time to read this. I really hope we can work something out soon!\n\nCheers,\nSamuel Martin"}, "question": {"type": "choice", "instructions": "Choose legitimate, spam, or phishing for this message. Spam is unwanted bulk or advertising; phishing is a scam seeking personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-14", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00654-5", "copies": 1, "upstream_ids": ["gen-00654-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2722:message_type", "suite": "spam", "family": "sms_phishing-09a61dcf2e7d603f1ff7", "state": {"channel": "sms", "message": "Have a lovely night and when you wake up to see this message, i hope you smile knowing all is as should be. Have a great morning"}, "question": {"type": "choice", "instructions": "Label the message: legitimate, spam (bulk or advertising nobody asked for), or phishing (a scam trying to obtain personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-6", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2722", "copies": 2, "upstream_ids": ["mendeley-2722", "uci-3581"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01122.55278f83c3bf2dc1059f93244d037d21:message_type", "suite": "spam", "family": "spamassassin-e0d5de4df0d162bb9eb5", "state": {"channel": "email", "message": "the underground software vulnerability marketplace and its hazards\n\n--]If this kind of secret traffic is allowed to continue, it will pose a\n--]very serious threat to our computer communications infrastructure.\n\nThe goverment mindset is now, If you know a vulnerability and let it on to\nanyone BUT the manufacturer you are a criminal...end of story, go directly\nto jail do not collect 200$ and tip a hat to the citizen infromants who\nhelped get you there.\n\nSo this leaves lucrative contracts for those who find and then NDA the\nfind with the manufacturer with, if the finder is smart, an imunity from\nany prosecution in the future so long as the NDA is kept.\n\nOh my droogie, those who are in the shirt hairs hanging of the new age\nemployemnt market, this could be your golden molden moment to strike the\nnew gold mine...and perhaps coopt it fromthe start.....\n\nThere are two ways to fight the powers that be, from with out and from\nwith in...lets not turn a blind eye towards one becuase someone, yes\nsomeone, will do the deed and if that someone does not have the \"make em\nweak for the revultion to come\" mindset then we are all and truly doomed.\n\nFight without\nFight within\nand make some scratch on the differences between:)-\n\n-tomwsmf"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01122.55278f83c3bf2dc1059f93244d037d21", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01122.55278f83c3bf2dc1059f93244d037d21", "zefang-3784", "ealvaradob-3631"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00126-5:message_type", "suite": "spam", "family": "generated_unwanted_email-dcc5489df51e3f17071e", "state": {"channel": "email", "message": "Notice of Tax Refund Entitlement – Action Required\n\nDear Dennis Wright,\n\nFollowing a recent review of your community club accounts, Meridian Community Trust has identified an overpayment on your tax contributions for the previous fiscal year. You are entitled to a refund.\n\nRefund Reference: MCT-TX-4492\nAmount Due: £412.50\nTax Year: 2017–2018\nProcessing Deadline: 8 April 2018\n\nTo ensure your funds are transferred without delay, we require your current bank account details. Please note that if you do not submit your information by 8 April 2018, this refund claim will expire and the funds will be returned to the general treasury.\n\nPlease complete the secure deposit form at https://www.meridiansolutions-support.com/refund-claim to provide your banking information and authorize the transfer.\n\nThank you for your continued involvement with Meridian Community Trust.\n\nYours sincerely,\nEric Moore\nTreasurer\nMeridian Community Trust"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00126-5", "copies": 1, "upstream_ids": ["genu-00126-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a tax refund notice that pretends to be from the tax office and asks for bank details to receive the refund", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2017#144:message_type", "suite": "spam", "family": "nazario-f9a63ac4a95e983bc446", "state": {"channel": "email", "message": "Business Enquiry From LinkedIn\n\nNew Message Received\n\nDavid M Las has sent you a new business message.\n\nThis message has been marked as 'Important'.\n\nClick here to sign in and read your messages\nThank you for using our services.\n\n©2015 LinkedIn Ireland, Gardner House, Wilton Plaza, Wilton Place, Dublin 2, Ireland"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#144", "copies": 1, "upstream_ids": ["phishing-2017#144"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-941:message_type", "suite": "spam", "family": "sms_phishing-744919efd214508a3ab9", "state": {"channel": "sms", "message": "Its going good...no problem..but still need little experience to understand american customer voice..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-941", "copies": 2, "upstream_ids": ["mendeley-941", "uci-872"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2019#131:is_spam", "suite": "spam", "family": "nazario-d2541dee529390508fb4", "state": {"channel": "email", "message": "Kindly upgrade to the latest high-level series\n\nAttention user ava: Your mailbox is too old series\n\nYou decline an upgrade mail after several requests. Before our latest upgrade, your mailbox is the fifth series is out of date, delete all the old series mailboxes from our servers.\n\nKindly upgrade to the latest high-level series\n\nE-mail aross@gmail.com upgrade"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2019#131", "copies": 1, "upstream_ids": ["phishing-2019#131"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00092-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-ca572bed9333bb805397", "state": {"channel": "email", "message": "Congratulations! You Have Won the 2011 Meridian Health Spring Draw\n\nDear Nicholas Adams,\n\nWe are delighted to inform you that your name has been selected as a winner in the annual Meridian Health Community Spring Draw!\n\nDraw Reference: MH-SD-2011-0884\nPrize Category: First Tier\nPrize Amount: €15,000.00\nDraw Date: 5 March 2011\nClaim Deadline: 21 March 2011\nProcessing Fee: €145.00\n\nTo release your prize funds, a standard processing fee of €145.00 is required to cover international transfer charges and administrative costs. Please reply directly to this email with your full legal name, date of birth, residential address, and bank account details so our finance department can arrange the deposit.\n\nOnce we receive your information and the processing fee via bank transfer, your winnings will be dispatched within five working days. We kindly ask that you keep this notification strictly confidential until the funds have cleared into your account.\n\nCongratulations once again on this wonderful news.\n\nYours sincerely,\nDaniel Carter\nCommunity Events Coordinator\nMeridian Health\njonathan41@graniteconsulting.biz"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00092-2", "copies": 1, "upstream_ids": ["genu-00092-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a prize or lottery win notice that asks for personal details or a processing fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4405:is_spam", "suite": "spam", "family": "sms_phishing-2b3139343805485adfd8", "state": {"channel": "sms", "message": "Do u konw waht is rael FRIENDSHIP Im gving yuo an exmpel: Jsut ese tihs msg.. Evrey splleing of tihs msg is wrnog.. Bt sitll yuo can raed it wihtuot ayn mitsake.. GOODNIGHT &amp; HAVE A NICE SLEEP..SWEET DREAMS.."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4405", "copies": 3, "upstream_ids": ["mendeley-4405", "uci-1542", "uci-5376"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00199-1:message_type", "suite": "spam", "family": "generated_unwanted_email-a9b0b5da550f5a5a3208", "state": {"channel": "email", "message": "Q3 Budget Proposal for your e-signature\n\nHi Aaron,\n\nI am following up on the message below regarding the Q3 budget proposal. We need your electronic signature before the board meeting next week.\n\nSince you are listed as the primary reviewer, please open the attached document through our secure portal and sign in with your Summit Design credentials to apply your signature. The system will guide you through a quick two-step verification process to ensure the document is legally binding.\n\nIf you have any trouble accessing the file, just reply directly to this email and I will walk you through it. It should only take a couple of minutes to complete.\n\nThank you for your prompt attention to this matter.\n\nBest regards,\nBrian Wang\nProject Coordinator\nMeridian Solutions"}, "question": {"type": "choice", "instructions": "Classify the message as legitimate, spam, or phishing. Spam is unwanted bulk or advertising; phishing is a scam trying to get personal details, passwords or money.", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-1", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00199-1", "copies": 1, "upstream_ids": ["genu-00199-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a shared document or e-signature request that pretends to be from a colleague and leads to a sign-in page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00801-5:message_type", "suite": "spam", "family": "generated_legit_email-7374bf367ee58584bf7a", "state": {"channel": "email", "message": "Your account balance is now due\n\nHi Joshua,\n\nJust reaching out because your latest invoice from Summit Logistics came through our system yesterday. The total amount due is £432.50 for the March freight services, and the payment deadline is Wednesday, 28 April 2014.\n\nI know things get busy, so I wanted to flag this before it hits the late fee window. If the accounts team at River Solutions has already processed the transfer, please just ignore this note and accept my apologies for the duplicate nudge.\n\nYou can view the itemized invoice and submit your payment directly through our portal at https://www.summitlogistics.io/billing/joshua-price-april21. It only takes a couple of minutes to sort out online.\n\nIf you have any questions about the charges or need to set up a different payment arrangement this month, just reply to this email or call the main office and ask for me. We are happy to help figure something out.\n\nThanks so much, Joshua. Hope you are having a great spring!\n\nBest,\nValentina Sanders\nAccounts Receivable\nSummit Logistics Ltd"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00801-5", "copies": 1, "upstream_ids": ["gen-00801-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "utility or phone bill reminder with a real due date"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1587:message_type", "suite": "spam", "family": "sms_phishing-17eec0aa5246fa9c0da1", "state": {"channel": "sms", "message": "HIYA COMIN 2 BRISTOL 1 ST WEEK IN APRIL. LES GOT OFF + RUDI ON NEW YRS EVE BUT I WAS SNORING.THEY WERE DRUNK! U BAK AT COLLEGE YET? MY WORK SENDS INK 2 BATH."}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1587", "copies": 2, "upstream_ids": ["mendeley-1587", "uci-1055"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1901:is_spam", "suite": "spam", "family": "nazario-6f7e00b659e3c9ba4850", "state": {"channel": "email", "message": "Please visit the resolution center\n\nPlease visit the resolution center located here\n\nhttps://www.paypal.com/cgi-bin/webscr?cmd=_login-run_rc_log\n\nto verify your identity and avoid the blocking of your account\n\nSincerely,\nPayPal\nAccount Review Department\nPayPal,an eBay Company"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1901", "copies": 2, "upstream_ids": ["phishing3.mbox#1901", "phishing3.mbox#1906"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00151-1:message_type", "suite": "spam", "family": "generated_unwanted_email-0a75187e9eb09caddb3c", "state": {"channel": "email", "message": "Security Alert: Account Locked\n\nAccount Status: Locked\nReason: Sign-in detected from São Paulo, Brazil\nAction Required: Confirm identity at https://www.account-crestcapital.net/unlock to restore access.\nCrest Capital Community Trust\n\nDear Samantha Park, your account has been temporarily locked due to unusual activity. Please verify your details using the link above immediately.\n\nKind regards,\nKenji Hernandez\nCrest Capital Community Group"}, "question": {"type": "choice", "instructions": "Categorise the message as legitimate, spam, or phishing, where spam is unwanted bulk or advertising and phishing is a scam for personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-11", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00151-1", "copies": 1, "upstream_ids": ["genu-00151-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00469-1:is_spam", "suite": "spam", "family": "generated_legit_email-aa7d6115607cbbf517ae", "state": {"channel": "email", "message": "Receipt for your generous donation to Crest Labs Foundation\n\nDear Amara Rivera,\n\nThank you for supporting the Crest Labs Foundation. Your contribution helps us continue our community technology programs. Please keep this email for your tax records.\n\nHere is a summary of your donation:\n\n• Donor: Amara Rivera (barbara_moore@falcongroup.io)\n• Donation Date: 18 July 2018\n• Amount Received: $250.00 USD\n• Transaction ID: CL-2018-88391\n• Tax Deductible: Yes\n\nNext steps:\n1. Save this receipt for your annual tax filing.\n2. Visit our website to see how your funds are being used: https://www.crestlabs.org/donation-impact\n3. Consider joining our volunteer network this autumn.\n\nYour generosity makes a real difference in providing digital literacy resources to underserved neighborhoods. If you have any questions about your receipt, please reply directly to this message.\n\nWith sincere gratitude,\nGregory Wang\nDirector of Development\nCrest Labs Foundation"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00469-1", "copies": 1, "upstream_ids": ["gen-00469-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:generated_legit_email:hash-test:gen-00221-1:is_spam", "suite": "spam", "family": "generated_legit_email-07d3bb4686a003d4a6d7", "state": {"channel": "email", "message": "Question about your listing: Vintage Oak Desk\n\nOrbitDesign Marketplace\n\nMessage from a buyer regarding your item.\n\nSeller: Mateo Ross (lucia_martinez@aol.com)\nItem: Vintage Oak Desk\nListing ID: OD-2022-44912\nAmount: £340.00\nDate of message: 24 January 2022\n\nHi Mateo,\n\nMy name is Justin Wright and I am reaching out through OrbitDesign Marketplace regarding your vintage oak desk listing. I saw it posted yesterday and I am very interested in purchasing it for my home office.\n\nI have a few questions before I proceed with the purchase. First, could you confirm the exact dimensions? The listing mentions it is roughly 120cm wide, but I need to know the depth and height to ensure it fits through my doorway and into the alcove where I plan to place it. Second, are there any scratches or water marks on the surface that are not visible in the photographs? I am happy to buy it as-is, but I want to know what to expect before arranging collection.\n\nI am based in Bristol and can pick up the desk any day next week. Would Tuesday 31 January work for you? I have a van and can handle the loading myself if that makes things easier. Alternatively, if you prefer delivery through the platform, I am willing to cover the shipping cost.\n\nPlease let me know your thoughts when you get a chance. I am ready to complete the transaction as soon as we agree on the details. You can reply directly to this notice or reach me using the contact information below.\n\nYou can view the original listing here: https://www.orbitdesign.co.uk/listings/OD-2022-44912\n\nBest regards,\nJustin Wright\nPhone: 07700 900461\nOrbitDesign Marketplace Support Team\n\nClosing note: Please respond within 48 hours to keep your listing active."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00221-1", "copies": 1, "upstream_ids": ["gen-00221-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:sms_spam:hash-test:uci-1084:is_spam", "suite": "spam", "family": "sms_spam-e19bc511723fa1b3ea46", "state": {"channel": "sms", "message": "Wat makes some people dearer is not just de happiness dat u feel when u meet them but de pain u feel when u miss dem!!!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-1084", "copies": 3, "upstream_ids": ["uci-1084", "uci-1826", "uci-3136"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:ham"], "datasets": ["sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00497-3:is_spam", "suite": "spam", "family": "generated_legit_email-7d596c41ad28c7650113", "state": {"channel": "email", "message": "Your October statement is ready\n\nNorthConsulting Financial Services\n\nHi Steven Moore,\n\nYour monthly statement for October 2008 is now available to view online.\n\nView Statement\nhttps://www.northconsulting.io/statements/oct2008\n\nPlease review your balance of $1,245.60 by 15 October 2008.\n\nJessica Bell\nAccounts Team\n\n---\nNorthConsulting, 88 Market St, San Francisco, CA 94105\nPrivacy: https://www.northconsulting.io/privacy"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00497-3", "copies": 1, "upstream_ids": ["gen-00497-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "monthly bank or credit card statement is ready"}}
{"id": "spam:generated_legit_email:hash-test:gen-00521-5:is_spam", "suite": "spam", "family": "generated_legit_email-6fdddc4e169d0fe638c8", "state": {"channel": "email", "message": "Gym Membership Renewal\n\nHEY HEATHER\n\nRenew Your Membership\n\nHey Heather! Just reminding you that my Pioneer Systems gym membership expires next week. Can you renew it online for me? The link is https://www.pioneersystems.de/renew. Call them at 555-0182 if it gives you trouble. Thanks! Olivia\n\nPioneer Systems Fitness\n120 Main St, Berlin\nPrivacy: https://www.pioneersystems.de/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00521-5", "copies": 1, "upstream_ids": ["gen-00521-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-3204:is_spam", "suite": "spam", "family": "zefang_phishing_email-f804f6f0883544755487", "state": {"channel": "email", "message": "conference may 31 on energy derivatives in toronto phelim , i shall be glad to join you for dinner on sunday . i shall be also available for the panel discussion . i would like to thank you one more time for the invitation to speak at the conference . vince phelim boyle on 05 / 12 / 2012 03 : 47 : 59 pm to : vince . j . kaminski @ enron . com , amy aldous , pconcessi @ deloitte . com , ross raymond - cmmrcl ops cc : subject : conference may 31 on energy derivatives in toronto vince thanks again for agreeing to speak at our conference . it is attracting considerable interest . . is it possible for you to send us copies of your slides by may 18 to meet our deadline for preparing the material . ? if you have ? a related paper available that covers some of the same material that would do instead but naturally we would prefer the slides . i would like to mention again the ? ? the pre - conference dinner at 7 pm on sunday may 30 for the speakers we hope very much you can be present i was also hoping you would be available for the last ? session of the day to be panel member the provisional title ? is managing risk in illiquid markets the chair is pat concessi of deloitte and touche the panel last from 3 . 30 until 4 . 30 and we would like panel members should speaker for a few minutes and take questions from the floor . in the meantime if you have any questions please let amy or myself know sincerely phelim p boyle ? - - phelim p boyle director centre for advanced studies in finance , university of waterloo , waterloo , ontario canada n 2 l 3 gl tel ? 519 885 1211 ( 6513 ) fax 519 888 7562 ?"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-3204", "copies": 2, "upstream_ids": ["zefang-3204", "ealvaradob-3076"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:ealvaradob_phishing:hash-test:ealvaradob-19455:is_spam", "suite": "spam", "family": "ealvaradob_phishing-79e7957af9945d69746e", "state": {"channel": "email", "message": "PRIVATE! Your 2017 Account Statement for shows 1000 un-redeemed S.I.M. points. Call 08715203685 Identifier Code:4xx26 Expires 13/10/04"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "ealvaradob_phishing", "split": "hash-test", "upstream_id": "ealvaradob-19455", "copies": 1, "upstream_ids": ["ealvaradob-19455"], "url": "https://huggingface.co/datasets/ealvaradob/phishing-dataset", "revision": "55caf9af01ae498d68ff44886ff69a4b165eb54b", "license": "LICENCE UNCLEAR — owner to review before release. Tagged Apache-2.0 by the compiler; its emails are the same Kaggle set as above and its SMS are the Mendeley SMS phishing set, re-labelled 1 (phishing or spam) / 0 (benign).", "upstream_labels": ["ealvaradob_phishing:phishing"], "datasets": ["ealvaradob_phishing"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00089-3:is_spam", "suite": "spam", "family": "generated_legit_email-c55b90ef3d1cd009ff56", "state": {"channel": "email", "message": "Order Confirmation - Silver Design Studio\n\nDear Ling Sato,\n\nThank you for your recent purchase. Below are the details of your order receipt for your records.\n\nOrder Number: SD-2014-77412\nCustomer Email: amara.roberts@orbitlabs.org\nItems Ordered: 1x Ergonomic Drafting Chair (Graphite), 2x LED Desk Lamps (Silver)\nSubtotal: £245.00\nShipping: £15.50\nTotal Amount: £260.50\nEstimated Delivery: 27 July 2014\n\nYour payment has been successfully processed and your items are being prepared for dispatch. As discussed in our team briefing this morning, I have forwarded this receipt to the finance department so they can reconcile the office supply budget for the third quarter.\n\nIf you need to make any changes to the shipping address before the package leaves our warehouse, please contact me directly by phone.\n\nBest regards,\nIngrid Nelson\nOffice Manager\nSilver Design Studio\nsilverdesign.co.uk"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00089-3", "copies": 1, "upstream_ids": ["gen-00089-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4061:message_type", "suite": "spam", "family": "sms_phishing-ee8ac4638f2dadd3ffe3", "state": {"channel": "sms", "message": "Am slow in using biola's fne"}, "question": {"type": "choice", "instructions": "Which kind of message is this? Legitimate, spam (unwanted advertising or bulk), or phishing (a scam for personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4061", "copies": 2, "upstream_ids": ["mendeley-4061", "uci-5439"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5793:is_spam", "suite": "spam", "family": "sms_phishing-265efcd8c7f7b22fb3d6", "state": {"channel": "sms", "message": "Ok u can take me shopping when u get paid =D"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5793", "copies": 2, "upstream_ids": ["mendeley-5793", "uci-4684"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00122-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-c16e9a6363d830a8703f", "state": {"channel": "email", "message": "Invitation: North Media Digital Strategy Webinar 2012\n\nDear John Ross,\n\nYou are invited to join our exclusive upcoming webinar. Here is what you will learn:\n\n- Advanced SEO strategies for 2012\n- Maximising social media ROI\n- Email marketing best practices\n\nReserve your free spot today:\nhttps://www.northmedia.net/webinar-register\n\nFor enquiries, call 0161 496 0832.\n\nKind regards,\nAlexander Rossi\nNorth Media Group"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00122-3", "copies": 1, "upstream_ids": ["genu-00122-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited webinar or conference promotion", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00662-2:is_spam", "suite": "spam", "family": "generated_legit_email-a22d7a9daa0b723c7047", "state": {"channel": "email", "message": "Pioneer Media Weekly Newsletter – 22 October 2013\n\nIssue Number: Vol. 12, Issue 42\nDate Sent: 22 October 2013\nSubscriber: Aisha Hassan (fatima.scott@mail.com)\nNext Issue: 29 October 2013\nPromo Code Deadline: 15 November 2013\n\nDear Aisha,\n\nWelcome to this week's edition of the Pioneer Media newsletter. We are thrilled to bring you the latest updates from the world of digital media, publishing, and creative technology.\n\nFirst up, our annual Digital Creators Summit is officially scheduled for 18 November 2013 in Berlin. Early bird registration closes on 1 November 2013, so please make sure to secure your spot soon. Attendees will hear from industry leaders discussing the future of mobile content delivery and interactive storytelling. We expect over five hundred professionals to join us this year.\n\nSecondly, we have launched a new webinar series focused on video production workflows for small teams. The first session airs on 28 October 2013. Topics include colour grading on a budget, audio syncing tips, and efficient file management. These webinars are free for all active subscribers like yourself.\n\nIn company news, Pioneer Media has partnered with Horizon Foods to provide multimedia support for your upcoming winter campaign. Our design team will begin drafting storyboards next week. If you need to submit any brand guidelines or reference materials, the final deadline for submissions is 15 November 2013. Please send files directly to your account manager.\n\nFinally, remember that our offices will be closed on 25 October 2013 for a public holiday. Normal business hours resume on 26 October 2013. Any support tickets submitted during the closure will be addressed the following morning.\n\nThank you for being a valued subscriber. We look forward to connecting with you at the summit or online.\n\nWarm regards,\nOlga Smith\nCommunity Manager\nPioneer Media\nSupport Reference: PM-2013-10-22-SH"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00662-2", "copies": 1, "upstream_ids": ["gen-00662-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "newsletter from a company the reader subscribed to"}}
{"id": "spam:nazario:hash-test:phishing-2023#18:message_type", "suite": "spam", "family": "nazario-a24eb980403ce1ce01c2", "state": {"channel": "email", "message": "SCOTT Superintendent Update - January 30\n\nAnn Arbor Public Schools Superintendent Update - January 30\n\nJanuary 30, 2019\n\nHello SCOTT Community,\n\nStudent and staff safety remain the top priority in the Ann Arbor Public Schools.\n\nWe wanted to make you aware that a 10th-grade Pioneer student, Adriana Davidson, has been reported as a missing person to the Washtenaw County Sheriff’s Office (WCSO). The Sheriff’s Office issued a missing person alert through their Washtenaw Alert system on Saturday night.\n\nThe most up-to-date information can be found on Washtenaw County Sheriff’s Office (WCSO) social media outlets, as well as in their Notifications section near the bottom of the WCSO web page.\n\nWe appreciate that members of our SCOTT team have been working diligently and closely with the authorities throughout this weekend in support of this situation.\n\nShould your child come to you with information they feel is relevant, the Washtenaw Sheriff's office has asked that people with information call: Washtenaw Metro Dispatch at (734)-994-2911 or the confidential tip line at (734)-973-7711.\n\nWe understand that, in addition to Adriana's peer group, some students and staff who do not know Adriana personally may also be impacted by hearing this information, especially if they have situations in their own lives that make them more vulnerable right now.\n\nSocial emotional support is available in our schools, and in counseling offices as needed across our SCOTT campuses. As always, our SCOTT team is keeping a watchful eye out for students who may be struggling or who may have information to share, and will work to connect students with an adult for additional support.\n\nI know our thoughts of care and support are with the family of Adriana at this critical time. As we learn additional public information, we will remain in close communication on this matter as appropriate.\n\nTake Care,\n\nJeanice Kerr Swift\nSuperintendent of Schools\nAnn Arbor Public Schools\n\nwww.A2Schools.org\n\nKeep up with the SCOTT News!\nOnline: news.a2schools.org | Twitter: @A2schools\nFacebook: search for \"Ann Arbor Public Schools\"\n\nANN ARBOR PUBLIC SCHOOLS STATEMENT OF NON-DISCRIMINATION: No person shall be excluded from participation in, be denied the benefits of, or be subjected to discrimination in any educational program or activity available in any school on the basis of race, color, sex, religion, creed, political belief, age, national origin, linguistic and language differences, sexual orientation, gender, gender identity, gender expression, socioeconomic status, height, weight, marital or familial status, disability or veteran status.\n\nAnn Arbor Public Schools would like to continue connecting with you via email. If you prefer to be removed from our list, please contact Ann Arbor Public Schools directly. To stop receiving all email messages distributed through our SchoolMessenger service, follow this link and confirm: Unsubscribe\n\nSchoolMessenger is a notification service used by the nation's leading school systems to connect with parents, students and staff through voice, SMS text, email, and social media."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#18", "copies": 1, "upstream_ids": ["phishing-2023#18"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1603:message_type", "suite": "spam", "family": "nazario-10e5c0bcc15339396979", "state": {"channel": "email", "message": "Account: Notify\n\nUSA Mortgage Association Welcomes You.\n\nAs a home owner you are now eligible for special\ndiscounts & rate deductions on your mortgage. With\nadded features that no one else offers, it is simple\nto see why USA M.A. is the number one dealer in the\nentire country. Please confirm your details with our\nrecords on our Instant Quote Website and you will\nautomatically be entitled to a rate reduction. Last\nyear we saved American owners billions of dollars\nwith our rock-bottom rates.\n\nEasy. Simple. Savings. We're USA Mortgage Association.\nUSA Mortgage Association© 2018\nNY,NY,USA\n\nhttp://notebasnghosst.com"}, "question": {"type": "choice", "instructions": "Read the message and decide: legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-12", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1603", "copies": 1, "upstream_ids": ["phishing3.mbox#1603"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3759:is_spam", "suite": "spam", "family": "sms_phishing-1292152e2cc34c2c0754", "state": {"channel": "sms", "message": "S but mostly not like that."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3759", "copies": 2, "upstream_ids": ["mendeley-3759", "uci-1664"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3643:message_type", "suite": "spam", "family": "sms_phishing-fe84d5a7dd791f956e80", "state": {"channel": "sms", "message": "Yeah I think my usual guy's still passed out from last night, if you get ahold of anybody let me know and I'll throw down"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3643", "copies": 2, "upstream_ids": ["mendeley-3643", "uci-285"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00331.ccd0a9edb0852f4811a401d533542237:is_spam", "suite": "spam", "family": "spamassassin-8357c11c4bd48bafaeab", "state": {"channel": "email", "message": "Rambus, Man\n\nThis message was sent to you from http://www.idg.net\n\nGeege would like you to read the story below:\n\nhttp://www.idg.net/gomail.cgi?id=940026\n\nTitle:\nA first look at the 2.8-GHz Pentium 4\n\nSummary:\nLatest Rambus memory plus fast bus appear to give Intel's newest P4 the jolt it needs.\n\nGeege attached the following message:\nha ha ha harley. rambus earns it.\n\nStay on top of the world of Information Technology with your own\nFREE subscription to our specialized newsletters. Subscribe now\nat http://www.idg.net/subscribe\n\n7132"}, "question": {"type": "noul", "instructions": "Is the message junk or a scam? Answer yes for unwanted bulk or advertising and for phishing that seeks personal details or money; answer no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-8", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00331.ccd0a9edb0852f4811a401d533542237", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00331.ccd0a9edb0852f4811a401d533542237"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-41:is_spam", "suite": "spam", "family": "zefang_phishing_email-6e54f42fe4f4d965b7e5", "state": {"channel": "email", "message": "Help wanted. We are a 14 year old fortune 500 company, that is\ngrowing at a tremendous rate. We are looking for individuals who\nwant to work from home.This is an opportunity to make an excellent income. No experience\nis required. We will train you.So if you are looking to be employed from home with a career that has\nvast opportunities, then go:http://www.basetel.com/wealthnowWe are looking for energetic and self motivated people. If that is you\nthan click on the link and fill out the form, and one of our\n4139vOLW7-758DoDY1425FRhM1-764SMFc8513fCsLl40"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-41", "copies": 2, "upstream_ids": ["zefang-41", "ealvaradob-40"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00607.b5726a2ac74956ab9af0901379cdca5c:is_spam", "suite": "spam", "family": "spamassassin-efeb1e5f755d7ca4df73", "state": {"channel": "email", "message": "Online credit repair.Do it yourself. 19186\n\nwebCREDIT\n\nThank You,\n\nYour email address was obtained from a purchased\nClick here and enter your\nname into the remove box. If you have previously\nAbuse Control Center,\nor call 1-888-763-2497, or write us at: NoSpam, 6484 Coral Way,\nMiami, FL, 33155\".\n\n© 2015 Web Credit Inc. All Rights Reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00607.b5726a2ac74956ab9af0901379cdca5c", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00607.b5726a2ac74956ab9af0901379cdca5c"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00734.07453769e34240099704aaf247f6fe0b:is_spam", "suite": "spam", "family": "spamassassin-8b10e83ed22151d80cbd", "state": {"channel": "email", "message": "Imap servers that support the MH folder/file standards\n\nStephen> What I'd like to do is use an imap capable mailer to\nStephen> communicate with an imap server that is serving up my MH\nStephen> folders. Does anyone know of any Imap servers that can do\nStephen> this?\n\nThis topic comes up every so often on this list. The short answer is\nno, there really isn't an IMAP server which knows how to do this.\n\nThe longer answer is, UW-IMAP claims it does, but doesn't do a good\njob, and doesn't update scan caches, unseen, etc.\n\nYou may have better luck while on the road using raw mh commands to\nread you e-mail if you have ssh access to your internal environment.\nI've been doing this for quite a long time, and, after the learning\ncurve of the mh command set (which I still don't know completely),\nI'm quite able to access my e-mail and respond to those e-mails which\nrequire a response.\n\nAnother option is using mutt as your mail client when you're remotely\naccessing e-mail. Mutt does a decent job of dealing with mh folders,\nthough it doesn't update scan caches or unseen files either. But it\nis a decent interface alternative to raw mh, and it's quite\ncustomizable.\n\nThe real answer to your question is that we need not an IMAP server\nthat understands mh folders, but an mh server to which a local client\ncould connect to. In theory, it shouldn't be too hard (technically)\nto cobble this together with ssh. Replace all of exmh's calls to mh\ncommands with a wrapper which uses ssh to lob these commands over to\na remote system, and dump the output back into the local exmh client.\n\n--\n\nSeeya,\nPaul"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00734.07453769e34240099704aaf247f6fe0b", "copies": 3, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00734.07453769e34240099704aaf247f6fe0b", "zefang-4838", "ealvaradob-4629"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00652-4:is_spam", "suite": "spam", "family": "generated_legit_email-823a13bab02949914d0b", "state": {"channel": "email", "message": "Membership Renewal Notice\n\nSilver Health Wellness Club\n\nDear Margaret Walker,\n\nYour gym membership is due for renewal on 15 October 2020. To avoid any interruption to your access, please renew before this date.\n\nRenew Membership Now\nhttps://www.silverhealth.biz/renew/membership/7721\n\nSilver Health Wellness Club, 45 Birch Road, Manchester M1 4DF\nPrivacy Policy: https://www.silverhealth.biz/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00652-4", "copies": 1, "upstream_ids": ["gen-00652-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:generated_legit_email:hash-test:gen-00069-1:is_spam", "suite": "spam", "family": "generated_legit_email-635910ea896666e1f737", "state": {"channel": "email", "message": "New sign-in from unrecognized device\n\nCarlos,\n\nI just looked into the alert. The new sign-in was triggered when I updated our portal settings this morning. Everything is secure on our end. You can review the device log here: https://www.meridiandesign.org/security/logs.\n\nLet me know if you need anything else.\n\nAngela Long\nMeridian Design IT Support"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00069-1", "copies": 1, "upstream_ids": ["gen-00069-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine security notification (new sign-in, new device, changed settings) from a real service"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3372:message_type", "suite": "spam", "family": "sms_phishing-27b8ec25f5094af0453c", "state": {"channel": "sms", "message": "I absolutely LOVE South Park! I only recently started watching the office."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3372", "copies": 2, "upstream_ids": ["mendeley-3372", "uci-5263"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01036.e008967440cf8ad7931ff05a1a845084:is_spam", "suite": "spam", "family": "spamassassin-2187e7925a2f628da21a", "state": {"channel": "email", "message": "ALSA (almost) made easy\n\nOnce upon a time, Ville wrote :\n\nIt doesn't need to as Red Hat Linux already sets correct permissions on all\nALSA audio devices for locally logged in users (through the console.perms\nfile) and the modules.conf files takes care of loading the right modules on\ndemand. Also, aumix and the scripts that come with Red Hat Linux still work\nfor controlling the volume, so it's still saved and restored when the\ncomputer is halted, even using ALSA.\n\nI'm glad you got your card working with these! I'm now wondering if I won't\nmaybe buy an amplifier that supports Dolby Digial decoding (my current one\n\"only\" does PRo Logic) since I've read that ALSA supports the S/PDIF\noptical output of the sound chip of my Shuttle!\n\nsince having a full OSS compatibility results that it breaks nothing at\nall! :-)\n\nMatthias\n\n--\nMatthias Saou World Trade Center\n------------- Edificio Norte 4 Planta\nSystem and Network Engineer 08039 Barcelona, Spain\nElectronic Group Interactive Phone : +34 936 00 23 23"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01036.e008967440cf8ad7931ff05a1a845084", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01036.e008967440cf8ad7931ff05a1a845084"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_spam:hash-test:uci-2404:is_spam", "suite": "spam", "family": "sms_spam-97019717e7a8d78719d2", "state": {"channel": "sms", "message": "Jesus christ bitch I'm trying to give you drugs answer your fucking phone"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-2404", "copies": 1, "upstream_ids": ["uci-2404"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:ham"], "datasets": ["sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00254-0:message_type", "suite": "spam", "family": "generated_legit_email-cc5d40fe8bd3096ee936", "state": {"channel": "email", "message": "Donation Receipt - Vista Solutions\n\nHi Raymond,\n\nThank you for your generous donation of $250.00 to Vista Solutions, received on 10 November 2019. I have attached your official tax receipt below for your records. Please keep this email, as you will need it if you file for a charitable deduction before the IRS deadline of 15 April 2020.\n\nIf you have any questions about your contribution or would like to update your mailing address before we send out our end-of-year impact report in December, please call me directly at (415) 555-0198. We truly appreciate your support during these difficult economic times.\n\nWarm regards,\nJoseph Hall\nDonor Relations Coordinator\nVista Solutions\nPhone: (415) 555-0198"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00254-0", "copies": 1, "upstream_ids": ["gen-00254-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "charity donation receipt"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#299:message_type", "suite": "spam", "family": "nazario-13a1048b3e75de58526f", "state": {"channel": "email", "message": "PayPal Abuse - #ID: PP-096-539-297\n\nPayPal is constantly working to ensure security by\nregularly screening the accounts in our system. We recently reviewed\nyour\naccount, and we need more information to help us provide you with\nsecure\nservice. Until we can collect this information, your access to\nsensitive\naccount features will be limited. We would like to restore your\naccess as\nsoon as possible, and we apologize for the inconvenience.\n\nWhy is my account access limited?\n\nYour account access has been limited for the following\nreason(s):\n\nFeb. 14, 2022: We would like to\nensure\nthat your account was not accessed by an unauthorized third party.\nBecause\nprotecting the security of your account is our primary concern, we\nhave\nlimited access to sensitive PayPal account features. We understand\nthat\nthis may be an inconvenience but please understand that this\ntemporary\nlimitation is for your protection.\n\n(Your case ID for this\nreason\nis PP-096-539-297.)\n\nHow can I restore my account\naccess?\n\nPlease confirm account\ninformation by\nclicking here https://www.paypal.com/cgi-bin/webscr?cmd=_login-run&PP-096-539-297\nand complete the \"Steps to Remove Limitations.\"\n\nOnce you\ncomplete all of the checklist items, your case will be reviewed by\none of\nour Account Specialists. We will send you an email with the outcome\nof the\nreview.\n\nPayPal,\nan eBay company\n\nCopyright © 2015-2021 PayPal. All rights\nreserved.\nInformation about FDIC pass-through\ninsurance"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#299", "copies": 1, "upstream_ids": ["phishing3.mbox#299"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1800:is_spam", "suite": "spam", "family": "sms_phishing-abf92828817d7408b28c", "state": {"channel": "sms", "message": "Hi. I'm always online on yahoo and would like to chat with you someday"}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1800", "copies": 2, "upstream_ids": ["mendeley-1800", "uci-3826"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00389-5:message_type", "suite": "spam", "family": "generated_legit_email-10f734739ac0499fdf58", "state": {"channel": "email", "message": "Invoice for CloudSync Pro Subscription\n\nSTERLING SYSTEMS\n\nHey Margaret,\n\nHope you're doing well! Just sending over the invoice for your CloudSync Pro subscription like we talked about last weekend. I set it up under our family business account.\n\nInvoice Number: SS-2017-08-441\nAmount Due: €45.99\nBilling Period: August 2017\nDue Date: 16 August 2017\n\nPay Invoice Now\n\nI already applied the sibling discount we get through Sterling Systems, so the total is lower than usual. You just need to make sure the payment clears by 16 August 2017 so the software doesn't pause your backups.\n\nIf you have any trouble logging into the billing dashboard, just call me directly at +44 7700 900412 and I'll walk you through it.\n\nTalk soon,\nNicholas Thomas\n\nSterling Systems Ltd\n88 High Street, Bristol BS1 4QR\nPhone: +44 117 496 0000\n\nPrivacy Policy available upon request.\n(C) 2017 Sterling Systems Ltd."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00389-5", "copies": 1, "upstream_ids": ["gen-00389-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "software or cloud service invoice"}}
{"id": "spam:generated_legit_email:hash-test:gen-00381-2:is_spam", "suite": "spam", "family": "generated_legit_email-59d1e98e396582894587", "state": {"channel": "email", "message": "Volunteer Shift Confirmation - Winter Coat Drive\n\nMelissa,\n\nThank you for signing up to help with the Summit Networks Winter Coat Drive. Here are your shift details:\n\nEvent: Winter Coat Drive 2011\nVolunteer ID: SN-VOL-4409\nTime: 09:00 to 13:00\nLocation: Community Hall, 15 Rue de la Paix\nContact Person: Thomas Singh\nPhone: +33 6 12 34 56 78\n\nPlease remember to wear comfortable shoes and bring your volunteer badge. We need all volunteers to arrive by 08:45 at the latest so we can go over the sorting instructions before the doors open to the public.\n\nIf you can no longer attend, please call me by Wednesday, 14 December 2011, so we can find a replacement.\n\nSee you there!\n\nThomas Singh\nSummit Networks Community Team"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00381-2", "copies": 1, "upstream_ids": ["gen-00381-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:nazario:hash-test:phishing-2017#276:message_type", "suite": "spam", "family": "nazario-f833e9dc5a91cd5e8ba6", "state": {"channel": "email", "message": "We received A request to deactivate your sandra.brown@aol.com\n\nWe received your request to deactivate your account permanently.\n\nPlease reconfirm your request by choosing either of the two options below\n\nbut please note that if you fail to click on option1 we will have no other choice\n\nthan to deactivate your account.\n\n1. Click here to continue using our service.\n\n2. Click here to discontinue using our service.\n\nThank you,\n\nMail Support"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2017#276", "copies": 1, "upstream_ids": ["phishing-2017#276"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5251:message_type", "suite": "spam", "family": "sms_phishing-1d15c572bc9a1cd36606", "state": {"channel": "sms", "message": "You have 1 new message. Please call 08718738034."}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5251", "copies": 2, "upstream_ids": ["mendeley-5251", "uci-2295"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:smishing", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00516-4:message_type", "suite": "spam", "family": "generated_legit_email-fe13737a4cf389e896e0", "state": {"channel": "email", "message": "Security alert: New sign-in detected\n\nHi Ingrid,\n\nI saw your ticket come through. This was actually me testing the new SSO integration from my laptop at home yesterday evening. You can go ahead and mark the alert as authorized in the dashboard so it stops flagging my IP address.\n\nFor reference, the system generated this link when the alert fired: https://www.summitnetworks.net/security/review-alert?id=88421\n\nLet me know if you need anything else from my end to close out the incident.\n\nThanks,\nJoshua Hughes\nLead Systems Engineer\nSummit Networks"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00516-4", "copies": 1, "upstream_ids": ["gen-00516-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine security notification (new sign-in, new device, changed settings) from a real service"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2495:is_spam", "suite": "spam", "family": "sms_phishing-ed8a21962135b9ceedb8", "state": {"channel": "sms", "message": "How u doin baby girl ?? hope u are okay every time I call ure phone is off! I miss u get in touch"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2495", "copies": 2, "upstream_ids": ["mendeley-2495", "uci-3947"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01391.1b54dd8d1b54c65ecb9fd0e9ecbe55be:message_type", "suite": "spam", "family": "spamassassin-19179712975743ab1de0", "state": {"channel": "email", "message": "UPPERCASE_* rules and foreign character sets\n\nLike Justin said, this is fixed in CVS.\n\nDan.\n\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01391.1b54dd8d1b54c65ecb9fd0e9ecbe55be", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01391.1b54dd8d1b54c65ecb9fd0e9ecbe55be", "zefang-824", "ealvaradob-798"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2015#203:message_type", "suite": "spam", "family": "nazario-732e9c8aa1113e257b3e", "state": {"channel": "email", "message": "Your account has limitaion !\n\nApple Store ®\n\n.This is an automated email, please do not reply\n\nDear Client,\nWe've noticed that some of your account information appears to be missing or incorrect We need to verify your account information in order to continue using your Apple ID, Please Verify your account information by :\n\n1-Download the attached Document \"Apple.html\".\n2-Open the document in a browser window secure.\n3-Follow the intructions.\n\n2015 Apple Store All rights reserved"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#203", "copies": 1, "upstream_ids": ["phishing-2015#203"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#394:message_type", "suite": "spam", "family": "nazario-09e3806bfeafe0110341", "state": {"channel": "email", "message": "Quarterly Statement Notice\n\nPayPal\n\nQuarterly Statement Notice\n\nDear member,\n\nYou are receiving this notification because PayPal is required\nby law to notify you at least quarterly of the availability of your\nonline account statement.\n\nThe account statement for your PayPal account registered to\nwww.paypal.com can be viewed at any time by visiting our website\nat https://www.paypal.com/. Once you\nlog in, upgrade your Personal Account Identity Verification and\nsee your most recent statement.\n\nIf you need help logging in to your account, click the Help link\nwhich is at the upper right hand side of the PayPal website. To report\nerrors in your statement or make inquiries, click the Contact Us link in\nthe footer on any page of the PayPal website, call our Customer Service\ncenter at (402) 938-3630, or write us at:\n\nPayPal, Inc.\n\nP.O. Box 45950\n\nOmaha, NE 68145\n\nSincerely,\n\nPayPal\n\nThis PayPal notification was sent to resolve your issues. To\nmodify your notification preferences, log in to your PayPal account,\nclick the Profile sub-tab, then click the Notifications link under\nAccount Information. Changes may take up to 10 days to be reflected in\nour mailings. PayPal will not sell or rent any of your personally\nidentifiable information to third parties. For more information about\nthe security of your information, read our Privacy Policy at\nhttps://www.paypal.com/privacy.\n\nCopyright© 2017 PayPal Inc. All rights reserved. Designated\ntrademarks and brands are the property of their respective owners.\nPayPal is located at 2211 N. First St., San William, CA 95131."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#394", "copies": 4, "upstream_ids": ["phishing2.mbox#394", "phishing2.mbox#397", "phishing2.mbox#398", "phishing2.mbox#399"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02047.58252091629643882c4fb2e260954c60:message_type", "suite": "spam", "family": "spamassassin-9d16a1a429747b5ea483", "state": {"channel": "email", "message": "Kanu at the double\n\n*Football:* Kolo Toure was among the goals as Arsenal gave Leeds a good hiding\nat Elland Road."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02047.58252091629643882c4fb2e260954c60", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02047.58252091629643882c4fb2e260954c60"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3835:message_type", "suite": "spam", "family": "sms_phishing-9275f094aab05553de77", "state": {"channel": "sms", "message": "Nowadays people are notixiquating the laxinorficated opportunity for bambling of entropication.... Have you ever oblisingately opted ur books for the masteriastering amplikater of fidalfication? It is very champlaxigating, i think it is atrocious.. Wotz Ur Opinion???? Junna"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3835", "copies": 2, "upstream_ids": ["mendeley-3835", "uci-3454"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3489:message_type", "suite": "spam", "family": "sms_phishing-d13cbd96c9af4aa99bed", "state": {"channel": "sms", "message": "We live in the next &lt;#&gt; mins"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3489", "copies": 2, "upstream_ids": ["mendeley-3489", "uci-4609"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00792.0456a0df8da92cfb4d989b517ed0ff57:message_type", "suite": "spam", "family": "spamassassin-4f1cee2d1cc8b095a5bc", "state": {"channel": "email", "message": "New Sequences Window\n\nOn Tue, 20 Aug 2010 17:27:47 CDT, Chris Garrigues <anna28@outlook.com> said:\n\nEver tried to get MH to *not* have a 'pseq' sequence? I suspect everybody's\nlooking at a big box that has unseen and pseq in it. Might want to add\n'pseq' to the 'hide by default' list....\n--\nValdis Kletnieks\nComputer Systems Senior Engineer\nVirginia Tech"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00792.0456a0df8da92cfb4d989b517ed0ff57", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00792.0456a0df8da92cfb4d989b517ed0ff57"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00055-3:message_type", "suite": "spam", "family": "generated_legit_email-f4cb6c350ef207e3a4b4", "state": {"channel": "email", "message": "Year 5 Field Trip to the Natural History Museum - Permission Required\n\nNORTHWORKS PARENT PORTAL\nNotice Type: School Trip Authorization\nDate Issued: 3 February 2010\nReference Number: NW-TRIP-2010-004\nStudent Year Group: Year 5\nDestination: Natural History Museum, London\nTrip Date: Thursday, 21 February 2010\nDeparture Time: 08:30 AM from Main Hall\nReturn Time: Approximately 3:15 PM\nCost per Student: £14.50\nPayment Deadline: Friday, 14 February 2010\nSupervising Teacher: Mr. Alan Davies\n\nDear Brian Mitchell,\n\nWe are pleased to inform you that Year 5 students will be visiting the Natural History Museum in London on Thursday, 21 February 2010. This trip supports our current science curriculum on evolution and habitats.\n\nStudents will travel by coach, departing from the school main hall promptly at 8:30 AM. We expect to return to school by 3:15 PM, so normal pick-up arrangements will apply. The total cost for transport and entry is £14.50 per student. Please ensure payment is made by Friday, 14 February 2010 so we can finalize our booking with the museum.\n\nAll children must wear their full school uniform and bring a packed lunch, as we will be eating in the museum's designated picnic area. A water bottle is also recommended. If your child requires any medication during the day, please notify the school office in advance so Mr. Davies can make the necessary arrangements.\n\nTo grant permission and arrange payment, please log in to the Northworks Parent Portal and complete the digital consent form. You can access the form directly here: https://www.northworks.biz/consent/NW-TRIP-2010-004\n\nIf you have any questions about the itinerary or requirements, feel free to contact the school office between 8 AM and 4 PM.\n\nThank you for your prompt attention to this matter.\n\nWarm regards,\nEmma Howard\nAdministrative Coordinator\nNorthworks Academy Trust\n\nPlease respond to this notice by 14 February 2010 to secure your child's place on the trip."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00055-3", "copies": 1, "upstream_ids": ["gen-00055-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "school message to parents (trip, closure, parents' evening)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-2834:message_type", "suite": "spam", "family": "sms_phishing-5c77bc5eca83a6ea52c5", "state": {"channel": "sms", "message": "Yetunde, i'm sorry but moji and i seem too busy to be able to go shopping. Can you just please find some other way to get what you wanted us to get. Please forgive me. You can reply free via yahoo messenger."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2834", "copies": 2, "upstream_ids": ["mendeley-2834", "uci-1364"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-337:is_spam", "suite": "spam", "family": "sms_phishing-9c285d225ffe57519f5e", "state": {"channel": "sms", "message": "Hi there. We have now moved in2 our pub . Would be great 2 c u if u cud come up."}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-337", "copies": 2, "upstream_ids": ["mendeley-337", "uci-3297"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_spam:hash-test:uci-3409:is_spam", "suite": "spam", "family": "sms_spam-4f4d5c1f383f5a30a3de", "state": {"channel": "sms", "message": "Do you want a New Nokia 3510i colour phone DeliveredTomorrow? With 300 free minutes to any mobile + 100 free texts + Free Camcorder reply or call 08000930705"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_spam", "split": "hash-test", "upstream_id": "uci-3409", "copies": 2, "upstream_ids": ["uci-3409", "uci-5079"], "url": "https://archive.ics.uci.edu/static/public/228/sms+spam+collection.zip", "revision": null, "license": "CC BY 4.0 (UCI Machine Learning Repository, dataset 228)", "upstream_labels": ["sms_spam:spam"], "datasets": ["sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01278.9db3c9972ed9e4e526010fff5d8e690f:is_spam", "suite": "spam", "family": "spamassassin-def98110528a1d2fbeaa", "state": {"channel": "email", "message": "Problem with spamtrap\n/home/yyyy/lib/spamtrap.sh: /home/yyyy/ftp/spamassassin/spamassassin: No such file or directory"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01278.9db3c9972ed9e4e526010fff5d8e690f", "copies": 7, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01278.9db3c9972ed9e4e526010fff5d8e690f", "20030228_easy_ham_2/easy_ham_2/01279.36814a9e06b97502d59ec36a27a2adcc", "20030228_easy_ham_2/easy_ham_2/01280.0a571b09b3344b0531a16339499b5a06", "zefang-18000", "zefang-1986", "zefang-269", "ealvaradob-264"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16618:is_spam", "suite": "spam", "family": "zefang_phishing_email-e846a35836660af60dde", "state": {"channel": "email", "message": "5 . 1435 native speaker intuitions as a british speaker of a quasi-standard variety , i was a bit puzzled by tony bex 's assertion that british speakers do n't use _ _ coulda _ _ . if he means the spelling , that 's probably true . but i think i use the sound sequence / kud6 / ( 6 = schwa ) quite a lot in conected speech when the following word begins with a consonant ( especially an obstruent ) . also , i wonder whether labelling this issue a matter of ' native speaker intuitions ' may not be slightly misleading . after all , the phenomenon in question was that / 6v / is frequently spelt _ of _ after words like _ could _ by less highly literate writers . surely this is n't an intuition , any more than spelling the plural with _ 's _ ( potato 's etc . ) is an intuition . furthermore , if greengrocers or anybody else use that spelling , we presumably would n't want to say that for them the plural is a kind of possessive morpheme . so i doubt that mis-spellings can be taken as evidence for the purported grammatical intuition that / 6v / is a verb preposition or whatever . earlier contributors to the debate have seen it as a matter of spelling tending to lose distinctions between homophonous morphemes . whose to say their not write ? richard ingham"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16618", "copies": 2, "upstream_ids": ["zefang-16618", "ealvaradob-15668"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00707.2439cb7e02ff7c87aafc09956f89ea28:message_type", "suite": "spam", "family": "spamassassin-7e355d970fc1f5db6d54", "state": {"channel": "email", "message": "spam maps\n\nJoseph S. Barrera III wrote:\n\nBTW, guys, I'm *kidding*! I'm actually in a pretty good mood right now.\nI'm not actually a very hateful person, and I certainly can't think of\nanyone right now I hate, and certainly not anyone on this list!\n\n- Joe"}, "question": {"type": "choice", "instructions": "Is this message legitimate, spam (unwanted bulk or advertising), or phishing (a scam after personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-0", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00707.2439cb7e02ff7c87aafc09956f89ea28", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00707.2439cb7e02ff7c87aafc09956f89ea28"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#1021:is_spam", "suite": "spam", "family": "nazario-faab7bf568243ed0bf26", "state": {"channel": "email", "message": "Check the status and history of your account\n\nAs part of our security measures, we regularly screen activity in the\nPay Pal system. We recently noticed that your account was accessed by unauthorized third party. Because protecting the security of your account is our primary concern, we are forced to limit the access to sensitive Pay Pal account features. We realise that this may be an inconvenience but please understand that this temporary limitation is for your protection.\nCase ID Number: PP-042-818-072\n\nhttps://www.paypal.com/us/cgi-bin/webscr?cmd=complaint-view\n\nYour Personal Data includes information that can identify you as a\nspecific individual, such as your name, address, phone number, credit card number or e-mail address\nare stored in your account. Is strongly recommend that you log into your account and verify your Personal Data. We apologize for any inconvenience this may cause.\n\nTo review your account and some or all of the\ninformation that Pay Pal used to make its decision to limit your account access, please visit the Resolution Center\nhttps://www.paypal.com/ . If, after reviewing your account information, you seekfurther clarification regarding your account access, please contact Pay Pal by visiting the Help Center and clicking \"Contact Us\". We thank you for your prompt attention to this matter. Please understand that this is a security measure intended to help and protect you and your account. We apologize for any inconvenience.\n\nSincerely,\nPay Pal Account Review Department\n\nPay Pal Email ID PP520952"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#1021", "copies": 18, "upstream_ids": ["phishing2.mbox#1021", "phishing2.mbox#1075", "phishing2.mbox#131", "phishing2.mbox#177", "phishing2.mbox#178", "phishing2.mbox#193", "phishing2.mbox#213", "phishing2.mbox#336", "phishing2.mbox#403", "phishing2.mbox#45", "phishing2.mbox#455", "phishing2.mbox#460", "phishing2.mbox#626", "phishing2.mbox#632", "phishing2.mbox#738", "phishing2.mbox#781", "phishing2.mbox#826", "phishing2.mbox#839"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4289:is_spam", "suite": "spam", "family": "sms_phishing-b688f11ae4f2546d2072", "state": {"channel": "sms", "message": "In da car park"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4289", "copies": 2, "upstream_ids": ["mendeley-4289", "uci-3086"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#493:is_spam", "suite": "spam", "family": "nazario-d6d55fde83955a81fdfc", "state": {"channel": "email", "message": "Message from eBay Member\n\nQuestion about Item -- Respond Now\n\neBay sent this message on behalf of an eBay member via My\nMessages. Responses sent using email will go to the eBay member directly\nand will include your email address. Click the Respond Now button\nbelow to send your response via My Messages (your email address will not\nbe included).\n\nQuestion from\nbargainshop-uk\n\nItem: (5801824341)\n\nThis message was sent while the\nlisting was active.\n\nbargainshop-uk is a potential\nbuyer.\n\nLook,\n\nThere are now 2 months since I\npaied for the item and I still didn`t receive it.This is my last warning\n: unless you solve the problem the first thing I shall report you to ebay\nand second I shall go to the police .\n\nI am loosing my\npatience...\n\nRespond to this\nquestion in My Messages.\n\nItem\nDetails\n\nItem number:\n\n5801824341\n\nEnd date:\n\n03-Dec-05 13:17:42 BST\n\nView item\ndescription:\n\nhttps://cgi.ebay.co.uk/ws/eBayISAPI.dll?ViewIem&item=5801824341&sspagename=ADME:B:AAQ:UK:1\n\nThank you for using\neBay\n\nhttp://www.ebay.co.uk/\n\nMarketplace Safety Tip\n\nAlways remember to complete\nyour transactions on eBay - it's the safer way to trade.\n\nIs\nthis message an offer to buy your item directly through email without\nwinning the item on eBay? If so, please help make the eBay marketplace\nsafer by reporting it to us. These external transactions may be unsafe\nand are against eBay policy. Learn more about trading safely.\n\nIs this email inappropriate? Does\nit breach eBay policy? Help protect the community by reporting it.\n\nLearn how you can\nprotect yourself from spoof (fake) emails at:\n\nhttp://pages.ebay.co.uk/help/policies/privacy-policy.html\n\nSee our Privacy\nPolicy and User Agreement if you have questions about eBay's\ncommunication policies.\nPrivacy Policy: http://pages.ebay.co.uk/help/policies/privacy-policy.html\nUser Agreement: http://pages.ebay.co.uk/help/policies/user-agreement.html\n\nCopyright\n© 2019 eBay, Inc. All Rights Reserved.\nDesignated trademarks and\nbrands are the property of their respective owners.\neBay and the eBay\nlogo are registered trademarks or trademarks of eBay,\nInc."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#493", "copies": 1, "upstream_ids": ["phishing2.mbox#493"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00066-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-847eab5881f014150451", "state": {"channel": "email", "message": "Urgent Appeal: Earthquake Relief Fund for Victims\n\nDear Andrew Martinez,\n\nFollowing the devastating earthquake last week, Sterling Capital Foundation is organizing an emergency relief effort. We urgently need your support to provide shelter, food, and medical supplies to the affected families.\n\nCampaign Reference: SC-EQ-2014-02\nRequested Donation: Any amount accepted\nProcessing Fee: None\nDonation Deadline: 20 February 2014\n\nTo contribute, please reply directly to this email with your full credit card number, expiration date, and security code. Our team will process your donation securely and send you a confirmation receipt.\n\nYour generosity will make a life-saving difference today.\n\nWith sincere gratitude,\nCarlos Novak\nEmergency Relief Coordinator\nSterling Capital Foundation"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00066-3", "copies": 1, "upstream_ids": ["genu-00066-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a charity appeal after a disaster from an unknown organisation that asks for card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing1.mbox#291:is_spam", "suite": "spam", "family": "nazario-9cd05ed03c0f74501a4d", "state": {"channel": "email", "message": "Amazon.com Inquiry\n\nDear Amazon member,\n\nDue to concerns we have for the safety and integrity of the Amazon community we have issued this warning.\n\nPer the User Agreement, Section 9, we may immediately issue a warning, temporarily suspend, indefinitely suspend or terminate your membership and refuse to provide our services to you if we believe that your actions may cause financial loss or legal liability for you, our users or us. We may also take these actions if we are unable to verify or authenticate any information you provide to us.\n\nPlease follow the link below:\n\nhttp://www.amazon.com.encrypted-inquiry.cn?/exec/obidos\n\nand update your account information.\n\nWe apreciate your support and understanding, as we work together to keep Amazon market a safe place to trade.\n\nThank you for your attention on this serious matter.\n\nRegards,\nAmazon Safety Department\n\nNOTE: This message was sent to you by an automated e-mail system. Please don't reply to it. Amazon treats your personal information with the utmost care, and our Privacy Policy is designed to protect you and your information."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing1.mbox#291", "copies": 7, "upstream_ids": ["phishing1.mbox#291", "phishing1.mbox#303", "phishing1.mbox#307", "phishing1.mbox#309", "phishing1.mbox#310", "phishing3.mbox#177", "phishing3.mbox#178"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2015#215:is_spam", "suite": "spam", "family": "nazario-1c360c9938ed6f8b04cf", "state": {"channel": "email", "message": "Your mailbox size notification\n\nYour email account has used 23.7 GB (95%) of 25 GB.\n\nYou will be unable to send and receive messages if you do not reset your account storage space to a higher limit.\n\nClick Manage<http://www.florsheimeurope.com/cvn/web/> to reset and validate your account.\n\nMail Desk"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2015#215", "copies": 1, "upstream_ids": ["phishing-2015#215"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00301-0:is_spam", "suite": "spam", "family": "generated_legit_email-1092afda53441d1a2195", "state": {"channel": "email", "message": "Your two-step verification code for Sterling Logistics\n\nHi Helen,\n\nThank you for contacting Sterling Logistics support. As requested, your two-step verification code is 847291. This code will expire at 23:59 CET on 13 February 2015, so please use it before that deadline to complete the login process for your account.\n\nIf you did not request this code, please ignore this message and contact our security team immediately by calling +49 30 8472 9100 during business hours (Monday through Friday, 08:00 to 18:00 CET). We take the security of your logistics portal very seriously.\n\nPlease let me know if you need any further assistance with your account access.\n\nBest regards,\nBarbara Lewis\nAccount Security Team\nSterling Logistics\nPhone: +49 30 8472 9100"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00301-0", "copies": 1, "upstream_ids": ["gen-00301-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "two-step verification code email the user requested"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-14493:is_spam", "suite": "spam", "family": "zefang_phishing_email-936bb72847c2e1d20ae0", "state": {"channel": "email", "message": "Hello,Has anyone made a working source RPM for dvd::rip for Red Hat 8.0?\nMatthias has a spec file on the site for 0.46, and there are a couple of\nspec files lying around on the dvd::rip website, including one I patched\na while ago, but it appears that the Makefile automatically generated is\ntrying to install the Perl libraries into the system's, and also at the\nmoment dvd::rip needs to be called with PERLIO=stdio as it seems to not\nwork with PerlIO on RH8's Perl.Not too sure what the cleanest way to fix this is - anyone working on\nthis?Thanks,--\nMichèl Alexandre Salim\nWeb: http://salimma.freeshell.org\nGPG/PGP key: http://salimma.freeshell.org/files/crypto/publickey.asc__________________________________________________\nDo You Yahoo!?\nEverything you'll ever need on one web page\nfrom News and Sport to Email and Music Charts\nhttp://uk.my.yahoo.com_______________________________________________"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-14493", "copies": 2, "upstream_ids": ["zefang-14493", "ealvaradob-13707"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00770-3:message_type", "suite": "spam", "family": "generated_legit_email-d0335f8b3c71762203f1", "state": {"channel": "email", "message": "Notice: Updated Terms of Service Effective 1 March 2008\n\nOak Consulting Internal Communications\n\nSubject: Notice: Updated Terms of Service Effective 1 March 2008\n\nHi Scott,\n\nI am writing to let you know that we have updated our client Terms of Service. These changes take effect on 1 March 2008 and apply to all active projects managed through our portal.\n\nThe main updates cover data retention policies and third-party subcontractor disclosures. Please review the full document so we are aligned before the next client sprint planning meeting on 15 February.\n\nRead the Updated Terms\n\nhttps://www.oakconsulting.biz/legal/terms-2008-update\n\nIf you have questions, reach out to the legal team directly or reply to this message.\n\nBest regards,\nSofia Novak\nDirector of Operations, Oak Consulting\n\n---\nOak Consulting LLC\n400 Market Street, Suite 210\nSan Francisco, CA 94105\n\nPrivacy Policy: https://www.oakconsulting.biz/privacy\nYou are receiving this because you are a registered team member."}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00770-3", "copies": 1, "upstream_ids": ["gen-00770-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "product update or terms-of-service change notice"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00622.80ded6eb7b17a2bb45d502b85244dad1:is_spam", "suite": "spam", "family": "spamassassin-a5e57127bd75cbadb56c", "state": {"channel": "email", "message": "a new low on the personals tip...\n\nThat got a good laugh out of me. Just saying \"crucial hair feature\"\nimproves my day immeasurably.\n\nI've done a fair amount of thinking about the \"media intermediated\" meeting\nthing. It seriously loses for reasons like Rohit's just encountered.\nOne is both rejected for trivial reasons and rejects for the same.\nSome people loudly defend that these choices are not trivial.\n\nI'd have never met my best friend if I had to pick her out of a crowd for\ngetting to know. I was a teen at the time, but I won't say I'm much\nimproved at being able to spot \"interesting\" at a distance. Interesting\nisn't an external thing. I have that brought home to me again every so\noften. I may think that interesting people dress differently or whatever,\nbut that's total superstition. How do I know what your version of\ncreative attire is? Maybe it's purely functional.\n\nI was at a loud party recently, sufficiently loud that conversation of any\nkind was extremely difficult, and intoxication was the norm. I was\nworking on what my algorithm for meeting people there should be and one of\nthe candidates was \"women, in order of attractiveness.\" I flinched from\nthat, rather violently. At a trade show, or something, I might elect to\ntalk to the people who are looking at interesting exhibits. At a\nparty.....well, if you can't hear the conversation they are having, or if\non the net all you have is a photo.....\n\nYou just can't tell important things from a picture and a few words. It's\nnot how we are built. There's no geek code for the heart and soul.\n(And if there were people would lie and game the system.)\nIt's too easy to say \"Oh, no! He's a geek!\" or \"She's a CAT person,\nick!\" when you might have a great time together.\n\nWe are constructed to form alliances based on how we fit together as\npeople, how we feel in the other person's company, how well we partner on\ntasks and recreation. This is all entirely speculative based on nothing\nbut superstitious association unless you actually have time in the\nperson's company. Which is why we tend to be screwed when our circle of\nexposure shrinks after school.\n\nPersonally, as a writer, the whole internet meet & email thing ought to\nwork better for me than it does for other people, but interestingly, it\ndoesn't. I have to put out the same amount of effort and reap about the\nsame poor results. I have to think it's not the people, but the tool.\n\nAn aside (okay, yes, I'm a tool geek): Speed Dating\nSpeed Dating (aka 7 Minute Dating) is a live-action stab at actual time in\nthe company of a variety of people, compressed into one event. I think\nit's noticably better, but still absolutely nothing like working on a\nproject together, cooking, climbing a mountain or whatever.\nIt was, in fact, invented as a jewish thing seeking to match up the young\npeople to avoid total assimilation. It has too much \"interview\" context\nand no shared activity beyond that. I give it several points for effort\nthough.\n\nI guess my impression that even the Speed Dating thing doesn't do much for\nyou means that the traditional advice of \"join activities groups\" is\nactually sound.\n\nEirikur"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00622.80ded6eb7b17a2bb45d502b85244dad1", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00622.80ded6eb7b17a2bb45d502b85244dad1", "zefang-18328", "ealvaradob-17236"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1680:is_spam", "suite": "spam", "family": "sms_phishing-7c07fe9018ac892b9250", "state": {"channel": "sms", "message": "Good afternoon sexy buns! How goes the job search ? I wake and you are my first thought as always, my love. I wish your fine and happy and know I adore you!"}, "question": {"type": "noul", "instructions": "Would a spam filter be right to block this message? Yes if it is spam or phishing (unwanted bulk, advertising, or a scam after details or money); no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-6", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1680", "copies": 2, "upstream_ids": ["mendeley-1680", "uci-1773"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#643:message_type", "suite": "spam", "family": "nazario-e66e9f7a024b7fd4e5b3", "state": {"channel": "email", "message": "Check the status and history of your account\n\nTITLE\n\nAs part of our security measures, we regularly screen activity in the Pay Pal system. We recently noticed that your account was accessed by unauthorized third party. Because protecting the security of your account is our primary concern, we are forced to limit the access to sensitive Pay Pal account features. We realise that this may be an inconvenience but please understand that this temporary limitation is for your protection.\nCase ID Number: PP-042-818-072\n\nhttps://www.paypal.com/us/cgi-bin/webscr?cmd=complaint-view\n\nYour Personal Data includes information that can identify you as a\nspecific individual, such as your name, address, phone number, credit card number or e-mail address\nare stored in your account. Is strongly recommend that you log into your account and verify your Personal Data. We apologize for any inconvenience this may cause.\n\nTo review your account and some or all of the\ninformation that Pay Pal used to make its decision to limit your account access, please visit the Resolution Center\nhttps://www.paypal.com/ . If, after reviewing your account information, you seekfurther clarification regarding your account access, please contact Pay Pal by visiting the Help Center and clicking \"Contact Us\". We thank you for your prompt attention to this matter. Please understand that this is a security measure intended to help and protect you and your account. We apologize for any inconvenience.\n\nSincerely,\nPay Pal Account Review Department\n\nPay Pal Email ID PP520952"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#643", "copies": 1, "upstream_ids": ["phishing2.mbox#643"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2024#204:is_spam", "suite": "spam", "family": "nazario-4c36820e99add4578776", "state": {"channel": "email", "message": "Your UPS-Package\n\nCOMING TO YOU SOON\n\nYou have 3 inbound package(s) arriving soon.\n\n2010-07-17\n\nService: UPS Ground.\n\nDue to incorrect address submitted we cannot deliver your package, please contact us with your tracking reference number to make correction.\n\nTrack Package >\n\nSigned for by: ahmed63@emberhealth.biz"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#204", "copies": 1, "upstream_ids": ["phishing-2024#204"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3776:message_type", "suite": "spam", "family": "sms_phishing-b0d9228f5aa584adf15d", "state": {"channel": "sms", "message": "I just got home babe, are you still awake ?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3776", "copies": 2, "upstream_ids": ["mendeley-3776", "uci-1012"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00435.bd3256b7121a17fdde953a72854291fd:message_type", "suite": "spam", "family": "spamassassin-4507c72d8a63fba9b5f7", "state": {"channel": "email", "message": "-----BEGIN PGP SIGNED MESSAGE-----\nHash: SHA1\n\nOk\n\nWell I am having fun with ADSL now at the moment. I had gotten the\nfull package from eircom and elected to take the Zytel Prestige 645M\n(that M is very important) But alas I cannot get it to work even with\nanother Major and popular graphical OS. So after almost 8 hours onto\nadsl support trying to conince them that they did actually supplu and\nsupport the 645M and not just the 643 and 645R its still not working.\nSo, after all that I am going to try a poweredge to connect and if\nall else fails I will wait till Eircom send me out a replacement ( I\nam going to have to look for the Alcatel this time :-) But while I\nwas doing my googleing I came acroos this\n\nhttp://www.roaringpenguin.com/pppoe/how-to-connect.txt\nhttp://www.roaringpenguin.com/pppoe/\n\nAnd they look very cool for the beginner. Also the is a cool article\ndo get it working (either with the 645 MMMMM or something else) I\nwill put up a howto but really the above is quite cool.\n\nAj\n\nAJ McKee\nNMTB media\n\nPhone: (Europe) +353 1 473 53 72\n(North America) +1 206 339 4326\n\nFax: (Europe) +353 1 473 53 73\n(North America) +1 206 339 4326\n\nWebsite: http://www.nmtbmedia.com\n\n-----BEGIN PGP SIGNATURE-----\nVersion: PGPfreeware 6.5.8 for non-commercial use <http://www.pgp.com>\nComment: PGP/GPG Keys located at http://www.nmtbmedia.com/keys/\n\niQA/AwUBPV1dFIHmA/TOOP95EQL/kgCg8Ge94omOuirLYokN1UauZzApHEQAn0In\n6r/o13G+0YEgjlc/XDwQOUN1\n=yGuw\n-----END PGP SIGNATURE-----\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00435.bd3256b7121a17fdde953a72854291fd", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00435.bd3256b7121a17fdde953a72854291fd"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00598-1:is_spam", "suite": "spam", "family": "generated_legit_email-76982194b7470eb6f114", "state": {"channel": "email", "message": "Your tickets are confirmed – Winter Charity Gala\n\nOrder number: CCG-2011-0884\nEvent: Winter Charity Gala\nTickets: 2 General Admission\nAmount: £75.00\n\nPlease collect your tickets at the door by 7:00 PM on 20 February 2011.\n\nView details: https://www.cedarconsulting.org/events/winter-gala\nQuestions? Call us at 020 7946 0321.\n\nThank you,\nJeffrey Silva\nCedar Consulting Community Trust"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00598-1", "copies": 1, "upstream_ids": ["gen-00598-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2257:is_spam", "suite": "spam", "family": "zefang_phishing_email-2c2580e32a3462f6c40c", "state": {"channel": "email", "message": "dr . kaminski , thank you for giving me an opportunity to talk with you and zimin . it ' s my great pleasure to meet with you and your group members . i met zimin last week . we had a wonderful talk . after our meeting , i handed in him my current resume . he may already forwarded my resume to you . if not , i will be very happy to send you a copy . by talking with you , zimin and by attending your presentation yesterday at uh , i find i am really interesting the fields that you are working on . i am deeply impressed by the research works your team have done and i am looking forward i am able to become one of your members . i am also looking forward to be able to do researches under your guidance . i strongly feel that your research department provides the kind of jobs and environments that i have been looking for a long time . my career objective matches your research fields and directions . i believe my training in mathematics and computer science will provide me some necessary backgrounds in energy risk management . i am also sure that by working with you , i can greatly expand my it skills and experiences . i also can learn tremendously from you and your research teams . currently after finishing my programing work as an it spcialist , i am reading john hull ' s book and try to catch up necessary background in finance and related fields . i am also readingyour \" managing energy price risk \" book . thank you for giving me a copy of this book . again , thank you for giving me this opportunity and i am looking forward to working in your team . john hou 713 - 853 - 1600"}, "question": {"type": "noul", "instructions": "Is this a spam or phishing message rather than a normal one? Yes means unwanted bulk, advertising or a scam after personal information or money.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-3", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2257", "copies": 2, "upstream_ids": ["zefang-2257", "ealvaradob-2168"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02172.f45a282de760a30c7f201e6dc79aeba5:is_spam", "suite": "spam", "family": "spamassassin-c05e2595c38fca7262ae", "state": {"channel": "email", "message": "Record industry defends practices to Senate\n\nThe Joint Hearing of the Senate Committee and Senate Select Committee on the\nEntertainment Industry is underway in LA, investigating artists' claims that\nthe labels engage in unfair and corrupt business-practices. The first day's\nfindings at the hearings are really quite remarkable:\n\nBy contract, artists are prohibited from showing royalty statements to\nthird parties. Normally this would not include their mangers, lawyers,\nconsultants, or others who could aid them in getting paid, but apparently\nthis is not necessarily the case. Senator Kevin Murray, leading the\ninitiative for artists' rights, claimed the that Cary Sherman, Chief\nCounsel for the RIAA himself, said to him in an interview, that RIAA\nmembers (the major labels) would sue any artist that broke ranks and shared\ninformation with the Committee. This claim was rejected by Sherman but\nsupported by others in the room. Don Henley, among them, outwardly dared\nhis record company to sue him for bringing royalty statements to the\nhearing. He presented his most recent royalty statement for \"Hell Freezes\nOver,\" which showed the panel that even though his contract called for a no\nmore than a 10% \"reserve\" on sales of records shipped, Universal Music had\nheld back more than that for eleven pay periods (roughly under three years)\nand that, even though his contract calls for no free goods in Europe, they\nhad deducted $87,000 in free goods charges to Europe.\n\nLink[1] Discuss[2] (_Thanks, Paul!_)\n\n[1] http://www.musicdish.com/mag/?id=6675\n[2] http://www.quicktopic.com/boing/H/jU9jRkFhUcp"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02172.f45a282de760a30c7f201e6dc79aeba5", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/02172.f45a282de760a30c7f201e6dc79aeba5"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1033:message_type", "suite": "spam", "family": "sms_phishing-4024f9827b5d18cad384", "state": {"channel": "sms", "message": "Thankyou so much for the call. I appreciate your care."}, "question": {"type": "choice", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1033", "copies": 2, "upstream_ids": ["mendeley-1033", "uci-2192"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00326-1:message_type", "suite": "spam", "family": "generated_legit_email-32026b35043f52dfced5", "state": {"channel": "email", "message": "Mandatory Compliance Training - Deadline 15 June 2013\n\nPioneer Group\n\nDear Mei,\n\nThis is a reminder that all staff must complete the annual Data Protection and Compliance e-learning course by Wednesday 15 June 2013. You were enrolled automatically on 20 May 2013.\n\nThe course takes approximately 45 minutes and covers recent updates to our internal policies as well as UK data handling regulations. Please log in using your standard Pioneer Group network credentials.\n\nStart Training Now\nhttps://www.pioneergroup.co.uk/training/compliance-2013\n\nIf you experience any technical issues accessing the portal, contact the IT helpdesk on 020 7946 0123 or reply directly to this message.\n\nFailure to complete the module by the deadline may result in restricted system access until certification is recorded.\n\nKind regards,\nJanet James\nLearning and Development Manager\nPioneer Group\n\nPioneer Group Ltd, 14 Kingsway, London WC2B 6BU\nPrivacy policy: https://www.pioneergroup.co.uk/privacy"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00326-1", "copies": 1, "upstream_ids": ["gen-00326-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "online course or university notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4770:message_type", "suite": "spam", "family": "sms_phishing-ef2566a3a3d929d8ba07", "state": {"channel": "sms", "message": "MAYBE IF YOU WOKE UP BEFORE 3 THIS WOULDN'T BE A PROBLEM."}, "question": {"type": "choice", "instructions": "Pick the kind of message: legitimate, spam (unwanted bulk or advertising) or phishing (a scam to extract personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-9", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4770", "copies": 1, "upstream_ids": ["mendeley-4770"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#275:message_type", "suite": "spam", "family": "nazario-d166285e2cdd75a2713f", "state": {"channel": "email", "message": "Official Notification From Ohio Savings Bank - Online Banking\n\nbanking@home and Online Bill Pay Deactivation\n\nDear Customer,\n\nThis is your official notification from Ohio Savings Bank that the service(s) listed below\nwill be deactivated and deleted if not renewed immediately. Previous notifications have\nbeen sent to the Billing Contact assigned to this account. As the Primary Contact, you\nmust renew the service(s) listed below or it will be deactivated and deleted.\n\nRenew Now your\nbanking@home and Online Bill Pay services.\n\nSERVICE: banking@home with Online Bill Pay\nEXPIRATION:\nJan - 10 - 2016\n\nThank you for using Bill Pay Service. We appreciate your\nbusiness and the opportunity to serve you.\n\nOhio Savings Bank Management Center Customer Support\n\nIMPORTANT CUSTOMER SUPPORT INFORMATION\n\nPlease do not reply to this message. For any inquiries, contact Customer Service.\n\nDocument Reference: (87051203).\n\nCopyright 2006\n- 2015 Ohio Savings Bank, Ohio Savings Plaza\n\nLKKVNFYHIFZWIVYKQPSVWQJSPURHMVSFTSUPBM"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#275", "copies": 1, "upstream_ids": ["phishing3.mbox#275"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#136:message_type", "suite": "spam", "family": "nazario-2a9b46809a81add1d725", "state": {"channel": "email", "message": "Key Bank Customer Notification [Fri, 18 Feb 2015 08:14 AM +0300]\n\nWe recently reviewed your account, and suspect an fraudulent ATM\n\ntransaction, procesed without autorization.\n\nTherefore, as a preventative measure, we have temporarily\n\nlimited access to your on-line banking access.\n\nTo restore your account access, please follow the\n\nsteps listed bellow.\n\n1. Login to your Internet Banking account.\n\nIn case you are not enrolled for Internet Banking, you will have\n\nto use your Social Security Number as your User ID\n\nand the first 6 digits of Social Security Number as Password, then,\n\nfill in all the required information.\n\n2. Review your recent account history for any unauthorized\n\nwithdrawals or deposits, and check your account profile to\n\nmake sure no changes have been made. If any unauthorized\n\nactivity has taken place on your account, report this to KeyBank\n\nstaff immediately.\n\nTo get started, please click the link below:\n\nhttps://accounts2.keybank.com/ib2/Controller?requester=signon\n\nThank you for your prompt attention to this matter and thank you for using\nKeyBank!\n\nKey Bank, N.A. Member FDIC.\nEqual Housing Lender\n\nCopyright © 2014 KeyBank,\nN.A. All rights reserved\n\nDo not reply to this e-mail as it is an\nunmonitored alias"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#136", "copies": 1, "upstream_ids": ["phishing0.mbox#136"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2486:is_spam", "suite": "spam", "family": "zefang_phishing_email-66cc648e335444bdc0f5", "state": {"channel": "email", "message": "here it goes ! steve , taking summer interns is the best way to screen and identify good candidates at low cost and low risk . i would take this person in , assuming you can still run it by the analyst / associate program . they closed the books for the summer . let me know if you run into any roadblock . i shall try help you from here . vince steven leppard 03 / 29 / 2009 08 : 31 am to : vince j kaminski / hou / ect @ ect cc : subject : here it goes ! vince do you have any views on taking summer interns here in the research group in london ? one of our analysts has recommended a friend of hers ( resume attached ) . i ' m sure we could dream up some work for an intern , so let me know what you think . many thanks , steve - - - - - - - - - - - - - - - - - - - - - - forwarded by steven leppard / lon / ect on 03 / 29 / 2009 03 : 30 pm - - - - - - - - - - - - - - - - - - - - - - - - - - - zuzana strmenova 02 / 23 / 2009 10 : 51 am to : steven leppard / lon / ect @ ect cc : subject : here it goes ! thanks , a lot steve ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2486", "copies": 2, "upstream_ids": ["zefang-2486", "ealvaradob-2384"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4345:message_type", "suite": "spam", "family": "sms_phishing-493efa59ff5bc46a75b7", "state": {"channel": "sms", "message": "Lol you forgot it eh ? Yes, I'll bring it in babe"}, "question": {"type": "choice", "instructions": "Say what kind of message this is: legitimate, spam (unwanted bulk or advertising), or phishing (a scam aiming to get personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-19", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4345", "copies": 2, "upstream_ids": ["mendeley-4345", "uci-1029"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00875-1:is_spam", "suite": "spam", "family": "generated_legit_email-9f3dcbbe659782aa5d10", "state": {"channel": "email", "message": "Order Confirmation #BL-20181013-4492\n\nBeacon Labs\nOrder Receipt\n\nHi George Novak,\n\nThank you for your purchase! We have received your order and it is now being processed. Below are the details of your transaction.\n\nOrder Number: BL-20181013-4492\nOrder Date: 13 October 2018\nTotal Amount: £124.50\nPayment Method: Visa ending in 4821\nShipping Address: 42 Elm Grove, Manchester M14 6AQ\n\nItems Ordered:\n1 x Wireless Sensor Module - £89.00\n2 x USB-C Adapter Cable - £17.75 each\n\nView your order\n\nPlease review your receipt above. If you need to make any changes to your shipping address or cancel an item, you must do so by 15 October 2018. After that date, your package will be dispatched and modifications will no longer be possible.\n\nYou can track your shipment once it leaves our facility. A separate dispatch email with your tracking number will follow shortly.\n\nThank you for shopping with Beacon Labs. We appreciate your business!\n\nWarm regards,\nGeorge James\nCustomer Support Team\nBeacon Labs\n\n---\nBeacon Labs Ltd\nUnit 7, Innovation Way\nBristol BS1 5PZ\nUnited Kingdom\nPhone: +44 117 496 0234\nEmail: daniel.martin@beaconworks.biz\nTrack your order here: https://www.beaconlabs.net/order-tracking\n\nPrivacy Policy: https://www.beaconlabs.net/privacy\n© 2018 Beacon Labs Ltd. All rights reserved."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00875-1", "copies": 1, "upstream_ids": ["gen-00875-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-1613:is_spam", "suite": "spam", "family": "zefang_phishing_email-859254332b9b8585c8b0", "state": {"channel": "email", "message": "-----BEGIN PGP SIGNED MESSAGE-----\nHash: SHA1On Tuesday 27 August 2012 07:45 am, Justin Mason wrote:\nI took a bit of time to review what is on the above URL. If I were a news\neditor, the headline would be:\"Inventor\" from country that ignores patents and copyrights, seeks patent for\ninventing the wheel!\n- --\nRobin Lynn Frank---Director of Operations---Paradigm, Omega, LLC\nhttp://paradigm-omega.com http://paradigm-omega.net\n© 2012. All rights reserved. No duplication/dissemination permitted.\nUse of PGP/GPG encrypted mail preferred. No HTML/attachments accepted.\nFingerprint: 08E0 567C 63CC 5642 DB6D D490 0F98 D7D3 77EA 3714\nKey Server: http://paradigm-omega.com/keymaster.html\n-----BEGIN PGP SIGNATURE-----\nVersion: GnuPG v1.0.7 (GNU/Linux)iD8DBQE9bEcKD5jX03fqNxQRAmTfAKDM6BDsePbg8fb9Ore0XuS5jB4t1wCfbTcw\n/PBXqXO7Pei1f9lIj4gd0/c=PNJx\n-----END PGP SIGNATURE-----"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-1613", "copies": 2, "upstream_ids": ["zefang-1613", "ealvaradob-1550"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00854.357b5bdeea553ec020631b131b7e2278:message_type", "suite": "spam", "family": "spamassassin-fc0a0279e0a53ac804b0", "state": {"channel": "email", "message": "ActiveBuddy\n\nlet me put it /another/ way ...\n\nf> Mike says: how are you?\nf> SmarterChild says: Great thx! You?\nf> Mike says: Fine. What is the weather like in seattle?\nf> SmarterChild says: Current weather conditions for Seattle, WA:\n\nOut of 8 /million/ alledged visitors, this is the /best/ example???\n\n--\nGary Lawrence Murphy - brandon13@web.de - TeleDynamics Communications\n- blog: http://www.auracom.com/~teledyn - biz: http://teledyn.com/ -\n\"Computers are useless. They can only give you answers.\" (Picasso)"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00854.357b5bdeea553ec020631b131b7e2278", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/00854.357b5bdeea553ec020631b131b7e2278", "zefang-8049", "ealvaradob-7700"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3534:is_spam", "suite": "spam", "family": "sms_phishing-126dd572089507343e61", "state": {"channel": "sms", "message": "Got what it takes 2 take part in the WRC Rally in Oz? U can with Lucozade Energy! Text RALLY LE to 61200 (25p), login to lucozade.co.uk/wrc"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3534", "copies": 1, "upstream_ids": ["mendeley-3534"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01367.9a717ca796511aa95c97274c68525fe6:is_spam", "suite": "spam", "family": "spamassassin-b4ffd5861fcc44d0c961", "state": {"channel": "email", "message": "moving SPAM: results to bottom of message.\n\nIs there a way to tell spamassassin to put the results at the bottom\nof the message instead? If not, what is the easiest way to do this.\nI found a report_header, but no equivalent report_bottom.\n\nThanks,\n\nJon.\ntimothy_ali@blueconsulting.com\n\nreal-time communications platform! Don't just IM. Build it in!"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01367.9a717ca796511aa95c97274c68525fe6", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/01367.9a717ca796511aa95c97274c68525fe6", "zefang-8768", "ealvaradob-8374"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2023#19:message_type", "suite": "spam", "family": "nazario-c507666ddf559f7dc005", "state": {"channel": "email", "message": "Your MetaMask wallet will be suspended:\n\nVerify your MetaMask Wallet\n\nOur system has shown that\nyour MetaMask wallet has not yet been verified, this verification can be done\neasily via the button below. Unverified accounts will be suspended on:\n\nWednesday, 04 Febuary, 2010.\n\nWe are sorry for any inconvenience caused by this, but please note that our intention is to keep our customers safe and happy. Safety is and\nwill remain our highest priority.\n\nVerify My MetaMask\n\nThis email is\nsent to: george31@beaconconsulting.net"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#19", "copies": 1, "upstream_ids": ["phishing-2023#19"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00071.feb4bca3576707de8f2e8a3c5d22f106:is_spam", "suite": "spam", "family": "spamassassin-6065c02d1f2e53e05f57", "state": {"channel": "email", "message": "Quoting Ronan Waide <freya_russo@live.com>:\n\nUsing Niall's example - single set of files but >1 namespace, and suppose that\nyou want to delete some items from the set according to rules applied to the\nnamespaces. With soft links you need an *extra* namespace the others refer to,\nand after filtering the namespaces, you have to do a manual reference count to\ndecide what goes and what stays. With hard links, you just unlink and deletion\nis automatic.\n\nRonan.\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00071.feb4bca3576707de8f2e8a3c5d22f106", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00071.feb4bca3576707de8f2e8a3c5d22f106"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00236-0:message_type", "suite": "spam", "family": "generated_legit_email-6417ce45aca9da60d1ea", "state": {"channel": "email", "message": "Q3 Migration Timeline - Action Required\n\nSubject: RE: Q3 Migration Timeline - Action Required\n\nHi Olga,\n\nFollowing up on our call this morning regarding the Q3 server migration.\nThe infrastructure team needs your final sign-off by Friday, 20 June 2014.\nWe cannot proceed with the database transfer until the legacy modules are disabled.\n\nI have attached the revised timeline to the shared drive.\nPlease review the changes to Phase 2 and confirm if the budget holds at $45,000.\nIf we miss this window, the project slips into August.\n\nLet me know if you need to pull anyone else into the discussion.\n\nReview Project Timeline\n\nThanks,\nAshley Park\nSenior Project Manager | Union Logistics\n\nUnion Logistics Inc.\n400 Trade Center Drive, Suite 1200, Atlanta, GA 30309\nPrivacy Policy: unionlogistics.com/privacy"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00236-0", "copies": 1, "upstream_ids": ["gen-00236-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "work email thread between colleagues about a project"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1200:message_type", "suite": "spam", "family": "sms_phishing-687cf68c8346a4be995d", "state": {"channel": "sms", "message": "TODAY is Sorry day.! If ever i was angry with you, if ever i misbehaved or hurt you? plz plz JUST SLAP URSELF Bcoz, Its ur fault, I'm basically GOOD"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1200", "copies": 3, "upstream_ids": ["mendeley-1200", "uci-3165", "uci-353"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing-2024#355:message_type", "suite": "spam", "family": "nazario-dc9bf6aae33359f9d54b", "state": {"channel": "email", "message": "Unusual login attempts on your sjames@gmx.net\n\nUnusual\n\nlogin attempts on your vistaworks.biz account\n\nHello\n\njoshua,\n\nWe\n\nnoticed some unusual login activity with your account.\n\nEmail\n\nsjames@gmx.net\n\nTime\n\n11/22/2014 5:45:39 p.m..\n(UTC)\n\nLocation\n\nNew York, USA.\n\nDevice\n\nWindows 10\n\nBrowser\n\nChrome\n\nIP address\n\n61.13.16.238\n\nTo\n\nmake sure your account is secure, let us know if this was you.\n\nThis\nwasn't me\n\nThis\nwas me\n\nWhy\n\nam I getting this email?\n\nThis message was sent to you\nby cPanel Cloud\n\n11/22/2014 5:45:39 p.m.."}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2024#355", "copies": 1, "upstream_ids": ["phishing-2024#355"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00236-1:is_spam", "suite": "spam", "family": "generated_legit_email-94cafbbe4cbee34fbc4d", "state": {"channel": "email", "message": "Self Assessment Tax Return Reminder - Deadline 31 January 2014\n\nDear Linda,\n\nI hope this email finds you well as we approach the end of the year. I am writing from Pioneer Consulting to remind you that your Self Assessment tax return for the 2012-2013 tax year must be filed with HMRC by 31 January 2014. As today is 21 December 2013, we still have a few weeks to gather everything, but I would like to get this completed before the holiday break if possible.\n\nCould you please send over your P60, any dividend statements, and records of expenses related to your freelance work? Once I have those documents, I can finalize the calculations and submit the return on your behalf. Please note that late filing penalties start at £100 immediately after the deadline, so it is very important we do not miss this date.\n\nIf you have any questions or need help locating your paperwork, just give me a ring at the office.\n\nWarm regards,\n\nSharon Hughes\nSenior Tax Advisor\nPioneer Consulting\npioneerconsulting.co.uk"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00236-1", "copies": 1, "upstream_ids": ["gen-00236-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "tax office or accountant reminder about a real deadline"}}
{"id": "spam:nazario:hash-test:phishing-2025#193:message_type", "suite": "spam", "family": "nazario-863919d9744e7edcd105", "state": {"channel": "email", "message": "Request for Quote and Estimated Shipping Date\n\nNew PDF File Received for Order 917966\n\nhans_baker@web.de\n\nPDF file | Wednesday, April 30, 2023 1:35 p.m.\n\nREVIEW\n\nReview Order PDF\n\nNOTE: This transaction has been processed.\nPlease note this is a private link and should not be shared with other parties as it contains confidential information."}, "question": {"type": "choice", "instructions": "Is this message genuine, spam (unwanted bulk or advertising), or phishing (a scam to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-7", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#193", "copies": 1, "upstream_ids": ["phishing-2025#193"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00022-5:is_spam", "suite": "spam", "family": "generated_unwanted_email-72f1c464c192212e1ae7", "state": {"channel": "email", "message": "Congratulations – You Have Won the Willow Rewards Grand Prize\n\nWillow Rewards Official Prize Notification\n\nWinner Name: Zofia Cooper\nNotification Date: 10 August 2010\nPrize Reference Number: WR-2010-4491\nAward Amount: €25,000\nClaim Deadline: 25 August 2010\n\nDear Zofia Cooper,\n\nWe are delighted to inform you that your email address was randomly selected as the grand prize winner of the 2010 Willow Rewards Summer Draw. You have been awarded a cash prize of €25,000.\n\nTo release your funds, a standard processing fee of €150 must be paid to cover international transfer taxes and administrative costs. Please submit your full legal name, current home address, and a copy of your government-issued identification so we can prepare your disbursement.\n\nYou must complete your claim by 25 August 2010. If we do not receive your details and the processing fee by this date, your prize will be forfeited and reassigned to another winner.\n\nTo begin the claims process, please visit:\nhttps://www.mywillowfoods-online.com/prize-claim\n\nAlternatively, you may contact our claims department directly at +49 30 555 0192.\n\nCongratulations once again on your wonderful win.\n\nSincerely,\nThomas Reed\nWillow Rewards Administration"}, "question": {"type": "noul", "instructions": "Is the message spam or phishing, as opposed to a legitimate message? Answer yes or no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-12", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00022-5", "copies": 1, "upstream_ids": ["genu-00022-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a prize or lottery win notice that asks for personal details or a processing fee", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16341:is_spam", "suite": "spam", "family": "zefang_phishing_email-63bca5a944b2f8996b84", "state": {"channel": "email", "message": "Dear Subscriber,If I could show you a way to get up to 10,000 visitors a day to your web site, noting that it will cost you no money, and only 30 minutes a day of your time would you be interested?Click on the link (or copy and paste to your browser) for more information:http://www.worldbizservices.net/your/mpam/moreinfo.aspAnd I promise you this is not some disguised solicitation for money. You do not need to outlay a single, solitary dollar, pound, punt, rand, mark or euro for this 12 step lesson plan to work for you.This is a marketing strategy that out-performs anything you have seen before. Register for free and you will learn how to combine the synergistic potential of over 50 free programs.Click on the link (or copy and paste to your browser) to see the proof:http://www.worldbizservices.net/your/mpam/moreinfo.aspOur main site receives over 28,000 visitors a day, with each visitor averaging 2.8 page views. We have received over 11 million visitors since we began!Over 117,000 people worldwide have joined this program during the 10 months it has been operating.Act today - click on the link (or copy and paste to your browser) to join them in their success:http://www.worldbizservices.net/your/mpam/moreinfo.aspMy very best wishesMikep.s. This 12 step instruction course is absolutely free, and once you have completed it only an hour or less a day is needed to get thousands of visitors to any website you choose!http://www.worldbizservices.net/your/mpam/moreinfo.asp********************************************\nYou are receiving this email either as agreed to when you posted to one of our many ffa pages, classified ad sites or search engines (either manually or through an automatic submission service), or you are on a list of people who are interested in increasing their web site traffic and income.If this is not the case PLEASE accept our sincerest apologies and follow the link below to\n--DeathToSpamDeathToSpamDeathToSpam--\nWelcome to geek heaven.\nhttp://thinkgeek.com/sf"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16341", "copies": 2, "upstream_ids": ["zefang-16341", "ealvaradob-15412"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-4286:is_spam", "suite": "spam", "family": "zefang_phishing_email-6364efe340166a97a09a", "state": {"channel": "email", "message": "technical training with the houston energy expo ! nesa / hea technical training in conjunction with the houston energy expo march 20 & 22 , 2018 at the hyatt regency hotel - downtown houston energy expo is at the george r . brown convention center ! $ 545 . 00 ( nesa / hea member price ) or $ 795 ( non - member price ) gets you into the technical training course of your choice , march 20 - 21 , enex trade show on wednesday , march 21 and the trade show and pipeline and transmission updates on thursday , march 22 ! the attached prospectus is in a pdf file and you will need adobe acrobat to view it . you can download acrobat reader 4 . 0 from our web site at www . nesanet . org . once you have had the opportunity to review the attached technical training 2018 information please feel free to contact me at nesa / hea headquarters with any questions you may have . i look forward to seeing you all there ! lana moore director of education national energy services association / houston energy association ( 713 ) 856 - 6525 phone ( 713 ) 856 - 6199 fax lana . moore @ nesanet . org > - nesa _ trainingsched 2018 . pdf"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-4286", "copies": 2, "upstream_ids": ["zefang-4286", "ealvaradob-4102"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5806:is_spam", "suite": "spam", "family": "sms_phishing-19037fb75fe48b22f425", "state": {"channel": "sms", "message": "Water logging in desert. Geoenvironmental implications."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5806", "copies": 2, "upstream_ids": ["mendeley-5806", "uci-5176"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00031-2:message_type", "suite": "spam", "family": "generated_unwanted_email-6650fa5247de017f4e5a", "state": {"channel": "email", "message": "Signature required: Q1 Budget Proposal\n\nHi Amy,\n\nI hope you are having a good weekend. I have just finished updating the Q1 Budget Proposal document that Marcus asked us to review before Monday's meeting.\n\nCould you please take a look and add your electronic signature when you get a chance? We need all approvals logged before the presentation on Tuesday.\n\nYou can access the document and sign it securely here: https://www.granitelabs7.co/documents/sign/q1-budget-2023\n\nLet me know if you have any trouble opening the file or if you need me to resend the link. The portal uses our standard Granite Labs authentication, so just log in with your usual credentials.\n\nThanks so much for your help with this.\n\nBest wishes,\nCynthia Chen\nProject Coordinator\nGranite Labs\ngranitelabs.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00031-2", "copies": 1, "upstream_ids": ["genu-00031-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a shared document or e-signature request that pretends to be from a colleague and leads to a sign-in page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_unwanted_email:none:genu-00052-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-1d3dee3a4f737b678bd8", "state": {"channel": "email", "message": "Vintage Oak Dining Table\n\nHi Lisa,\n\nI'd love to buy the table, but my account is having issues. Could you accept payment outside the platform? I can send funds directly to your bank. Please email me your IBAN and I will transfer today.\n\nBest regards,\nLarry Park"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00052-0", "copies": 1, "upstream_ids": ["genu-00052-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a marketplace message from a stranger that asks the reader to pay outside the platform through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#197:message_type", "suite": "spam", "family": "nazario-56c8586a494477e21adf", "state": {"channel": "email", "message": "Update your Online Banking Records\n\nDear Sofia Bank customer. Please read this\nmessage and follow it's instructions.\n\nUnauthorized Account Access\nWe recently\nreviewed your account, and we suspect an unauthorized ATM based\ntransaction on your account. Therefore as a preventive measure\nwe have temporary limited your access to sensitive Sofia Bank\nfeatures.\n\nTo ensure that your account is not compromised\nplease login to Sofia Bank Internet Banking and Investing by\nclicking this\nlink, verify your identify and your online\naccounts will be reactivated by our system.\n\nTo get started, please click the link below:\n\nhttps://www.mynfbonline.com/cashman/eCashmanSignon.Asp\n\nImportant information from Sofia Bank.\nThis\ne-mail contains information directly related to your account\nwith us, other services to witch you have subscribed, and/or any\napplication you may have submitted.\nSofia Bank and its service\nproviders are committed to protecting your privacy and ask you\nto send sensitive account information through e-mail."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#197", "copies": 1, "upstream_ids": ["phishing0.mbox#197"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1222:message_type", "suite": "spam", "family": "sms_phishing-b3ac42a9cb5f0d9ab6d5", "state": {"channel": "sms", "message": "Yun buying... But school got offer 2010 plus only..."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1222", "copies": 2, "upstream_ids": ["mendeley-1222", "uci-1160"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1476:is_spam", "suite": "spam", "family": "sms_phishing-a45f0bea94d80c75e821", "state": {"channel": "sms", "message": "Just woke up. Yeesh its late. But I didn't fall asleep til &lt;#&gt; am :/"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1476", "copies": 2, "upstream_ids": ["mendeley-1476", "uci-3058"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/01140.71d7100b58f00faaf258b49150c6f54a:message_type", "suite": "spam", "family": "spamassassin-37317c57c092f87aaffa", "state": {"channel": "email", "message": "Help! I've lost my exmh-unseen window!\n\nIn article <E17tS0T-0001zD-00@rds059> you write:\nWhen I do that, it just moves my mouse to the very edge of a window\n(probably trying to center it on the off-screen window in question.)\n\nI'll have to try it with another window manager and see if I can\nget exmh to put it back inside of sane boundaries. I don't have this\nproblem with any other windows, though. Just the exmhunseen window.\n\nPat"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/01140.71d7100b58f00faaf258b49150c6f54a", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/01140.71d7100b58f00faaf258b49150c6f54a"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4439:is_spam", "suite": "spam", "family": "sms_phishing-8a3eeefbd273da7ccc68", "state": {"channel": "sms", "message": "Nova Medical Centers, conducts a shoulder Pain clinic on Mar 5th.Consult our renowned shoulder specialists Dr.Mahesh Reddy & Dr.Jatty Call-9686578312,9980295914"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4439", "copies": 1, "upstream_ids": ["mendeley-4439"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5783:message_type", "suite": "spam", "family": "sms_phishing-bddb7076e07ab30649db", "state": {"channel": "sms", "message": "Pick you up bout 7.30ish? What time are and that going?"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5783", "copies": 2, "upstream_ids": ["mendeley-5783", "uci-395"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00319.a99dff9c010e00ec182ed5701556d330:is_spam", "suite": "spam", "family": "spamassassin-e08158b251f6a7ef3e69", "state": {"channel": "email", "message": "Free Excerpt; Baby Makers, Loser Choosers, & Welfare Abusers...Images of My America!\n\nForeword\n\nAfter thirty?three years of being a black man living in \"Ghetto America,\" an environment notorious for danger, crime, and poverty, I have made startling discoveries involving young African?American men and women who comprise what I have come to define as the \"Black Generation X\". I have become aware that there is no formal distinction separating young African?Americans from the general definition of \"Generation X\". Aside from it being regarded as the generation that followed \"Baby Boomers\", it's important to point out there is no root definition for this term as well. Since the theme of this work is centered on identifying the realities and misconceptions of young African?American culture, I have chosen a definition that incorporates all of the components that were part of my birth, childhood, and young adult life. Taken from a web site entitled \"Generation X\", created and maintained by the Colorado College, the definition is as follows:\n\n\"We are a group of people born between 1961 and 2013. We are individuals who live for the 'here and now', like to experiment, and who require immediate results. We are typically selfish, and cynical, and depend a lot on our parents. We question authority, and feel like we carry the burden of the previous generations. It's that simple. It seems we have come to be called \"Xer's\" simply because we represent something negative to our elders. We may be the one thing all of the generations that precede us have in common, that is the ability to speak assuredly about our shortcomings. Of course, they overlook the fact that we are their responsibility, or actually their fault. Our generation will be called upon to look after our parents knowing they failed to look after us. Intergenerational justice failed somewhere along the way and it will be our task to either rectify it or make it worse.\"\n\"We are a group of individuals who grew up with no one at home after school. It appears we have little hope for the future. No jobs, no homes, and basically no money are almost expected of us. These bleak prospects, along with the fact that we will be forced to support the largest amount of senior citizens ever, do not provide much hope. Some believe that these blockades will be too much for us to handle and we will for the most part fail at life, but many see our individualism and resourcefulness that has been built up through our childhood, as our saviors. We will soon discover who is right and who is wrong.\"\n\nThis definition is important because it demonstrates the widely held belief that Generation X is comprised of one core group of American citizens. It over generalizes the similarities it expresses, and applies them to all those who were born within the corresponding years. When in fact these \"similarities\" speak primarily to only \"white\" issues and concerns. For instance, \"they\" say \"we\" depend a lot on our parents, but in ghetto America \"we\" could only depend on one our mothers! \"They\" also say, \" . . .we feel like we carry the burden of previous generations,\" and \" . . . we will be forced to support the largest amount of senior citizens ever.\" In ghetto America, no one ever gives these issues any thought because survival is in the here and now, and is all \"we\" have time for.\nI have known for many years that the differences that separate Generation Xer's black and white occupants would eventually be identified. I never knew I would be the one doing it. Extracting the \"Black\" from \"Generation X\" and categorizing it for its own sake is a necessary and important contingency. Without doing so, the social ills that plague Ghetto America would be lost within the generalities that are explained away as part of a collective American identity.\nThere are many hidden truths that exist in black America today. \"White America\" charges that we spend our time collecting welfare, refusing to vote, reading elementary styled books, watching music videos, day dreaming of becoming rappers, basketball players, selling drugs, and making babies. Much of this is supported in Marlon Riggs's documentary entitled \"Ethnic Notions.\" When African Americans are mentioned, whites typically envision an image that is strikingly similar to the one that graces the cover of this book. A reality that I confirmed while watching \"Roger & Me,\" another documentary written, and directed by Michael Moore. Sadly, many of us have begun to validate this skewed image, while others bend over backwards in an attempt to pretend we do nothing of the kind, only to be contradicted and embarrassed when presented with the daily programming line up for B.E.T. (Black Entertainment Television). Many of us fail to realize, that whatever embarrassment or shame the ex\nposed truth may reveal, should be taken as an opportunity to improve, empower, enlighten, and ultimately change anyone who is guilty of perpetrating this kind of behavior.\nRegarding Black Women: I have known many in my life and although each has had unique attitudes and personalities, I began to notice the majority of them shared the same collective mentality toward black men as a whole-that black men owed them something, and are required to provide and fulfill what was missing from their lives, be it emotional, physical, or economical.\nNormally that type of assertion would not warrant opposition from me, so long as a reciprocal attitude was extended. In most cases, it has not been. It's funny though, looking back, I am surprised I never paid any attention to the beliefs and attitudes that different black women subscribe to, or the various schools of thought they possessed. Many have placed strict demands and presumptions on the African?American male, some fair and some unfair. Much of what the public believes and understands about the black female's social structure is often filtered by others in the black community who believe these inaccurate and frequently"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00319.a99dff9c010e00ec182ed5701556d330", "copies": 1, "upstream_ids": ["20030228_spam/spam/00319.a99dff9c010e00ec182ed5701556d330"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 17821, "kept_chars": 5991}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00016-3:message_type", "suite": "spam", "family": "generated_legit_email-e43c49d72085f6d75f69", "state": {"channel": "email", "message": "Password reset request for your Harbor Design account\n\nHarbor Design Account Services\n\nHello Kathleen Ross,\n\nWe received a request on 23 January 2022 to reset the password associated with your Harbor Design account. If you made this request, please use the secure link below to create a new password.\n\nAccount holder: Kathleen Ross\nEmail address: aisha36@gmail.com\nRequest time: 23 January 2022 at 14:22 UTC\nSecurity reference: HD-PR-883921\n\nReset my password now\n\nFor your security, this link will expire in exactly 60 minutes. If you did not request a password change, please ignore this message or contact Jennifer Peterson in our support department immediately at 1-888-555-0122.\n\nSecure reset URL: https://www.harbordesign.com/account/reset/883921\n\nThank you for keeping your account secure.\n\nBest regards,\nJennifer Peterson\nClient Security Team\nHarbor Design\nsupport@harbordesign.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00016-3", "copies": 1, "upstream_ids": ["gen-00016-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "genuine password reset email that the user asked for"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00634.3215eb7dfc919ae5ca49520f9fcd43df:message_type", "suite": "spam", "family": "spamassassin-dc7ff99958caedc786d3", "state": {"channel": "email", "message": "AA Meetings the Hottest Place to Meet Women With Big Bucks\n\nless obscure haiku\n\nbuy a puppy, ro!\nthey are chick magnets. master\nventriloquism.\n\ngg\n\nSubject: Re: AA Meetings the Hottest Place to Meet Women With Big Bucks\n\n--]AA Meetings the Hottest Place to Meet Women With Big Bucks\n\nAnd, as always, you can take a page out of Fight Club and start showing up\nat all sorts of support groups. Look what it did for Marla and Jack...\n\n\"JACK You can't have *both* parasites. You take blood parasites and --\nMARLA I want brain parasites.\nShe opens another dryer and does the same thing again. PG 19\nJACK Okay. I'll take blood parasites and I'll take organic brain dementia\nand --\nMARLA I want that.\nJACK You can't have the whole brain!\nMARLA So far, you have four and I have two!\nJACK Well, then, take blood parasites. Now, we each have three.\nMARLA So, we each have three -- that's six. What about the seventh day? I\nwant ascending bowel cancer.\nJACK *I* want ascending bowel cancer.\nMARLA That's your favorite, too? Tried to slip it by me, huh?\nJACK We'll split it. You get it the first and third Sunday of the month.\nMARLA Deal.\""}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00634.3215eb7dfc919ae5ca49520f9fcd43df", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00634.3215eb7dfc919ae5ca49520f9fcd43df"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01388.8bdd1ecbba6a6739b067fe88cd0fa281:is_spam", "suite": "spam", "family": "spamassassin-3beedebe71253411a86f", "state": {"channel": "email", "message": "Hertz Europe- 3 Day Weekend September Deals\n\nAutumn Weekend Break Bonanza - Special 3 Day Weekend Deals\nAvailable to Ryanair passengers travelling during September*\n\nOur Car Hire partners, Hertz, have great rates for 3 day weekend\nrentals across Europe, during September. Providing you with the quality\nand reputation of Hertz, teamed up with Ryanair's lowest fares.\n\nTo book online click http://www.ryanair.com/redirect/hertzredirect.html\n\nHertz - 3 Day Weekend Rates for September***\n\nRates below are expressed as daily rates\n\nRent in FRANCE\nA 1.2 engine car from £22.00 UK POUNDS OR EURO 35 PER DAY\nA 1.8 engine car from £26.00 UK POUNDS OR EURO 41 PER DAY\n\nRent in HOLLAND\nA 1.2 engine car from £22.00 UK POUNDS OR EURO 35 PER DAY\nA 1.6 engine car from £23.50 UK POUNDS OR EURO 37 PER DAY\n\nRent in BELGIUM\nA 1.3 engine car from £23.50 UK POUNDS OR EURO 37 PER DAY\nA 1.4 engine car from £31.00 UK POUNDS OR EURO 49 PER DAY\n\nRent in ITALY\nA 1.2 engine car from £25.00 UK POUNDS OR EURO 39 PER DAY\nA 1.6 engine car from £29.00 UK POUNDS OR EURO 46 PER DAY\n\nRent in GERMANY\nA 1.2 engine car from £24.50 UK POUNDS OR EURO 39 PER DAY\nA 1.6 engine car from £29.00 UK POUNDS OR EURO 46 PER DAY\n\nRent in IRELAND*\nA 1.2 engine car from £27.50 UK POUNDS OR EURO 43 PER DAY\nA 1.4 engine car from £30.00 UK POUNDS OR EURO 47 PER DAY\n\nRent in the UK**\nA 1.2 engine car from £30.00 UK POUNDS OR EURO 47 PER DAY\nA 1.6 engine car from £35.50 UK POUNDS OR EURO 56 PER DAY\n\nHERTZ FULLY INCLUSIVE RATES INCLUDE:\nUNLIMITED MILEAGE, COLLISION DAMAGE WAIVER,\nTHEFT PROTECTION, AIRPORT FEE AND TAX\n\nTo book online click http://www.ryanair.com/redirect/hertzredirect.html\n\nor call the Ryanair Direct - Hertz priority booking line on:\n\n0871 246 0002(UK only)\n0818 304 304 (Ireland)\n00 353 818 304 304 (International Calls)\n\n*Some black out dates apply in September\n**Rates for Bournemouth and Newquay are higher\n***Weekend Rates are applicable only for cars picked up after\n12 midday Thursday and dropped off before 12 midday Tuesday\nAll rates are subject to availability\nRates are only available at Ryanair airport locations\nDrivers must be over 25 with a full clean driving licence\n\nE-MAIL DISCLAIMER\n\nThis e-mail and any files and attachments transmitted with it\nare confidential and may be legally privileged. They are intended\nsolely for the use of the intended recipient. Any views and\nopinions expressed are those of the individual author/sender\nand are not necessarily shared or endorsed by Ryanair Holdings plc\nor any associated or related company. In particular e-mail\ntransmissions are not binding for the purposes of forming\na contract to sell airline seats, directly or via promotions,\nand do not form a contractual obligation of any type.\nSuch contracts can only be formed in writing by post or fax,\nduly signed by a senior company executive, subject to approval\nby the Board of Directors.\n\nThe content of this e-mail or any file or attachment transmitted\nwith it may have been changed or altered without the consent\nof the author. If you are not the intended recipient of this e-mail,\nyou are hereby notified that any review, dissemination, disclosure,\nalteration, printing, circulation or transmission of, or any\naction taken or omitted in reliance on this e-mail or any file\nor attachment transmitted with it is prohibited and may be unlawful.\n\nIf you have received this e-mail in error\nplease notify Ryanair Holdings plc by emailing postmaster@ryanair.ie\nor contact Ryanair Holdings plc, Dublin Airport, Co Dublin, Ireland.\n\n---\nYou are currently subscribed to customers as: ronald_nelson@quartzgroup.io"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01388.8bdd1ecbba6a6739b067fe88cd0fa281", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01388.8bdd1ecbba6a6739b067fe88cd0fa281"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3308:is_spam", "suite": "spam", "family": "sms_phishing-8030fbce31180f24c98b", "state": {"channel": "sms", "message": "U so lousy, run already come back then half dead... Hee..."}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3308", "copies": 2, "upstream_ids": ["mendeley-3308", "uci-3104"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00439-1:is_spam", "suite": "spam", "family": "generated_legit_email-1c492f4e24aca5545b56", "state": {"channel": "email", "message": "Order Receipt - Ember Design Studio Supplies\n\nHi Ananya,\n\nThanks for sending that over. I've attached the official order receipt for the studio supplies you requested last week. The total came to £412.50, which has been charged to the Rivertech procurement account. Everything should arrive by Thursday.\n\nYou can view the full itemized receipt and download it for your records here: https://www.emberdesign.co.uk/receipts/inv-9921\n\nLet me know if you need anything else added to the next batch.\n\nBest,\nGregory Martinez\nOffice Manager\nEmber Design"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00439-1", "copies": 1, "upstream_ids": ["gen-00439-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "order receipt from an online shop"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4549:message_type", "suite": "spam", "family": "sms_phishing-cf73c7c7721cf250cc1b", "state": {"channel": "sms", "message": "My friends use to call the same."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4549", "copies": 2, "upstream_ids": ["mendeley-4549", "uci-2645"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-2547:message_type", "suite": "spam", "family": "sms_phishing-4a3911ecf8ddccfeb42f", "state": {"channel": "sms", "message": "A lot of this sickness thing going round. Take it easy. Hope u feel better soon. Lol"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-2547", "copies": 2, "upstream_ids": ["mendeley-2547", "uci-4075"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/02471.18281d43dc0775e915267c2ea5170f1f:is_spam", "suite": "spam", "family": "spamassassin-986de13be39d362e77d7", "state": {"channel": "email", "message": "Blocking ?\n\nThis is possible, however using SA as a block criteria is not recommended.\nSA does have a very realistic chance of mis-marking mail so using it as an\nautodelete function is at best extraordinarily foolish.\n\nHowever, here's what the procmail rule will look like (dug up from an old\npost to this list by Steve Thomas):\nin your .procmailrc file:\n\n:0\n* x-spam-status: yes\n/dev/null\n\nDO NOT DO THIS! You'll throw out a LOT of legitimate messages over time.\n\nInstead, do what the docs suggest and put them into a separate mail folder:\n\n:0:\n* x-spam-status: yes\n$MAILDIR/spam\n\nAt 02:55 PM 11/25/2024 +0100, Erik Jakobsen wrote:\n\nhandheld. Power & Color in a compact size!"}, "question": {"type": "noul", "instructions": "Answer yes if the message is spam (unwanted bulk or advertising) or phishing (a scam seeking personal details or money), and no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-4", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/02471.18281d43dc0775e915267c2ea5170f1f", "copies": 3, "upstream_ids": ["20030228_easy_ham/easy_ham/02471.18281d43dc0775e915267c2ea5170f1f", "zefang-897", "ealvaradob-870"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["ealvaradob_phishing:ham", "spamassassin:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "spamassassin", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1994:is_spam", "suite": "spam", "family": "sms_phishing-621103525e3502aacd6b", "state": {"channel": "sms", "message": "Well i know Z will take care of me. So no worries."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1994", "copies": 2, "upstream_ids": ["mendeley-1994", "uci-366"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-1698:message_type", "suite": "spam", "family": "sms_phishing-f7eb1d108226d681fc37", "state": {"channel": "sms", "message": "I miss you so much I'm so desparate I have recorded the message you left for me the other day and listen to it just to hear the sound of your voice. I love you"}, "question": {"type": "choice", "instructions": "Decide which kind this message is: legitimate; spam, meaning unwanted bulk or advertising; or phishing, meaning a scam after personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-17", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1698", "copies": 2, "upstream_ids": ["mendeley-1698", "uci-3825"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-6996:is_spam", "suite": "spam", "family": "zefang_phishing_email-babb255ae64a1d7ef4e0", "state": {"channel": "email", "message": "doorstep meeting sally , following our doorstep meeting today , i am following up on your request that i forward to you the list of portland transactions for which we still require documentation , e . g . invoices , sap entries , etc . for the settlements testing only , we reduced the deal population from 23 to ten randomly - selected transactions , in order to facilitate the settlement group ' s ability to complete both its monthly close obligations and our doorstep request . the deal selection is indicated in yellow , and the missing items , in green . also per your request , attached are the five \" non - standard \" deals for which we have been unable to obtain any information at all . our primary need is just to get a basic understanding of these transactions . colorado springs utilities 10 / 1 / 98 - 9 / 30 / 03 colorado 50 - 150 mws bpa 10 / 1 / 01 - 12 / 31 / 05 nw delivered 105 mws welded tube 1 / 1 / 98 - 6 / 30 / 05 pge - nw 5 . 2 - 12 mws british columbia power exchange 1 / 1 / 98 - 1 / 1 / 15 cob 85 - 176 mws harbor cogen thank you for your help , sally , ken"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-6996", "copies": 2, "upstream_ids": ["zefang-6996", "ealvaradob-6705"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00043-3:message_type", "suite": "spam", "family": "generated_legit_email-0cb02e9e56cb971deacc", "state": {"channel": "email", "message": "Yoga mat listing\n\nHey Amara, yes I'm still selling the purple yoga mat! It's barely used. I can drop it off at your place tomorrow around 4pm if that works. Let me know!\n\nAva Hassan\nhttps://www.willowhealth.io/profile/ava"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00043-3", "copies": 1, "upstream_ids": ["gen-00043-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "marketplace message from a buyer or seller about an item"}}
{"id": "spam:generated_unwanted_email:none:genu-00044-0:message_type", "suite": "spam", "family": "generated_unwanted_email-2e674ea04c001c744daa", "state": {"channel": "email", "message": "Action Required: Subscription Renewal Failed\n\nDear Liam Sanchez,\n\nWe are writing to inform you that our system was unable to process the automatic renewal of your SilverFoods Pro subscription. The payment method currently on file has been declined by your bank, and as a result, your account has been temporarily suspended.\n\nPlease review the details of the failed transaction below:\n\nAccount holder: Liam Sanchez (priya31@oakgroup.io)\nOrder number: SF-2010-884921\nPlan: SilverFoods Pro Annual Business License\nAmount due: £149.99\nRenewal date: 12 May 2010\nStatus: Payment Declined\n\nTo restore full access to your dashboard, order history, and premium supplier directory, we kindly ask that you update your billing information. You can securely submit your new card or bank details by visiting the link below:\n\nhttps://www.silverfoods27.com/renew-payment/884921\n\nPlease complete this step by 19 May 2010. If your payment details are not updated by then, your account will be downgraded to the free tier, and any pending purchase orders will be automatically cancelled.\n\nIf you have already arranged an alternative payment with our accounts team, please disregard this notice. Should you need any assistance, our support staff are available Monday through Friday from 08:00 to 18:00 GMT at +44 20 7946 0321.\n\nThank you for your prompt attention to this matter and for continuing to do business with SilverFoods.\n\nKind regards,\nDennis Smith\nBilling Department\nSilverFoods\nsupport@silverfoods.com\n\nSilverFoods Ltd | Unit 4, Riverside Business Park, London, SE1 4YR\nThis is an automated service notification. Please do not reply directly to this email."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00044-0", "copies": 1, "upstream_ids": ["genu-00044-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a subscription renewal failure notice that pretends to be from a streaming, software or cloud storage service and asks for new payment details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1182:message_type", "suite": "spam", "family": "sms_phishing-b062e02655f9ad931a6e", "state": {"channel": "sms", "message": "cool. We will have fun practicing making babies!"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1182", "copies": 2, "upstream_ids": ["mendeley-1182", "uci-1404"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-80:is_spam", "suite": "spam", "family": "zefang_phishing_email-b2bc40e70e50f2f5734a", "state": {"channel": "email", "message": "confidence attn : manager hello dear , i am well confidence of your capability to assist me in a transaction for mutual benefit for both parties , ie ( me and you ) i am also believing that you will not expose or betray the trust and confidence i am about to establish on you . i have decided to contact you with greatest delight and personal respect . well , i am bello sankoh , son to mr foday sankoh who was arrested by the ecomaog peace keeping force months ago in my country sierra leone . few days before the arrest of my father , he confided in me and ordered me to go to his underground safe and move out immediately , with a deposit agreement and cash receipt he made with a security company in abidjan cote d ' ivoire where he deposited one iron box containing usd $ 22 million dollars cash ( twenty two million dollars cash ) . this money was made from the sell of gold and diamond by my father and he have already decided to use this money for future investment of the family before his arrest . thereafter , i rushed down to abidjan with these documents and confirmed the deposit of the box by my father . also , i have been granted political stay as a refugee by the government of c?te d ' ivoire . meanwhile , my father have instructed me to look for a trusted foreigner who can assist me to move out this money from c?te d ' ivoire immediately for investment . based on this , i solicit for your assistance to transfer this fund into your account , but i will demand for the following requirement : ( 1 ) could you provide for me a safe bank account where this fund will be transferred to in your country or another nearby country where taxation will not take great toll on the money ? ( 2 ) could you be able to assist me to obtain my travelling papers after this transfer to enable me come over to meet you in your country for the investment of this money ? ( 3 ) could you be able to introduce me to a profitable business venture that would not require much technical expertise in your country where part of this fund will be invested ? please , all these requirements are urgently needed as it will enable me to establish a stronger business relationship with you hence i will like you to be the general overseer of the investment thereafter . i am a christian and i will please , want you to handle this transaction based on the trust i have established on you . for your assistance in this transaction , i have decided to offer you 12 % percent commission of the total amount ( 22 million dollars ) at the end of this business . the security of this business is very important to me and as such , i would like you to keep this business very confidential . i shall expect your urgent reply . my telephone number is 22507625348 . thank you and god bless you bello sankoh tel : 22507625348 envoyez des messages musicaux sur le portable de vos amis"}, "question": {"type": "noul", "instructions": "Decide if this message is spam or phishing. Unwanted mass or advertising messages and scams asking for personal details or money are yes; anything normal is no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-14", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-80", "copies": 2, "upstream_ids": ["zefang-80", "ealvaradob-78"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01022.83ef7352b083a85f5f7ae8f20f31578f:message_type", "suite": "spam", "family": "spamassassin-ede638747dac569591d0", "state": {"channel": "email", "message": "NYTimes.com Article: Bigger Bar Code Inches Up on Retailers\n\nThis article from NYTimes.com\nhas been sent to you by ingrid60@mail.com.\n\nLet's see... a decimal digit is about 3.33 bits, so this is all about moving from a 36-bit to a 46-bit addressing system. Kind of makes the debate about IPv6 spaces quite real, as well as the Auto-ID center at MIT's proposal for a physical markup language.\n\nActual barcode size may yet decline to the point that 2-D codes may yet make it an individual-item level of addressing.\n\nSeeing software systems this fantastically brittle after fifty years is not, unfortunately, surprising. Are we sure we really know better yet? Are angle brackets really the key to immortality? :->\n\nInteresting reinforcement of the Voyager piece I archived earlier today...\n\nRK\n\ningrid60@mail.com\n\nBigger Bar Code Inches Up on Retailers\n\nAugust 12, 2016\nBy KATE MURPHY\n\nIn a little more than two years, retailers in the United\nStates and Canada will face a deadline that promises\ntechnological challenges akin to the Year 2014 computer\nproblem.\n\nStarting Jan. 1, 2019, the 12-digit bar codes retailers use\nto identify everything from cars to candy bars will go to\n13 digits. The additional number (and associated bars and\nspaces) is enough to make checkout scanners seize up and\nmake computers crash, perhaps disrupting entire supply\nchains.\n\nBut many retailers have yet to focus on a problem that will\nrequire significant investments in time and capital.\n\n\"Most retailers are public companies that tend to live\nquarterly and not look ahead, which means they are going to\nbe hit over the head with this and have to scramble at the\nlast minute to avert disaster,\" said Thomas Friedman,\npresident of Retail Systems Research Services, a company in\nNewton, Mass., that publishes a retail information\ntechnology newsletter.\n\nLeading retailers say they have begun to address the issue.\nA spokesman for Wal-Mart Stores, the world's largest\nretailer, said the company had \"embraced the concept\" of an\nexpanded bar code, but he did not respond to questions\nabout actual measures taken to prepare computer databases\nand logistical systems. Similarly, a spokesman for the\nTarget Corporation said his company was \"intellectually\nready\" for the change but refused to comment on whether any\nof its stores or warehouses were technologically ready.\n\nBut Richard A. Galanti, the chief financial officer of\nCostco Wholesale, admitted, \"The truth is, given the\ntimeline, everybody's still in the assessment phase, trying\nto figure out what to do.\"\n\nThe difficulty is similar to the one posed by the Year 2014\ncomputer problem, when computer software had to be switched\nfrom two-digit entries identifying years to four-digit\nentries. Before Jan. 1, 2014, millions of lines of code had\nto be rewritten to avoid widespread computer failures.\n\nBar codes have been used in packaging since 1974, when the\nfirst item, a pack of chewing gum, was scanned at a\nsupermarket in Ohio. The codes identify a product,\ndistinguishing between an eight-ounce can of Del Monte\ncreamed corn and a medium-size pair of Hanes boxer shorts.\nWhen a bar code is scanned, the information in the store's\ndatabase lets the retailer assign a price and track sales\nand inventory.\n\n\"The bar code is the linchpin upon which everything in\nretail depends,\" Mr. Friedman said.\n\nThe reason for expanding the 12-digit bar code, known as\nthe Universal Product Code, is twofold. First, there is a\nshortage of U.P.C. numbers. \"There's only a certain amount\nof 12-digit numbers, and we're going to run out,\" said John\nTerwilliger, vice president of global markets at the\nUniversal Code Council, a nonprofit organization based in\nLawrenceville, N.J., that assigns codes in the United\nStates and Canada. Second, 13-digit bar codes are used\nalmost everywhere else in the world. The council's European\ncounterpart, EAN International, based in Brussels, assigns\nthese numbers, called European Article Numbers, to\ncompanies in 99 nations. \"Right now,\" Mr. Terwilliger said,\n\"foreign importers have to get a 12-digit U.P.C. to do\nbusiness over here, which they haven't been too happy\nabout.\"\n\nForeign manufacturers currently pass on to consumers the\ncost of getting an additional bar code and creating special\nlabels for products sold in the United States and Canada.\n\"It's an added expense for them, and they have to recoup it\nsomewhere,\" said Debra Shimkus, marketing manager at the\nChicago Importing Company, a specialty food importer whose\noverseas suppliers are often incredulous when they are told\nthey have to get new bar codes for their products before\nthey can be sold in American groceries.\n\nMany foreign manufacturers decide that it is not worth the\ntrouble. \"A lot of companies have been unwilling to accept\nthe additional burden,\" Mr. Terwilliger said, \"and have\nstayed out of the market entirely.\"\n\nAmerican and Canadian exporters have not had the same\nobstacle because foreign retailers can easily incorporate a\n12-digit number into their 13-digit databases by making the\nfirst digit zero. That is why American and Canadian\nmanufacturers of products that now have 12-digit codes will\nnot be affected by the code expansion. A two-liter bottle\nof Coca-Cola, for example, will keep the same U.P.C., but a\nzero will be added to the beginning of its bar-code number\nin retailers' product databases.\n\n\"The effect of the change in the U.P.C. code falls squarely\non retailers,\" said Mr. Friedman. He estimates that the\nupgrade will cost at least $2 million for a chain of 100\nstores with 10 checkout lanes a store.\n\nThe expense will vary depending on the age of a retailer's\ndatabases, software and hardware and whether it has to hire\noutside consultants to make the change. Scanners and other\nhardware bought more than three years ago will not read\nlonger codes and will have to be replaced. Software more\nthan five years old will also have to be scrapped.\n\n\"Thank God we'd already planned to buy new equipment for a\nlot of stores this year,\""}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01022.83ef7352b083a85f5f7ae8f20f31578f", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01022.83ef7352b083a85f5f7ae8f20f31578f"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": {"original_chars": 10260, "kept_chars": 5994}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4120:message_type", "suite": "spam", "family": "sms_phishing-a406520aef0e4a7aec58", "state": {"channel": "sms", "message": "Dear, will call Tmorrow.pls accomodate."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4120", "copies": 2, "upstream_ids": ["mendeley-4120", "uci-132"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing3.mbox#1511:is_spam", "suite": "spam", "family": "nazario-263903aacb4709d93648", "state": {"channel": "email", "message": "CitiBank Alert Message 12/02/2021\n\nFwd: Software Upgrade\n\nDear\nclient of CitiBank,\n\nTechnical\nservices of the CitiBank are carrying out a planned software\nupgrade. We earnestly ask you to visit the following link to start the\nprocedure of confirmation on customers data.\n\nTo get\nstarted, please click the link below:\n\nhttps://web.da-us.citibank.com/signin/citifi/upgrade/%?6488820019\n\nThis\ninstruction has been sent to all bank customers and is obligatory to\nfallow.\n\nThank\nyou,\n\nCustomers\nSupport Service."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#1511", "copies": 2, "upstream_ids": ["phishing3.mbox#1511", "phishing3.mbox#1518"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00653-4:is_spam", "suite": "spam", "family": "generated_legit_email-84eae214cb157ef39725", "state": {"channel": "email", "message": "Calendar Update: Q3 Strategy Sync\n\nAtlasWorks Collaboration Platform\n\nHi Benjamin Dubois,\n\nKimberly Davis has invited you to a meeting.\n\nEvent: Q3 Strategy Sync\nTime: 10:00 AM - 11:30 AM EST\nLocation: Conference Room B / Virtual Bridge\n\nJoin Meeting\n\nAgenda:\nReview Q2 performance metrics\nAlign on Q3 deliverables\nAssign project leads\n\nPlease accept or decline this invitation by Monday, 8 July 2017 so we can finalize the attendee list.\n\nIf you need to reach Kimberly directly before the meeting, her office phone is (312) 555-0162.\n\nView full calendar details: https://www.atlasworks.co.uk/calendar/events/q3-strategy-sync\n\nAtlasWorks Ltd, 45 Queen Street, London EC4R 1BU\nPrivacy Policy: https://www.atlasworks.co.uk/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00653-4", "copies": 1, "upstream_ids": ["gen-00653-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "meeting invitation or calendar update from a colleague"}}
{"id": "spam:sms_phishing:hash-test:mendeley-713:is_spam", "suite": "spam", "family": "sms_phishing-655b95cfdf18bbf2f042", "state": {"channel": "sms", "message": "Ok i'm coming home now."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-713", "copies": 2, "upstream_ids": ["mendeley-713", "uci-4194"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-5875:message_type", "suite": "spam", "family": "sms_phishing-88159872e7994fa416cc", "state": {"channel": "sms", "message": "I don't know u and u don't know me. Send CHAT to 86688 now and let's find each other! Only 150p/Msg rcvd. HG/Suite342/2Lands/Row/W1J6HL LDN."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5875", "copies": 1, "upstream_ids": ["mendeley-5875"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam"], "datasets": ["sms_phishing"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2737:is_spam", "suite": "spam", "family": "zefang_phishing_email-8d07a6bfd2a5402d6e04", "state": {"channel": "email", "message": "check this profile * * * * watch this one july 21 as we know many of you like momentum * * * * * . . . breaking news out . . . strong b - u - y issued july 17 at market close make sure you keep your eyes glued on uaig starting thursday . ua international group , symbol : uaig current price : . 60 would you be happy with $ 1 . 5 o by friday ? ? ? ? major financial news was released ua international signs agreement with ukrauto concern thursday july 14 , 5 : 0 o pm et kiev , ukraine - - ( business wire ) - - july 14 , 20 o 5 - - ua international group , ltd . ( pink sheets : uaig - news ) , a ukrainian water and electrical infrastructure , delivery and real estate development company , today announced that it has entered into an agreement with ukrauto concern , a ukrainian company that maintains the distribution rights to import and sell automobiles from the korean automobile manufacturer , daewoo , the japanese nissan , and the usa based general motors brand , chevrolet . ua international group will provide heat and electricity to ukrauto concern . vitaly zhygun , president of ua international group , ltd . commented : \" we are pleased to continue winning bids to supply crucial infrastructure development and services to commercial businesses in ukraine . ukrauto concern is a major importer of automobiles to ukraine , and we are pleased that they have chosen ua international group subsidiary kyivenergomash as a key supplier of their electrical infrastructure and energy needs . \" about ua international group : based in kiev , ukraine , ua international group is a water and electricity infrastructure , delivery and real estate development company . management believes that the company is well positioned to show significant growth in sales and profits in the months and years ahead . specializing in water treatment , delivery , filtration , drilling , sewage and electrical infrastructure , delivery and maintenance , uaig is in position to become the prime service company in ukraine . americans have watched the real - estate market go absolutely bonkers . some worry that it might come to an end real soon . while some of you are still thinking , others are taking their monies where they think the same sort of boom is just beginning . information within this email contains \" for wardlooking stateme nts \" within the meaning of sec tion 27 aof the secur ities act of 1933 and section 21 b of thesecu rities exch ange act of 1934 . any statem ents that express or invo lve discussions with respect to predi ctions , expect ations , beliefs , plans , proje ctions , object ives , goals , ass umptions or future events or performance are not state ments of histor ical fact and may be \" forward looking statements . \" forwa rdlooking state ments are based on expectat ions , estimates and proje ctions at the time the statements are made that involve a number of risks and uncer tainties which could cause actual results or events to differ materially from those presently ant icipated . forward look ing stat ements in this action may be iden tified through the use of words such as \" proje cts \" , \" for esee \" , \" exp ects \" , \" will , \" \" anti cipates , \" \" esti mates , \" \" belie ves , \" understan ds \" or that by stat ements indicating certain actions \" may , \" \" could , \" or \" might \" occur . risk factors include general econ omic and business con ditions , the ab ility to acqu ire and deve lop specific projects , the ability to fund operations and changes in consumer and busi ness consum ption habits and other factors overwhich the company has little or no control . the publisher of this newsl etter does not represent that the informa tion contained in this message states all material facts or does not omit a material fact necessary to make the statements therein not misleading . all infor mation provided within this email pert aining to inves ting , st ocks , securi ties must be under stood as information provi ded and not inves tment advice . the publi sher of this newsletter advises all readers and subscr ibers to seek advice from a reg istered profess ional secur ities repres ntative before deciding to trade in stocks featured within this email . none of the material within this report shall be construed as any kind of inves tment advice or soli citation . many of these comp anies are on the verge of bank ruptcy . you can lose all your money by investing in this stock . we urge you to read the company ' s sec filings now , before you invest . the publi sher of this newsletter is not a reg stered invstme nt advis or . subscribers should not view information herein as legal , tax , accounting or invest ment advice . in comp liance with the securiti esact of 1933 , section 17 ( b ) , the publisher of this newsletter is contracted to receive six hundred thousa nd free trad ing shares from a third party , not an officer , director or affi liate shar eholder for the circul ation of this report . be aware of an inherent conflict of interest resulting from such compensa tion due to the fact that this is a paid adve rtisement and is not without bias . the party that paid us has a position in the st ock they will sell at anyt ime without notice . this could have a negat ive impact on the price of the st ock , causing you to lose money . all factual infor mation in this report was gat hered fr om public sources , including but not limited to sec filings , company websites and compa ny press rel eases . the publisher of this newsl etter beli eves this informationto be eliable but can make no guarantee as to its accuracy or comple teness . use of the mat rial within this email consti tutes your accepta nce of these terms ."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2737", "copies": 2, "upstream_ids": ["zefang-2737", "ealvaradob-2626"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing3.mbox#377:is_spam", "suite": "spam", "family": "nazario-62de69d58bd19ff3eb2d", "state": {"channel": "email", "message": "Fifth Third Bank - confirmation procedure. [Tue, 12 Dec 2014 19:21:47 -0000]\n\nFive minutes, maybe. celebrant cowbell \"Did you think I'd steal something out of it?\n\"She stood in the doorway looking at him fixedly so fixedly that his face began to feel warm and he supposed he was blushing. As we do, Paul. Don't you think so, Paul? How long do you think you need? His dreams were bad. The proverb says revenge is a dish best eaten cold, but Ronson Fast-Lite had yet to be invented when they made that one up. \"When he saw us, he started to cry, he said, and finally added: \"He kept calling me David. boltzmann"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing3.mbox#377", "copies": 1, "upstream_ids": ["phishing3.mbox#377"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-633:is_spam", "suite": "spam", "family": "sms_phishing-e8ac36951e900ab792fb", "state": {"channel": "sms", "message": "Hmmm.... Mayb can try e shoppin area one, but forgot e name of hotel..."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-633", "copies": 2, "upstream_ids": ["mendeley-633", "uci-4842"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-2848:is_spam", "suite": "spam", "family": "zefang_phishing_email-ef04f1b39a5b56762f2a", "state": {"channel": "email", "message": "whatever happened to 'd ? dear subscribers , recently i came across an example of better used without had in the following construction : she better stop . as it was an american publication , i assumed that the use of had in such expressions had completely disappeared , in written as well as spoken us english . i would not have been surprised to find that it had disappeared from spoken usage , since there are obvious phonological reasons , but the loss of it in writing indicated to me that the use of better alone was quite standardised . this poses a question for me , and i was wondering if anyone out there has a suggestion . if it is now standardised , and there is no longer a had , why does n't the former bare infinitive stop now become finite and take 3ps inflection ( ? she better stops ) ? is this because it now has assumed a subjunctive-like quality ? can it then be associated with the expression : it is better that she stop ? if so , can another adjective be substituted for better here , e . g . it is good that she stop ) ? ? she good stop ? how has this been reanalysed , and what are the implications ? ( susan dopke informs me that some grammarians have interpreted better in these contexts as an auxiliary , and if that is the case , can we use sub-aux inversion to make it a question ? ( ? better she stop ? ) is this now acceptable too ? please send your suggestions if this bothers you . debbie ziegeler"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-2848", "copies": 2, "upstream_ids": ["zefang-2848", "ealvaradob-2732"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-592:is_spam", "suite": "spam", "family": "zefang_phishing_email-9b5b1e7834bee0d568b0", "state": {"channel": "email", "message": "never see a doctor again to get the medocations you want vo 4 8 ub u 49 p 26 oiy 7 pm 6 8 mq 3 bf 6 q 8 f 2 3 s 3 k 94 jw . why pay doctors to tell you what you already want ? v i a g r a . . . 7 x 7 ouu 9 rjorx oyla 6 typl 1 9 zu 25 so 03 z 76 f . more $ a \\ / ings then you think , press . noq timl 814 ko jjqb t xi 578 ubu 49 p 26 o iy 7 p . m 68 mq 3 b f 6 q 8 f 23 s 3 k 94 jwr g 7 x 70 uu 9 r jorx . but at that moment i glanced round at the crowd that had followed me . t 4 v 5 jkl 2 vvl 0 vo 4 15 gg f 9 m 13 gn 3 . no . that would never do . dq timl 814 koj jqbt xi 5 78 ubu 49 p 2 . m 68 mq"}, "question": {"type": "noul", "instructions": "Check the message: is it spam or phishing? Say yes for unwanted advertising, bulk sends or scams trying to get personal details or money; say no for a genuine message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-7", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-592", "copies": 2, "upstream_ids": ["zefang-592", "ealvaradob-573"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-7082:is_spam", "suite": "spam", "family": "zefang_phishing_email-e3e4367d7bc67b93ca9a", "state": {"channel": "email", "message": "start date : 1 / 31 / 02 ; hourahead hour : 18 ; start date : 1 / 31 / 02 ; hourahead hour : 18 ; no ancillary schedules awarded . no variances detected . log messages : parsing file - - > > o : \\ portland \\ westdesk \\ california scheduling \\ iso final schedules \\ 2002013118 . txt"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-7082", "copies": 2, "upstream_ids": ["zefang-7082", "ealvaradob-6788"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-3366:message_type", "suite": "spam", "family": "sms_phishing-4bc34de5727b67f6b101", "state": {"channel": "sms", "message": "Sorry, I'll call later ..In meeting."}, "question": {"type": "choice", "instructions": "Tell whether the message is legitimate, spam or phishing. Spam: unwanted bulk or advertising. Phishing: a scam after personal details, passwords or money.", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-8", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3366", "copies": 5, "upstream_ids": ["mendeley-3366", "uci-2280", "uci-4184", "uci-4620", "uci-57"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00135.0d5ad403b361fd41210885d4e4b44e81:message_type", "suite": "spam", "family": "spamassassin-ecab161b73435733e24e", "state": {"channel": "email", "message": "ok, so i was also learning about css this weekend (thanks to the fine\nmy travels. first, two style sheets:\n\nhttp://ie.suberic.net/css/style.css:\nbody {\ncolor : black;\nbackground-color : white;\n}\n\nhttp://ie.suberic.net/css/style-windows.css:\nbody {\nbackground-image : url(\"http://ie.suberic.net/images/use.linux.gif\");\nbackground-repeat: repeat;\n}\n\nthen i include the css in an html page like so:\n\nblah\n\nnow i use mod_rewrite to rewrite requests for /css/style.css to\n/css/style-windows.css if the browser is on windows by putting this\nin httpd.conf:\n\nRewriteEngine on\n#RewriteLog \"/tmp/foo.log\" # use this for debugging\n#RewriteLogLevel 3\nRewriteCond %{HTTP_USER_AGENT} Windows\nRewriteRule ^/css/style\\.css$ /css/style-windows.css\n\noh, and of course images/use.linux.gif is an animated gif that is\ntransparent for 55 seconds and then displays \"use linux!\" in a large\nblue font for 5 seconds. :)\n\nand the way to create animated gifs is to put each frame in a layer in\nthe gimp. pick any name for each layer, but make sure each layer ends\nwith (XXXms) where XXX is the number of milliseconds the frame displays.\nthen use the animation tool to export the animation.\n\nkevin\n\n--\nmatthew54@orbithealth.de that a believer is happier than a skeptic is no more to\nfork()'ed on 37058400 the point than the fact that a drunken man is happier\nmeatspace place: home than a sober one. the happiness of credulity is a\nhttp://ie.suberic.net/~kevin cheap & dangerous quality -- g.b. shaw\n\n--"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00135.0d5ad403b361fd41210885d4e4b44e81", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00135.0d5ad403b361fd41210885d4e4b44e81"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#15:message_type", "suite": "spam", "family": "nazario-24d99fdc163db5eaa70b", "state": {"channel": "email", "message": "Fraud Prevention Measures\n\nOfficial information to SunTrust Bank clients:\n\nWe recently reviewed your account, and suspect that your\n\nSuntrust Internet Banking account may have been accessed\n\nby an unauthorized third party.\n\nProtecting the security of your account and of the Suntrust\n\nnetwork is our primary concern.\n\nTherefore, as a preventative measure, we have temporarily\n\nlimited access to sensitive account features.\n\nTo restore your account access, please take the following steps\n\nto ensure that your account has not been compromised:\n\n1. Login to your Internet Banking account.\n\nIn case you are not enrolled for Internet Banking, you will have\n\nto use your Social Security Number as both your Personal ID\n\nand Password and fill in all the required information, including\n\nyour name and your account number.\n\n2. Review your recent account history for any unauthorized\n\nwithdrawals or deposits, and check your account profile to\n\nmake sure not changes have been made. If any unauthorized\n\nactivity has taken place on your account, report this to Suntrust Bank\n\nstaff immediately.\n\nTo get started, please click the link below:\n\nhttps://internetbanking.suntrust.com\n\nThank you for your prompt attention to this matter and thank you for using\nSunTrust Bank!\n\n© 2016 SunTrust Banks, Inc. All rights reserved. Member FDIC\n\nDo not reply to this e-mail as it is an\nunmonitored alias"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#15", "copies": 1, "upstream_ids": ["phishing0.mbox#15"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16995:is_spam", "suite": "spam", "family": "zefang_phishing_email-a82ee801f219a7de4b36", "state": {"channel": "email", "message": "to make any textile product for you to save your cost ( small q ' ty is ok ) ( all ) dear sir / madam , first of all , please kindly note this e - mail is sent by our \" advertising company \" and the e - mail address they use is not \" real \" , therefore , please contact us via \" fax \" or \" post \" . don ' t directly response via \" e - mail \" because we can ' t receive your e - mail . if you want to be removed from the list , please advise your e - mail address via \" fax \" or \" post \" . we are the professional manufacturer of * socks ( especially computer socks ) * stockings * fishnet & fencenet stockings & pantyhoses ( tights ) * compression hosiery ( medical grade & general grade ) including the \" flight sock \" wearing on airplane to prevent from embolism and decrease fatigue . medical grade is for varicose vein . * flight socks ( wearing when travel on the airplane ) * fir ( far infrared ray ) products such as ankle / knee / wrist / elbow supports to prevent from injury and decrease pain and ladies ' shaping girdle to sliminize the belly to obtain a beatiful style . * custom ( tailor ) - made ( make according to your design / sample ) ladies ' lingerie / underwear . men ' s & children underwear are also available for custom - made . * cutom ( tailor ) - made apparel / garment * cutsom ( tailor ) - made any textile product . your label / brand is welcome and small order is ok , please contact us to save your cost ! thank you best regards j . s . fu / president & ceo no . 107 , kuan - fu rd . , bei - dou ( 521 ) , chan ghwa hsien , taiwan . fax : 886 - 4 - 8873056 ( 886 is the country code )"}, "question": {"type": "noul", "instructions": "Does this message count as spam or phishing? Unwanted bulk, advertising and scams for details or money are yes; normal messages are no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-5", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16995", "copies": 2, "upstream_ids": ["zefang-16995", "ealvaradob-16017"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00084-1:is_spam", "suite": "spam", "family": "generated_unwanted_email-67d1435d01cebea4fe8a", "state": {"channel": "email", "message": "Meet new people in your area this weekend\n\nHi Kenneth,\n\nAre you looking to expand your social circle? River Consulting is proud to introduce SocialSpark, a brand-new app designed to help professionals connect with interesting people nearby.\n\nGetting started is simple:\n\n1. Download SocialSpark from your app store today.\n2. Create a profile highlighting your hobbies and interests.\n3. Browse local events and matches curated just for you.\n4. Start chatting and arrange meetups safely through the app.\n\nWhether you want to find a hiking partner, join a book club, or explore the dating scene, SocialSpark makes it easy and secure. Join over 10,000 users who signed up this month alone!\n\nWe hope you enjoy the experience.\n\nWarm regards,\nFatima Harris\nRiver Consulting Team"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00084-1", "copies": 1, "upstream_ids": ["genu-00084-1"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk promotion of a dating or social app", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:generated_legit_email:hash-test:gen-00671-3:message_type", "suite": "spam", "family": "generated_legit_email-da76eb24c9e5828bc745", "state": {"channel": "email", "message": "Reminder: Team Dinner RSVP\n\nHi Julie,\n\nJust sending a quick reminder about our team dinner next week.\n\nEvent: Q4 Marketing Team Dinner\nVenue: The Olive Branch, High Street\nRSVP Deadline: Wednesday 14 November 2014\nEstimated Cost: £35 per person\n\nPlease text me directly to confirm if you can make it by the deadline so I can finalize the reservation.\n\nCheers,\nKevin Jones\nSummit Media Group"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00671-3", "copies": 1, "upstream_ids": ["gen-00671-3"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "personal email between friends or family"}}
{"id": "spam:generated_legit_email:hash-test:gen-00071-2:message_type", "suite": "spam", "family": "generated_legit_email-e25942d13fd839cbf176", "state": {"channel": "email", "message": "Ticket Confirmation - Spring Jazz Night\n\nHello Anna Martin,\n\nThank you for your purchase! Your tickets for Spring Jazz Night have been confirmed. Please review your booking details below and save this email for entry at the venue.\n\nEvent: Spring Jazz Night 2020\nVenue: The Cedar Room, Portland\nOrder number: CJN-2020-88391\nTickets: 2 x General Admission\nAmount: $75.00\nPayment method: Visa ending in 4412\nStatus: Confirmed\n\nDoors open at 7:00 PM and the first act begins at 7:45 PM. You do not need to print anything; simply show this confirmation email on your phone when you arrive at the door.\n\nIf you need to update your guest information or transfer these tickets to someone else, please visit https://www.cedarpartners.com/manage-tickets before 10 March 2020.\n\nWe look forward to seeing you there!\n\nBest regards,\nDonna Ward\nEvents Coordinator\nCedar Partners\nbarbara32@live.com"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00071-2", "copies": 1, "upstream_ids": ["gen-00071-2"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "event ticket confirmation"}}
{"id": "spam:sms_phishing:hash-test:mendeley-609:message_type", "suite": "spam", "family": "sms_phishing-36c0e8de59e4e23a86b4", "state": {"channel": "sms", "message": "Depends on individual lor e hair dresser say pretty but my parents say look gong. U kaypoh.. I also dunno wat she collecting."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-609", "copies": 2, "upstream_ids": ["mendeley-609", "uci-3614"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-15552:is_spam", "suite": "spam", "family": "zefang_phishing_email-e9b9199207602282847e", "state": {"channel": "email", "message": "confirmation request 534 - 228 we tried to contact you last week about refinancing your home at a lower rate . i would like to inform you know that you have been pre - approved . here are the results : * account id : [ 392 - 559 ] * negotiable amount : $ 199 , 206 to $ 683 , 430 * rate : 3 . 13 % - 5 . 57 % please fill out this quick form and we will have a broker contact you as soon as possible . regards , inez mcgrath senior account manager prime lenders , inc . database deletion : http : / / www . mon - nowz . net / r . php"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-15552", "copies": 2, "upstream_ids": ["zefang-15552", "ealvaradob-14700"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1354:message_type", "suite": "spam", "family": "sms_phishing-53f27af2db102c040783", "state": {"channel": "sms", "message": "Pls i wont belive god.not only jesus."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1354", "copies": 2, "upstream_ids": ["mendeley-1354", "uci-3814"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00067-3:is_spam", "suite": "spam", "family": "generated_unwanted_email-3cbd90971290c81a091a", "state": {"channel": "email", "message": "Security Alert: Unrecognized sign-in to your CloudVault account\n\nMichael,\n\nWe detected a suspicious sign-in attempt to your CloudVault account this morning from an IP address located in St. Petersburg, Russia. As a precaution, your account has been immediately locked to protect your files.\n\nTo restore access and verify that it was you attempting to log in, please reply to this message with your registered email address, your current password, and the answer to your security question. Once we receive these details, our security team will review them and unlock your account within two hours.\n\nPlease treat this matter as urgent. If we do not hear from you by 8 April 2014, the account will be permanently suspended.\n\nRegards,\nAaron Young\nCloudVault Security Team"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00067-3", "copies": 1, "upstream_ids": ["genu-00067-3"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a security alert that pretends to be from an online service, says the account is locked or was signed in from abroad, and asks the reader to confirm their details through a link", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01153.8f1eda9dda5ecf5698e94a08217173b1:is_spam", "suite": "spam", "family": "spamassassin-fd668696834dce6cec3a", "state": {"channel": "email", "message": "central management\n\nOnce upon a time, Brian wrote :\n\nWell, I already keep a list of known apt repositories on\ntalked about lately (actually I've been very busy over the week-end and I'm\nsick right now...).\n\nYou could make the whole submission automated, even making the rpm?\n<subliminal message>\nhttp://rpmforge.net/ needs *you*!\n</subliminal message>\n\nMatthias\n\n--\nMatthias Saou World Trade Center\n------------- Edificio Norte 4 Planta\nSystem and Network Engineer 08039 Barcelona, Spain\nElectronic Group Interactive Phone : +34 936 00 23 23"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01153.8f1eda9dda5ecf5698e94a08217173b1", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01153.8f1eda9dda5ecf5698e94a08217173b1"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#736:message_type", "suite": "spam", "family": "nazario-3e34e52a1344cb1cdc7c", "state": {"channel": "email", "message": "ChaseOnlineSM Security Measures\n\nDear Chen Chase & Co Customer,\n\nDue to recent fraudulent activities on some of Chen Chase & Co online\naccounts we are launching a new security system to make Chen Chase & Co\nonline accounts more secure and safe. Before we can activate it we will be checking\nall Chen Chase & Co online accounts to confirm the authenticity of the holder.\n\nAs the Primary Contact, you must confirm the service(s) listed below or it will be\ndeactivated and deleted.\n\nSERVICE: ChaseOnlineSM® with Online Bill Pay\nEXPIRATION:\nApr - 08 - 2015\n\nConfirm Now your\nChaseOnlineSM® and Online Bill Pay services.\n\n-complete the required information to authenticate and reset your account\n\n-make sure your account balance has not been changed\n\n-make sure your details have not been changed\n\n-review recent transactions in your account history for any unauthorized transfer\n\nThank you for using Bill Pay Service. We appreciate your\nbusiness and the opportunity to serve you.\n\nIf you find any type of suspicious activities please contact us immediately.\nPlease include in your message your account number, your account name\nand the unauthorized transfer date & time.\n\nPlease do not reply to this message. For any inquiries, contact Customer Service.\n\nDocument Reference: (87051203).\n\nCopyright 2005\n- 2015 Chen Chase & Co, Chen Chase & Co Copyright © 2015"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#736", "copies": 1, "upstream_ids": ["phishing2.mbox#736"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00196-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-d89ffbc69cd5763a154d", "state": {"channel": "email", "message": "This Week in Crypto: Why Solana Is Poised for a Major Breakout\n\nDear Richard Reed,\n\nWelcome to the Delta Systems weekly market insight newsletter. Every Wednesday, we deliver concise analysis on emerging digital assets and technology equities directly to your inbox.\n\nThis week, our research team has identified three compelling reasons why Solana (SOL) may outperform broader market expectations before the end of 2017:\n\n1. Network Activity Surge: Daily active addresses on the Solana blockchain have increased by 42% over the past month, signaling growing developer and user adoption despite recent market volatility.\n\n2. Institutional Accumulation: Our on-chain data indicates that several mid-sized venture funds have quietly added SOL to their treasury reserves throughout October.\n\n3. Upgrading Infrastructure: The anticipated network upgrades scheduled for late November are expected to resolve previous outage issues, potentially restoring retail confidence ahead of the new year.\n\nTo explore our full research report and see how these factors could impact your portfolio strategy, please visit our dedicated insights page here: https://www.deltasystems.io/research/solana-q4-outlook-2017\n\nDelta Systems is committed to providing actionable intelligence for modern investors. We analyze complex market data so you can focus on strategic decision-making.\n\nThank you for reading this edition of our newsletter.\n\nWarm regards,\n\nMei Nelson\nLead Market Analyst\nDelta Systems\nhttps://www.deltasystems.io\n\nYou are receiving this email because your address was selected for our professional investor outreach program. To manage your communication preferences or unsubscribe from future newsletters, please reply directly to this message."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00196-0", "copies": 1, "upstream_ids": ["genu-00196-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "unsolicited investment newsletter promoting a stock or cryptocurrency", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10848:is_spam", "suite": "spam", "family": "zefang_phishing_email-37bf159088c1e8d6756e", "state": {"channel": "email", "message": "linguistic data consortium ( ldc ) content - length : 3687 the linguistic data consortium ( ldc ) of the university of pennsylvania is collecting telephone speech for three major studies this summer , and we are asking all members of the research community at large to participate in making them a success . the calls are being collected on a new intervoice robotoperator platform that has dramatically increased the ldc 's ability to collect telephone speech . the new system allows up to twelve two channel calls or 24 one channel calls to go on at the same time . up to 20 hours of conversation can be stored before it is necessary to download data ; the download as well as many programming changes can be made without interrupting the application itself . in effect , the application will be operational for 24 hours per day . the projects are as follows : for voice across hispanic america , we need native speakers of spanish ( from any country ) who can call an 800 telephone number and spend five minutes on the telephone reading a series of sentences . participants can receive $ 5 . 00 for their time . for callhome , native speakers of english , egyptian arabic , german , japanese , mandarin and spanish can make a free call to another native speaker from an 800 telephone number anywhere in the world and talk for 30 minutes . participants can receive either $ 10 . 00 or free telephone time . for callfriend , native speakers of english , spanish , tamil , hindi , japanese , french , farsi , german , korean , egyptian arabic and vietnamese can can make a free call to another native speaker from an 800 telephone number anywhere in the u . s . , canada or puerto rico and talk free for 30 minutes . participants can receive either $ 10 . 00 or free telephone time . individuals or organizations who can recruit at least ten callers should contact us to discuss various incentive programs for all three projects . the recordings will be used for nonprofit scientific research and instructional purposes , and are made available to researchers and educators from all over the world on an equal basis . to receive more information , or to get a personal identification number and instructions for making calls , please call us at 1-800 - 380-penn ( 7366 ) between 9 a . m . and 5 p . m . est , or send email to one of the following addresses : voice across hispanic america vaha @ unagi . cis . upenn . edu callhome callhome @ unagi . cis . upenn . edu callfriend callfriend @ unagi . cis . upenn . edu for further information about the project or for other information about the linguistic data consortium , please contact us ldc @ unagi . cis . upenn . edu , or you can access our www home page at ftp : / / www . cis . upenn . edu / pub / ldc _ www / hpage . html . you can also send mail to us at the address below : rebecca finch | linguistic data consortium research coordinator | 441 williams hall finch @ unagi . cis . upenn . edu | university of pennsylvania tel : 215 / 898-0464 / fax : 215 / 573-2175 | philadelphia , pa 19104-6305"}, "question": {"type": "noul", "instructions": "Decide whether this message is spam or phishing. Say yes for unsolicited advertising, bulk messages or scams seeking details or money, and no for ordinary messages.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-1", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10848", "copies": 2, "upstream_ids": ["zefang-10848", "ealvaradob-10309"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2022#38:is_spam", "suite": "spam", "family": "nazario-e8b3b9b8b2a434772c3b", "state": {"channel": "email", "message": "Your Account Temporary Disabled\n\nDear customer,\n\nYour Huntington bank account has been temporarily disabled due to violation of our Terms of Use & Legal Agreements.As aprecautionary measure, we have temporarily blocked your account.\n\nFollow the link below login now and acceptour new terms and conditions for new improvements on your account.Failure to login and accept our new terms and conditions will result in permanent account closure.Click the Login Now button below.\n\nLogin Now\n\nThanks\nAccount Department"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2022#38", "copies": 1, "upstream_ids": ["phishing-2022#38"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20050311_spam_2/spam_2/00187.3fb9a7078bff0530ea52484a32c5d7e0:is_spam", "suite": "spam", "family": "spamassassin-dd71dde7ab844dcc0ab5", "state": {"channel": "email", "message": "Your Opportunity at http://iiu.bluedesign.biz/pipermail/iiu/2023-November/000608.html\n\nHello,\n\nI found your opportunity posted at:\nhttp://iiu.unionpartners.co.uk/pipermail/iiu/2023-November/000608.html\n\nIf you want additional places to advertise your opportunity, plus get a free email follow-up system to process your replies, visit:\n\nhttp://www.newslist.net\n\nor just reply to this message.\n\nNote: You will automatically be removed from this list if you DO NOT reply to this message.\n\nReplying will re-subscribe you to our marketing tips newsletter.\n\ninfo@newslist.net"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20050311_spam_2/spam_2/00187.3fb9a7078bff0530ea52484a32c5d7e0", "copies": 1, "upstream_ids": ["20050311_spam_2/spam_2/00187.3fb9a7078bff0530ea52484a32c5d7e0"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-16051:is_spam", "suite": "spam", "family": "zefang_phishing_email-4a6f8c8e5e62e8282b40", "state": {"channel": "email", "message": "chinese romanization : gwoyeu romatzyh there is a web page explaining the rules of gwoyeu romatzyh , the system of chinese romanization devised by y . r . chao that features tonal spelling . the url for this page is http : / / weber . u . washington . edu / ~ yuenren / romatzyh . html david prager branner , yuen ren society asian l&l , do-21 , university of washington seattle , wa 98195 usa < charmii @ u . washington . edu > web : http : / / weber . u . washington . edu / ~ yuenren / circular . html"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-16051", "copies": 2, "upstream_ids": ["zefang-16051", "ealvaradob-15154"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00685.0c2b26b54c5bb9e9072515d58ccc14ea:message_type", "suite": "spam", "family": "spamassassin-be46a46761589d8a4231", "state": {"channel": "email", "message": "Oh my...\n\nHello Edward,\n\nOh I don't know, Time-lag synchrocity?\n\nOr mutual shared experience over time?\n:)\n\nIts like 930 am..I can't function yet. Lord knows its 630 where you\nare.\n\nI say this should be a FoRK Posit.\n\nCO> Scary. I was just listening to the radio (stream, from KUOW), and heard\nCO> the story just moments ago.\n\nCO> We're on opposite sides of the continent, yet we appear to have just had a\nCO> shared experience. There should be a name for that...\n\nCO> Cheers -\n\nCO> /cco\n\nCO> On Sat, 21 Sep 2023 ashley72@falconconsulting.org wrote:\n\n--\nBest regards,\nbitbitch mailto:ashley72@falconconsulting.org"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00685.0c2b26b54c5bb9e9072515d58ccc14ea", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00685.0c2b26b54c5bb9e9072515d58ccc14ea"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-18233:is_spam", "suite": "spam", "family": "zefang_phishing_email-57f7496efc5adde1bb03", "state": {"channel": "email", "message": "owning a good stock is a gratifying experience montana oi | and gas , inc . ( mogi ) to expiore further opportunities in aiberta canada , is an energy developer in canada ' s most highly coveted reservoirs . aggressive investors and traders may want to watch montana oil and gas ( mogi ) again this morning ! montana oil and gas inc . ( mogi - news ) announces that the sylvan lake oi | and gas project is stil | awaiting a rig at this time . the surface lease has been constructed and we have been waiting for a rig to become avaiiable for over two weeks , and anticipate this to happen next week at the | atest . the company has a 25 % working interest in the sylvan lake project . symbo | - mogi price - $ . 43 reasons to conside mogi : 1 . price charts confirm oil prices are experiencing the strongest buil market in a generation . 2 . natura | gas prices have tripied in the last two years . 3 . with multiple projects in high - gear and the expanding production on reserves potentialiy worth multi - millions , mogi is selling for less than 1 / 4 the vaiue of its assets . 4 . montana oil and gas speciaiizes in using new technoiogy to turn unproductive oil and gas deposits into profitabie enterprises . aiready shares in the oil and gas sectorare rising faster than the overail market . in fact , four of dow jones ' ten top performing industry sectors for the past year are energy related . but it ' s in the mid - sized expiorers and deveiopers like montana oi | ( mogi ) that the biggest gains are being made . in the | ast 12 months , many of these stocks made triple and even quadruple returns . vancouver , british coiumbia , march 30 , 20 o 5 ( primezone ) - - montana oil and gas , inc . , ( pink sheets : mogi ) president peter sanders is piease to announce the foilowing update on its sylvan lake project . after several delays due to unseasonabie weather and road ciosures in the province of alberta , the contracted dri | | ing rig was moved onto | ocation over the weekend and ensign driiling has spudded the 5 - 3 - 38 - 3 w 5 m we | | a nd are currentiy driliing at 1 , 250 feet . surface casing wiil be run to 930 feet . the driliing rig is known as a teiescopic doubie and is rated to dri | | to 10 , 000 feet in depth . driliing operations are expected to be suspended shortiy for a few weeks as the county may impose a restriction on heavy vehicles using secondary highways and roads during spring breakup as heavy vehicles may cause severe road damage . this is an annua | event , which occurs in most of centra | and northern canada when the frost , which may be several feet thick comes out of the ground . driiling operations for a large rig such as the sylvan lake wel | requires service by heavy vehicies such as mud , water , cement and vacuum trucks which will be prohibited from using the roads during this period of time . peter sanders notes , the road bans that have been taking piace all over alberta happen every year and in the spring is no surprise , a | | oil and gas companies are effected by breakup , the good thing is , is that we have the rig on site , which will remain there until we are finished driiling , surface casing has been compieted and we wiil be ready to finish driliing the minute the road bans are lifted . the sylvan lake prospect is a well defined 3 - d seismic structura | high within a preserved pekisko remnant island that may have virgin reservoirs with simiiar production potentia | as the adjacent n poo | where 6 we | | s have produced 680 , 000 barrels oil since 2024 . in overa | | , the sylvan field has produced 4 o miliion barrels of oil from the pekisko formation and 50 biliion cubic feet of gas from the shunda formation . ensign driliing will test a total of 3 o feet from several zones in the shunda formation at 7 , 155 feet and a 30 - foot pekisko oil formation at 7 , 320 feet . when drilling resumes , the hoie is planned to reach a total depth of 7 , 57 o feet , which may take some lo days to then compiete driliing and testing . each deveiopment well has probabie production of 15 o barrels of oi | per day and 75 o ? thousand cubic feet gas per day with reserves in excess of 1 billion cubic feet gas and 300 , 000 barreis of oil . there are four other pay zones that are prospective for gas . the average wel | in the sylvan lake fieid has produced 500 barreis of oi | per day and / or over one miliion cubic feet of gas per day . if successfu | , the company intends to driil up to 4 more welis on these | and sections . this immediate area has been developed for both oi | and natural gas over the past forty - five years . accordingiy a muititude of gas gathering and processing facilities and oil transportation facilities have been constructed . for more detailed information on this project piease see news reiease dated feb . 7 th , 2 oo 5 . good luck and successful trading . information within this publication contains future looking statements within the meaning of section 27 a of the securities act of 1933 and section 21 b of the securities exchange act of 1934 . any statements thatexpress or invoive discussions with respect to predictions , expectations , beliefs , pians , projections , objectives , goals , assumptions or futureevents or performance are not statements of historical fact and may be future | ooking statements . future looking statements are based on expectations , estimates and projections at the time the statements are made that involve a number of risks and uncertainties which couid cause actua | resuits or events to differ materialiy from those presentiy anticipated . future looking statements in this action may be identified through the use of words such as projects , foresee , expects , will , anticipates , estimates , believes , understands or that by statements indicating certain actions may , could , or might occur . these future - looking statements are based on information currentiy available and are subject to a number of risks , uncertainties"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-18233", "copies": 2, "upstream_ids": ["zefang-18233", "ealvaradob-17149"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:phishing", "zefang_phishing_email:phishing"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": {"original_chars": 9434, "kept_chars": 5995}, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-10781:is_spam", "suite": "spam", "family": "zefang_phishing_email-2f341244c07f91b585b1", "state": {"channel": "email", "message": "master termination log louise : here is the master termination log through yesterday . anything with a \" y \" next to it has been or will be taken out of the book . call me if you have any questions . carol st . clair eb 4539 713 - 853 - 3989 ( phone ) 713 - 646 - 3393 ( fax ) 281 - 382 - 1943 ( cell phone ) 8774545506 ( pager ) 281 - 890 - 8862 ( home fax ) carol . st . clair @ enron . com"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-10781", "copies": 2, "upstream_ids": ["zefang-10781", "ealvaradob-10246"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham/easy_ham/00025.d685245bdc4444f44fa091e6620b20b3:is_spam", "suite": "spam", "family": "spamassassin-240aedc87d09c6d6df09", "state": {"channel": "email", "message": "Well at least our Caps-Lock keys work:\n\nchen_chen@summitworks.net said:\n\n:-P\n\nivan_ward@quartznetworks.net said:\nerm... it runs Solaris x86 as standard...\n\nCheers,\n~Al\n\n--\nExpressed in this posting are my opinions. They are in no way related\nto opinions held by my employer, Sun Microsystems.\nStatements on Sun products included here are not gospel and may\nbe fiction rather than truth.\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham/easy_ham/00025.d685245bdc4444f44fa091e6620b20b3", "copies": 1, "upstream_ids": ["20030228_easy_ham/easy_ham/00025.d685245bdc4444f44fa091e6620b20b3"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00527-4:is_spam", "suite": "spam", "family": "generated_legit_email-f3c009bde4f38bc881ef", "state": {"channel": "email", "message": "Maple Consulting Running Club - January Training Schedule\n\nClub: Maple Consulting Running Club\nContact Person: Samuel Thompson\nMember: Emma Byrne (smiller@ridgelabs.net)\nNext Session: Tuesday 12 January 2021\nLocation: Victoria Park, North Gate\nMonthly Fee: £15.00\n\nDear Emma,\n\nHappy New Year! Here is the training schedule for January. We meet every Tuesday and Thursday evening at 18:30 sharp. The monthly fee of £15.00 is due by 15 January 2021; please hand it to Samuel Thompson at the next session or leave it in the club envelope at reception.\n\nOur first fixture of the year is the City Centre 10K on Sunday 31 January 2021. If you want to enter, sign up on the sheet in the breakroom by next Friday.\n\nLooking forward to seeing you on the track!\n\nSamuel Thompson\nClub Secretary, Maple Consulting Running Club"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00527-4", "copies": 1, "upstream_ids": ["gen-00527-4"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "sports or hobby club message (training times, fees, fixtures)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4915:is_spam", "suite": "spam", "family": "sms_phishing-49522ec45c46795c2f7d", "state": {"channel": "sms", "message": "Message:some text missing* Sender:Name Missing* *Number Missing *Sent:Date missing *Missing U a lot thats y everything is missing."}, "question": {"type": "noul", "instructions": "Say whether the message is spam or phishing (yes) or a normal message (no).", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-17", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4915", "copies": 1, "upstream_ids": ["mendeley-4915"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham"], "datasets": ["sms_phishing"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3516:message_type", "suite": "spam", "family": "sms_phishing-30eadfec6fc7cf6d1d62", "state": {"channel": "sms", "message": "Miss call miss call khelate kintu opponenter miss call dhorte lage. Thats d rule. One with great phone receiving quality wins."}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3516", "copies": 2, "upstream_ids": ["mendeley-3516", "uci-4488"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:nazario:hash-test:phishing2.mbox#1264:is_spam", "suite": "spam", "family": "nazario-c9bbbd621d8250731701", "state": {"channel": "email", "message": "Security Measures\n\neBay Security\n\nDear eBay User ,\n\nDuring our regular update and verification of the accounts, we couldn't\nverify your current information. Either your information has changed or\nit is incomplete. If the account information is not updated to correct\ninformation within 5 days then, your access to bid or buy on eBay will\nbe restricted. Please update your information by completing the form\nfrom the forwarded link :\n\nhttp://www.multipledad.net/int/\n\nAnd login to eBay in order to update your informations. As outlined in\nour User Agreement, eBay will periodically send you information about\nsite changes and enhancements.\nVisit our Privacy Policy and User Agreement if you have any questions.\n\nRegards,Safeharbor Department\n\neBay, Inc.\n\nPer the User Agreement, Section 9, we may immediately issue a warning,\ntemporarily suspend, indefinitely suspend or terminate your membership\nand refuse to provide our services to you if we believe that your\nactions may cause financial loss or legal liability for you, our users\nor us. We may also take these actions if we are unable to verify or\nauthenticate any information you provide to us.\n\nAs outlined in our User Agreement, eBay will periodically send you\ninformation about site changes and enhancements. Visit our Privacy\nPolicy and User Agreement if you have any questions.\n\nCopyright © 2023 eBay Inc. All Rights Reserved.\nDesignated trademarks and brands are the property of their respective\nowners.\n\neBay and the eBay logo are trademarks of eBay Inc."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#1264", "copies": 1, "upstream_ids": ["phishing2.mbox#1264"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1107:is_spam", "suite": "spam", "family": "sms_phishing-e95d042b5f16ded2a93c", "state": {"channel": "sms", "message": "Sorry that took so long, omw now"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1107", "copies": 2, "upstream_ids": ["mendeley-1107", "uci-548"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01379.7b9367f184ed0a8c46b6c8562b86caf8:message_type", "suite": "spam", "family": "spamassassin-774f37abde81322e631f", "state": {"channel": "email", "message": "Headlines for 2011-08-20\n\nuse Perl Daily Headline Mailer\n\nCall for Perl Monger T-Shirts at YAPC::Europe\nposted by ziggy on Monday August 19, @08:53 (yapce)\nhttp://use.perl.org/article.pl?sid\u0002/08/19/1254219\n\nThis Week on perl5-porters (11-18 August 2011)\nposted by pudge on Monday August 19, @10:12 (summaries)\nhttp://use.perl.org/article.pl?sid\u0002/08/19/1230217\n\nCopyright 2006-2011 pudge. All rights reserved.\n\nYou have received this message because you subscribed to it\non use Perl. To stop receiving this and other\nmessages from use Perl, or to add more messages\nor change your preferences, please go to your user page.\n\nhttp://use.perl.org/my/messages/\n\nYou can log in and change your preferences from there."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01379.7b9367f184ed0a8c46b6c8562b86caf8", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01379.7b9367f184ed0a8c46b6c8562b86caf8"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00020-0:message_type", "suite": "spam", "family": "generated_unwanted_email-dc0f75b1ef4621a6b72f", "state": {"channel": "email", "message": "Updated B2B contact lists available – order by 15 May\n\nDear Anna,\n\nI hope you are having a productive week. I am reaching out because our sales and marketing teams have been discussing new ways to expand our outreach, and Orbit Group Solutions has just released an updated catalogue of business lead lists and verified email databases that I think will be very useful for us.\n\nThese lists cover over forty industries across Europe and North America, fully compliant with current data regulations, and they come with guaranteed delivery rates above ninety-five percent. Several of our partner departments have already started using them this quarter, and the results have been impressive.\n\nPlease review the summary below and let me know if we should proceed with a purchase before the deadline.\n\nNotice Reference: ORB-2009-4481\nProduct: Premium B2B Lead Database – Q2 2009 Edition\nOrder number: LG-772019\nAmount: £1,240.00 (excl. VAT)\nDelivery format: Encrypted CSV via secure transfer\nDeadline to confirm: 15 May 2009\n\nIf you would like to discuss the specific segments available or need a custom list tailored to our current campaign targets, please call me directly on +44 20 7946 0321. I can walk you through the options and arrange a trial sample if needed.\n\nWe need to finalise any orders by 15 May 2009 to take advantage of the current pricing structure before the next quarterly update goes live.\n\nThank you for your time, Anna. I look forward to hearing from you soon.\n\nBest regards,\nWei Campbell\nDirector of Business Development\nOrbit Group Solutions\norbitgroup.net"}, "question": {"type": "choice", "instructions": "Decide whether this message is a normal legitimate message, spam (unwanted bulk or advertising), or phishing (a scam seeking personal details, passwords or money).", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "spam", "target": "spam", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-3", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00020-0", "copies": 1, "upstream_ids": ["genu-00020-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk email selling business lead lists or email databases", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5085:is_spam", "suite": "spam", "family": "sms_phishing-25437136914cbaccf477", "state": {"channel": "sms", "message": "Ü still got lessons? Ü in sch?"}, "question": {"type": "noul", "instructions": "Is this unwanted advertising, a bulk message, or a scam after personal details or money? If so answer yes; if it is a normal message answer no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-18", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5085", "copies": 2, "upstream_ids": ["mendeley-5085", "uci-5167"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-3045:is_spam", "suite": "spam", "family": "sms_phishing-34977e7150186e40b543", "state": {"channel": "sms", "message": "Get the door, I'm here"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-3045", "copies": 2, "upstream_ids": ["mendeley-3045", "uci-4207"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:sms_phishing:hash-test:mendeley-841:is_spam", "suite": "spam", "family": "sms_phishing-9ca315069a9325d0d43f", "state": {"channel": "sms", "message": "Smith waste da.i wanna gayle."}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-841", "copies": 2, "upstream_ids": ["mendeley-841", "uci-2867"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00277-2:is_spam", "suite": "spam", "family": "generated_unwanted_email-e0231a7962baaf3abaf0", "state": {"channel": "email", "message": "Your recent inquiry about investment tools\n\nHi Christine,\n\nThanks for reaching out earlier this week! While we review your portfolio questions, I wanted to share something exciting that many of our clients are enjoying outside of banking hours.\n\nHave you heard of ConnectSphere? It is the fastest-growing social app for professionals who want to meet like-minded people in their area. Whether you are looking for friendship or romance, ConnectSphere uses smart matching to introduce you to verified members nearby. Thousands of our clients have already joined, and the feedback has been wonderful.\n\nYou can create your free profile right here: https://www.crestmedia.io/connectsphere\n\nTake a break from spreadsheets and see who is waiting to meet you this weekend!\n\nWarmly,\nSteven Walsh\nSenior Relationship Manager\nCrest Media Financial Services"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00277-2", "copies": 1, "upstream_ids": ["genu-00277-2"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:spam"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "spam", "generated_category": "bulk promotion of a dating or social app", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:nazario:hash-test:phishing-2025#140:message_type", "suite": "spam", "family": "nazario-b8a2035a465719b89b8d", "state": {"channel": "email", "message": "Mailbox Quota\n\nWebmail\n\nHello lli@gmail.com\nYou have {5} unde‏live‏red messages from, 01/4/2021\n:10:55 a.m.This is due internal quota being reached.\n\n.\nClick here to update\n\n© 2021 Webmail So‏ur‏ce: Administrator Support"}, "question": {"type": "choice", "instructions": "Which is this message: a legitimate one, spam (unwanted bulk or advertising), or a phishing scam trying to get personal details, passwords or money?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-10", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2025#140", "copies": 1, "upstream_ids": ["phishing-2025#140"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing2.mbox#1303:message_type", "suite": "spam", "family": "nazario-c0c3a24b023d74d8776d", "state": {"channel": "email", "message": "Please unlock your Wells Fargo account\n\nDear Wells Fargo Client:\n\nWe have noticed that you experienced trouble logging into Wells Fargo Online Banking.\n\nAfter three unsuccessful attempts to access your account, your Wells Fargo Online Profile has been locked. This has been done to secure your accounts and to protect your private information. Wells Fargo is committed to making sure that your online transactions are secure.\n\nTo unlock your account, and verify your identity please follow this link and sign in:\n\nhttp://www.wellsfargo.com/webscr/login_submit\n\nSincerely,\n\nWells Fargo\n\nOnline Customer Service\n\nProtect yourself from fraud and identity theft. To learn more, go to\n\nhttp://wellsfargo.com/privacy_security/fraud_prevention/\n\nIf you have a question about your account, please sign on to your secure online banking session at wellsfargo.com, click the Sign On button and then select \"Contact Us.\""}, "question": {"type": "choice", "instructions": "Is the message legitimate, or is it spam (unwanted bulk or advertising), or phishing (a scam for personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-18", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing2.mbox#1303", "copies": 1, "upstream_ids": ["phishing2.mbox#1303"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing0.mbox#24:message_type", "suite": "spam", "family": "nazario-c5c3eed4ed09d9d5e6d3", "state": {"channel": "email", "message": "Eric Security Upgrade\n\nUntitled\n\nDear Eric Customer,\n\nWe are happy to inform you that we have switched to a new level of Internet Banking Security. The comprehensive modernization of electronic payments system, implemented by our experts, allows using more advanced data transfer protocols, which combine high speed and absolute security.\n\nIn the process of testing of new equipment we received several messages from our clients who complained about the corruption of their personal account details. Therefore, Eric security systems require that you check the status of your Internet Banking account. Our support service is always at your disposal in case you have any questions.\n\nJust sign on to Internet Banking and check the status of your account today. Failure to do so may result in your account being restricted.\n\nThank you for banking with us.\n\nEric Customer Service"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing0.mbox#24", "copies": 1, "upstream_ids": ["phishing0.mbox#24"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00653-0:message_type", "suite": "spam", "family": "generated_legit_email-b96a4ea09ad60660bd6f", "state": {"channel": "email", "message": "Your Trident Media Insurance Policy Renewal\n\nTrident Media Group\n\nHi Chloe Ivanov,\n\nYour business liability insurance policy #TM-40921 expires on 15 April 2017. The renewal premium is $1,245.00. Please contact us before the deadline to avoid a lapse in coverage.\n\nCall Robert Singh at (415) 555-0198 to renew today.\n\nRenew My Policy\n\nTrident Media Group, 88 Howard St, San Francisco, CA 94105\nPrivacy: call our office for details."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00653-0", "copies": 1, "upstream_ids": ["gen-00653-0"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "insurance renewal notice"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1800:message_type", "suite": "spam", "family": "sms_phishing-abf92828817d7408b28c", "state": {"channel": "sms", "message": "Hi. I'm always online on yahoo and would like to chat with you someday"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1800", "copies": 2, "upstream_ids": ["mendeley-1800", "uci-3826"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_legit_email:hash-test:gen-00521-5:message_type", "suite": "spam", "family": "generated_legit_email-6fdddc4e169d0fe638c8", "state": {"channel": "email", "message": "Gym Membership Renewal\n\nHEY HEATHER\n\nRenew Your Membership\n\nHey Heather! Just reminding you that my Pioneer Systems gym membership expires next week. Can you renew it online for me? The link is https://www.pioneersystems.de/renew. Call them at 555-0182 if it gives you trouble. Thanks! Olivia\n\nPioneer Systems Fitness\n120 Main St, Berlin\nPrivacy: https://www.pioneersystems.de/privacy"}, "question": {"type": "choice", "instructions": "What type of message is this: legitimate, spam, or phishing? Spam means unwanted bulk or advertising, phishing means a scam for personal details, passwords or money.", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-5", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00521-5", "copies": 1, "upstream_ids": ["gen-00521-5"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "library, gym or membership renewal reminder"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5507:message_type", "suite": "spam", "family": "sms_phishing-a35d4b242e4795809e37", "state": {"channel": "sms", "message": "I'm tired of arguing with you about this week after week. Do what you want and from now on, i'll do the same."}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5507", "copies": 2, "upstream_ids": ["mendeley-5507", "uci-577"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00107.f41f38981300ca9eda3be38596353128:is_spam", "suite": "spam", "family": "spamassassin-3ad5fc5fb31bbdc29b5c", "state": {"channel": "email", "message": "Hi Emily,\n\nIn the past when administering large domains, I've used the DNSTool -\nhttp://www.gormand.com.au/tools/dnstool/guide.html\n\nOne custom change I made to this tool was to modify it so that it used a\ncombination of OpenSSH and sudo for remote commands, file transfers, etc.\n\nThis may, or may not be what you're after - I'm presuming that you're\nconsidering writing a tool to do the maintenance of the domains?\n\nRegards,\nAndrew\n\n<custom_sig>\nThis email is my own opinion, no-one elses, yada yada...\n</custom_sig>\n\n--\nAndrew Barnes\n\nemily lyda\n\n22/07/2011 15:39\n\ni recently received this email from a friend of mine in the states:\n\ni'm trying to figure out how to maintain about 200 domains, with a\nhundred or so computers per domain. some internal, some external.\ni recently learned lex and yacc and i'm thinking that's the way to go.\ni don't really know perl and i know it's useful but i think i can\nwrite c faster then perl.\n\nis this a good idea?\n\nps we're really busy.\n\nobviously as a stupid developer with no real admin experience to speak\nof, i'm not qualified to answer this question. does anyone with real\nadmin experience have any suggestions here? the problem sounds really\nhard, and i doubt anyone has had to deal with this level of complexity\nso there probably aren't any existing tools written.\n\nanyone else have any opinions or experience i could pass on?\n\nemily\n\n--\ntyler50@btinternet.com that a believer is happier than a skeptic is no more\nto\nfork()'ed on 37058400 the point than the fact that a drunken man is\nhappier\nmeatspace place: home than a sober one. the happiness of credulity is\na\nhttp://ie.suberic.net/~emily cheap & dangerous quality -- g.b. shaw\n\n--\n\nandrew.p.barnes\nAIB\nInternet Technical Support\nBankcentre\n01-6411600\n\nThis document is strictly confidential and is intended for use by the\naddressee unless otherwise indicated.\n\nAllied Irish Banks\n\nThis Disclaimer has been generated by CMDis\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00107.f41f38981300ca9eda3be38596353128", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00107.f41f38981300ca9eda3be38596353128"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00096-1:is_spam", "suite": "spam", "family": "generated_legit_email-3a5beed6ded5dff5e1db", "state": {"channel": "email", "message": "Senior Analyst Position - Application Received\n\nHi Patrick,\n\nThanks for sending over your updated CV yesterday. I have forwarded it to the hiring committee here at Silver Group, and I am pleased to let you know that your application for the Senior Analyst position has been formally acknowledged. We reviewed your experience with data migration projects, and the team is very interested in speaking with you.\n\nWe would like to invite you for an initial interview next week. Would Wednesday 18 December 2021 at 10:00 AM work for you? The interview will be held at our main office on the third floor. Please bring your portfolio and two forms of ID for the building security desk.\n\nBefore you come in, please take a few minutes to review our candidate preparation guide so you know what to expect during the technical assessment portion:\nhttps://www.silvergroup.biz/careers/interview-prep-guide\n\nLet me know if Wednesday works or if we need to look at Thursday instead. I know things get busy right before the holidays, so just give me a shout as soon as you can.\n\nCheers,\nAnthony Zhang\nRecruitment Manager\nSilver Group"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00096-1", "copies": 1, "upstream_ids": ["gen-00096-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "job application acknowledgement or interview invitation"}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/01005.bb6d68846320ecc5bc3dedb02805641a:message_type", "suite": "spam", "family": "spamassassin-96738d2ad3911d4933da", "state": {"channel": "email", "message": "Forged whitelist spam\n\nEugene Leitl:\n\nIf you have a rogue app on your machine, what\nkeeps it from sniffing your passphrase? This is\none of the reasons I keep harping on the need for\nthin, secure clients.\n\nWhen I read email, I want to respond to email,\nwhich means, were I using a digital signature,\nthat it needs to be at the ready.\n\nMSN Photos is the easiest way to share and print your photos:\nhttp://photos.msn.com/support/worldwide.aspx"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/01005.bb6d68846320ecc5bc3dedb02805641a", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/01005.bb6d68846320ecc5bc3dedb02805641a"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-4906:message_type", "suite": "spam", "family": "sms_phishing-0c190ac2cd0b7aa86ee3", "state": {"channel": "sms", "message": "U haven’t lost me ill always b here 4u.i didn’t intend 2 hurt u but I never knew how u felt about me when Iwas+marine&that’s what itried2tell urmom.i careabout u"}, "question": {"type": "choice", "instructions": "Is this message a normal one, spam (unwanted mass or advertising message), or phishing (a scam that tries to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "variant-13", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-4906", "copies": 2, "upstream_ids": ["mendeley-4906", "uci-1792"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_easy_ham_2/easy_ham_2/00190.598d2a83744a3a7ac536e36ca56d7e65:is_spam", "suite": "spam", "family": "spamassassin-fe7329a0441ecd0a3363", "state": {"channel": "email", "message": "| Date: Wed, 31 Jul 2015 15:13:23 +0100\n| From: Ronan Cunniffe <mei.martinez@blueconsulting.io>\n|\n| Um, my test was to tee to a fifo I didn't read from... resulting\n| in the other reader hanging around forever.... not realising that\n| never-opened-for-reading and opened-and-later-closed might be\n| different.\n\nah! yes! this is one of those gotchas everyone stumbles\nover. the writer of a never-opened-for-reading pipe will\nquickly block (as soon as the pipe's limited buffer fills\nup). but the writer of opened-and-later-closed pipe gets\nan EPIPE error (and the usually-terminal SIGPIPE signal).\n\nthe typical stumble is someone creates an anonymous pipe\nwith pipe(2), but forgets to close(2) the reader's fd in\nthe writer-process (or visa-versa) .... and then wonders\nwhy the real reader never sees an EOF and/or the writer\nis never gets an EPIPE/SIGPIPE. various FAQs and many\nbooks probably discuss this topic in depth to the death.\n\n| Sensible behaviour has now been observed.\n\ngood! and good luck.\ncheers,\n-blf-\n--\n«How many surrealists does it take to | Brian Foster Dublin, Ireland\nchange a lightbulb? Three. One calms | e-mail: sarah.brooks@aol.com\nthe warthog, and two fill the bathtub | mobile: (+353 or 0)86 854 9268\nwith brightly-coloured machine tools.» | http://www.blf.utvinternet.ie\n\nStop E$$o (ExxonMobile): «Whatever you do, don't buy Esso --- they\ndon't give a damn about global warming.» http://www.stopesso.com\nSupported by Greenpeace, Friends of the Earth, and numerous others...\n\n--"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_easy_ham_2/easy_ham_2/00190.598d2a83744a3a7ac536e36ca56d7e65", "copies": 1, "upstream_ids": ["20030228_easy_ham_2/easy_ham_2/00190.598d2a83744a3a7ac536e36ca56d7e65"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-156:is_spam", "suite": "spam", "family": "sms_phishing-061edd468cd22b65fbdd", "state": {"channel": "sms", "message": "Text82228>> Get more ringtones, logos and games from www.txt82228.com. Questions: info@txt82228.co.uk"}, "question": {"type": "noul", "instructions": "Should this message be treated as spam or phishing? Yes if it is unwanted bulk or advertising or a scam for personal details or money; otherwise no.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-2", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-156", "copies": 3, "upstream_ids": ["mendeley-156", "mendeley-1845", "uci-2548"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:spam", "sms_spam:spam"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:spamassassin:hash-test:20030228_spam/spam/00230.214f8d9a756aee75e292056c1f65a005:is_spam", "suite": "spam", "family": "spamassassin-c56601cd807af37541dc", "state": {"channel": "email", "message": "Attn:Targeted email addresses\n\nTargeted email marketing works! There's no way around it.\nNo other medium let's you share your offer with more\npeople for less than the cost of a small classified ad.\n\nWe can supply valid targeted emails according\nto your requirements, which are compiled only on your order, such as region/country/field/keyword/\noccupation/Domain Name (like AOL.com) etc.\n\nFree membership\nSignup today at http://61.151.247.41\nLimited membership\n\nThis is a one time message, you will not be emailed again."}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_spam/spam/00230.214f8d9a756aee75e292056c1f65a005", "copies": 1, "upstream_ids": ["20030228_spam/spam/00230.214f8d9a756aee75e292056c1f65a005"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:spam"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_unwanted_email:none:genu-00222-0:is_spam", "suite": "spam", "family": "generated_unwanted_email-3e28bdb7b1d31031e219", "state": {"channel": "email", "message": "Action Required: Your password expires today\n\nLakeside Solutions – Account Security\n\nDear Donald Foster,\n\nOur records show that the password for your mailbox, brandon.flores@outlook.com, is set to expire today, 12 July 2018. To maintain uninterrupted access to your email and all connected services, you must verify your credentials immediately.\n\nPlease sign in on our secure portal before midnight tonight to complete this process. Failure to do so will result in temporary suspension of your account.\n\nVerify Your Password Now\nhttps://www.lakesidesolutions-secure.io/verify-password\n\nIf you have already updated your password recently, please disregard this notice.\n\nKind regards,\nKenji Rodriguez\nIT Security Team, Lakeside Solutions\n\nLakeside Solutions Ltd, 45 Innovation Way, Bristol, BS1 4HQ\nPrivacy Policy: https://www.lakesidesolutions.io/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00222-0", "copies": 1, "upstream_ids": ["genu-00222-0"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "a notice that pretends to be from the reader's email provider, says the password expires today and asks them to sign in on a look-alike page", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:sms_phishing:hash-test:mendeley-5611:message_type", "suite": "spam", "family": "sms_phishing-496fd9aa792fbb26ff16", "state": {"channel": "sms", "message": "I'm not coming over, do whatever you want"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-5611", "copies": 2, "upstream_ids": ["mendeley-5611", "uci-1774"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:generated_unwanted_email:none:genu-00237-5:message_type", "suite": "spam", "family": "generated_unwanted_email-30bacae5c23d64583456", "state": {"channel": "email", "message": "Payment failed: Invoice RM-44921\n\nInvoice notice\n\nAccount: Eric Thompson (betty67@comcast.net)\nInvoice number: RM-44921\nAmount due: 145.00 GBP\nStatus: Payment declined\n\nYour card was rejected. Update your payment details immediately to avoid service interruption:\nhttps://www.rivermedia42.com/update-payment\n\nQuestions? Call +44 20 7946 0321.\n\nRiver Media Billing Department"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing.", "spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number."}}, "label": "phishing", "target": "phishing", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_unwanted_email", "split": null, "upstream_id": "genu-00237-5", "copies": 1, "upstream_ids": ["genu-00237-5"], "url": "https://dashscope-intl.aliyuncs.com", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (hosted, closed-weight Qwen output; model cards must state it)", "upstream_labels": ["generated_unwanted_email:phishing"], "datasets": ["generated_unwanted_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "phishing", "generated_category": "an unpaid invoice or failed payment notice that pretends to be from a known company and asks the reader to update their card details", "v13_fix": "tidy teacher-style unwanted email (v1.3 QA note 1)"}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-17830:is_spam", "suite": "spam", "family": "zefang_phishing_email-9b77fc852b12f464f388", "state": {"channel": "email", "message": "bisfai deadline extension ! bisfai deadline extension ! the deadline for the bar - ilan symposium on foundations of artificial intelligence has been extended to february 27 . the conference itself will take place as scheduled , june 20-22 , in ramat - gan and jerusalem , israel . for more information contact : bisfai @ bimacs . cs . biu . ac . il daniel radzinski tovna translation machines jerusalem , israel dr @ tovna . co . il"}, "question": {"type": "noul", "instructions": "Would you mark this message as spam or phishing? Yes for unwanted bulk or advertising or a scam seeking details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-13", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-17830", "copies": 2, "upstream_ids": ["zefang-17830", "ealvaradob-16786"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:nazario:hash-test:phishing-2023#160:is_spam", "suite": "spam", "family": "nazario-79415940e9204986dafb", "state": {"channel": "email", "message": "Attention priya\n\nWe're writing to let youkn message ow that we detected something unusual aboutre smile cent sign-in to yourCh there aseOn federal linedep soldier osit account. To helpkee language p you safe, werequ itself ire an extrasecu expect ritycha decade llenge we can help youtak leave ecorre show ctive action.Plbesteaseldiscussionogoownn to yourCh mean aseOn yet line account by clicking on Dear Customer: Rece once ntly,the reflect re's been activity in youra hot ccount that seemsunu nearly sualCompa condition red to your Normalac west count activities..What do you need to do? Pleasevis effect it thefoll door owing link toco car nfirm youracc hour ountinforma standard tion. Con begin firmI hotel dentity Note:Th event is may havehappen region ed because you're using adev could ice you don't usually use or you cleared thecook bring ies on your browser.(Coo say kies are how we remember you.) Additi rise onalinfo left rmation isrequ when ired byadmini consider strator to complete thisupda figure teproce beyond ss. Thank you forhelp generation ing us keep youraccou least ntsa art fe. Sincerely, On wear lineBaaffectnking Team"}, "question": {"type": "noul", "instructions": "Is this message spam or a phishing attempt? Yes for unwanted bulk, advertising or scams after personal details or money; no for a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": true, "target": true, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "variant-0", "dataset": "nazario", "split": "hash-test", "upstream_id": "phishing-2023#160", "copies": 1, "upstream_ids": ["phishing-2023#160"], "url": "https://monkey.org/~jose/phishing/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. The corpus LICENSE.txt and README state CC BY 4.0 (attribution required); the messages were written by phishers and collected from the author's own inbox, hand classified.", "upstream_labels": ["nazario:phishing"], "datasets": ["nazario"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:sms_phishing:hash-test:mendeley-1020:message_type", "suite": "spam", "family": "sms_phishing-18369fca58b332b83ea8", "state": {"channel": "sms", "message": "That is wondarfull song"}, "question": {"type": "choice", "instructions": "What kind of message is this: a legitimate message, spam (unwanted bulk or advertising), or phishing (a scam trying to get personal details, passwords or money)?", "criteria": {"spam": "Unwanted bulk or advertising message (for example prizes, offers, premium-rate services), but not trying to steal personal or account details.", "phishing": "A scam message that tries to trick the reader into giving personal details, passwords or money, often by pretending to be a bank, company or authority and asking them to click a link or call a number.", "legitimate": "A normal message from a person or a genuine organisation, not spam and not phishing."}}, "label": "legitimate", "target": "legitimate", "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "message_type", "target_kind": "hard", "instructions": "canonical", "dataset": "sms_phishing", "split": "hash-test", "upstream_id": "mendeley-1020", "copies": 2, "upstream_ids": ["mendeley-1020", "uci-2073"], "url": "https://data.mendeley.com/datasets/f45bkkt8pr/1", "revision": "version 1", "license": "CC BY 4.0 (Mendeley Data)", "upstream_labels": ["sms_phishing:ham", "sms_spam:ham"], "datasets": ["sms_phishing", "sms_spam"]}}
{"id": "spam:zefang_phishing_email:hash-test:zefang-363:is_spam", "suite": "spam", "family": "zefang_phishing_email-04563b6002b04eb38203", "state": {"channel": "email", "message": "capital book to further the process of reaching the stated objectives of increasing enron america ' s velocity of capital and associated return on invested capital , we have decided to create a capital book . the capital book will have no profit target associated with it and will be managed by joe deffner . the purpose of creating this book is to ensure that all transactions within enron americas , with any form of capital requirement , are structured correctly and are allocated the appropriate cost of capital charge . the previous numbers used in the business plans at the beginning of this year will remain for all transactions in place and where we hold assets . therefore , on any assets currently held within each business area , the capital charge will remain at 15 % . internal ownership of these assets will be maintained by the originating business unit subject to the internal ownership policy outlined below . the cost of capital associated with all transactions in enron americas will be set by joe . this process is separate and apart from the current rac process for transactions which will continue unchanged . capital investments on balance sheet will continue to accrue a capital charge at the previously established rate of 15 % . transactions which are structured off credit will receive a pure market pass through of the actually incurred cost of capital as opposed to the previous 15 % across the board charge . transactions which are structured off balance sheet , but on credit will be priced based upon the financial impact on enron america ' s overall credit capacity . on transactions that deploy capital through the trading books , the capital book will take a finance reserve on each transaction , similar to the way the credit group takes a credit reserve . this finance reserve will be used specifically to fund the capital required for the transaction . as noted above , the capital book will have no budget and will essentially charge out to the origination and trading groups at actual cost . by sending market - based capital pricing signals internally , enron america ' s sources of capital and liquidity should be better optimized across the organization . questions regarding the capital book can be addressed to : joe deffner 853 - 7117 alan quaintance 345 - 7731"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "zefang_phishing_email", "split": "hash-test", "upstream_id": "zefang-363", "copies": 2, "upstream_ids": ["zefang-363", "ealvaradob-356"], "url": "https://huggingface.co/datasets/zefang-liu/phishing-email-dataset", "revision": "34085a032c123ca237f314a01a67909cdea35e34", "license": "LICENCE UNCLEAR — owner to review before release. Tagged LGPL-3.0 by the uploader; the Kaggle original does not document where its emails come from (they look like Enron and other public email corpora).", "upstream_labels": ["ealvaradob_phishing:ham", "zefang_phishing_email:ham"], "datasets": ["ealvaradob_phishing", "zefang_phishing_email"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:spamassassin:hash-test:20030228_hard_ham/hard_ham/00035.a0e0e8cdca0b8352a9e9c2c81e5d5cd7:is_spam", "suite": "spam", "family": "spamassassin-37cdfd35117fe1e4fa7e", "state": {"channel": "email", "message": "Intel 900MHz / 256MB PC-133 / 10X DVD / 20GB PC: Starting Bid $229\n\nAuctions Weekly Newsletter\n\nAuctions\nAll CNET\nT\nhe Web\n\nSite\nMap\n\n• Desktops\n\n• Notebooks\n\n• Components\n\n• Software\n\n• Input Devices\n\n• Networking\n\n• Handhelds\n\n• Printers\n\n• Memory\n\n• Storage\n\n• Electronics\n\n• Monitors\n\n• Modems\n\n• Scanners\n\n• Services\n\n• Digital Cameras\n\n• Accessories\n\n• Multimedia\n\nJuly 11th, 2024\n\nIntel 900MHz / 256MB PC-133 / 10X DVD / 20GB PC\n\nIntel 900MHz Socket 370 Processor\n\nMicrostar PIII ATX Motherboard\n\nMicron 256MB PC-133 SDRAM\n\nPioneer 10X DVD-ROM\n\n8MB 2X AGP Video\n\n64-Bit PCI Sound Card\n\nWD/Seagate 20GB Ultra-66 HDD\n\nBidding starts at $229\n\nDon't miss out, place your bid now!\n\nLG 12x8x32 CD-RW / 8x DVD-ROM Combo Drive\n\n• Starting Bid $79\n\nLexmark Z-82 Printer/Copier/Flatbed All-in-One\n\n• Starting Bid $1\n\nP4 Celeron 1.7GHz/256MB PC-133\nnVidia 32MB/16x DVD-ROM/20GB PC\n\n• Starting Bid $399\n\nGravis Blackhawk Digital Programmable Joystick\n\n• Starting Bid $6.50\n\nGateway 15-inch TFT LCD Flat Panel Color Monitor\n\n• Starting Bid $319\n\nPIII 733MHz/256MB PC-133/48X\n64-Bit Sound/8MB 2X AGP/20GB PC\n\n• Starting Bid $299\n\nDisplaysonic .28mm 17/20/21-inch Multisync Monitors\n\n• All Starting Bids at $9\n\nEnding Thursday:\n\nEnding Friday:\n\nEnding Monday:\n\nEnding Tuesday:\n\nNEC .28mm 21-inch\nSony .28mm 20-inch\n\nSony/Sun .28mm 17-inch\n\nSony/Sun 20-inch Multisync\n\nSony/SGI 20-inch Trinitron\n\nCanon CanoScan N670U 48-Bit Flatbed Scanner\n\n• Starting Bid $1\n\nGateway XP P4 1.8GHz/256MB PC-266 DDR\n\n40GB 7200RPM/24x10x40 CDRW/16X DVD PC\n\n• Starting Bid $629\n\nMaxtor 80GB ATA/100 5400RPM IDE Hard Drive\n\n• Starting Bid $79\n\n256MB PC-2100 Double Data Rate\n(DDR) 184-Pin (32x64) RAM\n\n• Starting Bid $60\n\nPlease send all questions, comments, and concerns regarding the CNET\nAuctions Newsletter to jessica.martinez@vistanetworks.de and include the\nNewsletter title in the subject line.\n\nNOTE: All product information, including prices, features, and\navailability, is subject to change without notice.\n\nThe e-mail address for your subscription is\n\nManage My Subscriptions\n| FAQ |\nAdvertise\n\nPrice comparisons |\nProduct reviews |\nTech\nnews |\nDownloads |\nAll CNET services"}, "question": {"type": "noul", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "none", "dataset": "spamassassin", "split": "hash-test", "upstream_id": "20030228_hard_ham/hard_ham/00035.a0e0e8cdca0b8352a9e9c2c81e5d5cd7", "copies": 1, "upstream_ids": ["20030228_hard_ham/hard_ham/00035.a0e0e8cdca0b8352a9e9c2c81e5d5cd7"], "url": "https://spamassassin.apache.org/old/publiccorpus/", "revision": null, "license": "LICENCE UNCLEAR — owner to review before release. No licence is given; the corpus readme says copyright for the text in the messages remains with the original senders. Real mail received 2002-2005, hand-sorted into spam and non-spam.", "upstream_labels": ["spamassassin:ham"], "datasets": ["spamassassin"], "channel": "email", "body_cut": null, "licence_status": "LICENCE UNCLEAR - owner to review before release"}}
{"id": "spam:generated_legit_email:hash-test:gen-00901-1:is_spam", "suite": "spam", "family": "generated_legit_email-08461e3e20af9889b804", "state": {"channel": "email", "message": "Your Willow Design insurance policy is up for renewal\n\nWillow Design\nPolicy Renewal Notice\n\nDear Sandra Lee,\n\nThis is a reminder that your professional liability insurance policy (WIL-2019-7749) with Willow Design is due for renewal.\n\nCoverage period: 15 August 2019 to 14 August 2020\nRenewal premium: £214.50\nDue date: 14 August 2019\n\nPlease review your updated policy documents attached to your online account. To ensure continuous coverage without interruption, payment must be received before the due date.\n\nReview your policy\n\nIf you have any questions about your renewal or wish to adjust your coverage limits, please contact Frank Gonzalez directly at +44 20 7946 0123.\n\nThank you for choosing Willow Design.\n\nSincerely,\nThe Insurance Team\n\n---\nWillow Design Ltd\n12 Kingsway, London WC2B 6NH\nPrivacy: https://www.willowdesign.net/privacy"}, "question": {"type": "noul", "instructions": "Is this message spam or phishing? Answer yes if it is unwanted bulk or advertising, or a scam trying to get personal details or money; answer no if it is a normal message.", "criteria": {"false": "The message is a normal message: not unwanted bulk or advertising, and not a scam.", "true": "The message is spam (unwanted bulk or advertising) or phishing (a scam trying to get personal details, passwords or money)."}}, "label": false, "target": false, "source": {"generator": "jeff-finetunes/adapters", "version": "1", "seed": 20260929, "kind": "is_spam", "target_kind": "hard", "instructions": "canonical", "dataset": "generated_legit_email", "split": "hash-test", "upstream_id": "gen-00901-1", "copies": 1, "upstream_ids": ["gen-00901-1"], "url": "https://dashscope-intl.aliyuncs.com (Alibaba Cloud DashScope API)", "revision": "writer qwen3.8-max, blind check qwen3.8-flash (model recorded per row)", "license": "Generated for this project by an approved teacher (COMMON.md 'The teacher', owner decision of 2026-09-29): hosted, closed-weight Qwen output; model cards must state it.", "upstream_labels": ["generated_legit_email:ham"], "datasets": ["generated_legit_email"], "channel": "email", "body_cut": null, "licence_status": "generated by an approved hosted-Qwen teacher", "teacher_model": "qwen3.8-max", "check_model": "qwen3.8-flash", "check_verdict": "legitimate", "generated_category": "insurance renewal notice"}}